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@jessegrabowski
Last active May 6, 2023 11:46
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Latent State Space with Poisson Observations
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "22a1760d",
"metadata": {},
"outputs": [],
"source": [
"import jax\n",
"jax.config.update('jax_platform_name', 'cpu')\n",
"\n",
"import numpy as np\n",
"import pymc as pm\n",
"import pytensor\n",
"import pytensor.tensor as pt\n",
"import matplotlib.pyplot as plt\n",
"import arviz as az\n",
"\n",
"from pymc.pytensorf import collect_default_updates"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "1b9b7287",
"metadata": {},
"outputs": [],
"source": [
"seed = 69420\n",
"rng = np.random.default_rng(seed=seed)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "d5b5c2a7",
"metadata": {},
"outputs": [],
"source": [
"T = 100\n",
"\n",
"# Local level model\n",
"A = np.array([[1, 1],\n",
" [0, 1]])\n",
"\n",
"Z = np.array([[1, 0]])\n",
"R = np.eye(2)\n",
"\n",
"true_Q = np.diag(np.random.normal(scale=1e-2, size=2) ** 2)\n",
"hidden_states = np.zeros((T, 2))\n",
"# hidden_states[0] = true_x0\n",
"\n",
"data = np.zeros(T)\n",
"\n",
"for t in range(1, T):\n",
" innov_t = np.random.multivariate_normal(mean=np.zeros(2), cov=true_Q)\n",
" hidden_states[t] = A @ hidden_states[t-1] + R @ innov_t\n",
" data_mu = np.exp(Z @ hidden_states[t])\n",
" data[t] = np.random.poisson(lam=data_mu)\n",
"\n",
"# fig, ax = plt.subplots()\n",
"# ax.plot(data);"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "ed48e2de",
"metadata": {},
"outputs": [],
"source": [
"with pm.Model() as mod:\n",
" A = pt.as_tensor(np.array([[1, 1],\n",
" [0, 1]]))\n",
"\n",
" Z = pt.as_tensor(np.array([[1, 0]]))\n",
" R = pt.eye(2)\n",
"\n",
" sigmas_Q = pm.HalfNormal('sigmas_Q', sigma=1000, size=2)\n",
" Q = pt.diag(sigmas_Q)\n",
" x0 = pt.zeros(2)\n",
" \n",
" def step(x, A, R, Z, Q):\n",
" innov = pm.MvNormal.dist(mu=0, tau=Q)\n",
" next_x = A @ x + innov\n",
" return next_x, collect_default_updates([x, A, R, Z, Q], [next_x])\n",
" \n",
" hidden_states_pt, updates = pytensor.scan(step, \n",
" outputs_info=[x0], \n",
" non_sequences=[A, R, Z, Q],\n",
" n_steps=T, \n",
" strict=True)\n",
" \n",
" mod.register_rv(hidden_states_pt, name='hidden_states', initval=pt.zeros((T, 2)))\n",
" obs = pm.Poisson('obs', pt.exp(hidden_states_pt[:, 0]), observed=data)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "11c331f0",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/jesse/mambaforge/envs/pymc_env/lib/python3.11/site-packages/pymc/sampling/mcmc.py:243: UserWarning: Use of external NUTS sampler is still experimental\n",
" warnings.warn(\"Use of external NUTS sampler is still experimental\", UserWarning)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Compiling...\n",
"Compilation time = 0:00:02.760596\n",
"Sampling...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"sample: 100%|███████████████████████████████████████████████████████████████████████| 2000/2000 [02:17<00:00, 14.53it/s]\n",
"Sampling: [obs]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Sampling time = 0:02:18.034845\n",
"Transforming variables...\n",
"Transformation time = 0:00:00.005136\n"
]
},
{
"data": {
"text/html": [
"\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:not([value]), progress:not([value])::-webkit-progress-bar {\n",
" background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
"</style>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <progress value='4000' class='' max='4000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [4000/4000 02:08&lt;00:00]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with mod:\n",
" idata = pm.sample(nuts_sampler='numpyro', target_accept=0.99, nuts_sampler_kwargs=dict(chain_method='vectorized'))\n",
" idata = pm.sample_posterior_predictive(idata, extend_inferencedata=True, compile_kwargs={'updates':updates})"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "c4c2c1f1",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: >"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"az.plot_energy(idata)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "37c5747e",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[<Axes: title={'center': 'sigmas_Q'}>,\n",
" <Axes: title={'center': 'sigmas_Q'}>]], dtype=object)"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x200 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"az.plot_trace(idata, var_names=['~hidden_states'])"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "6ac2c24b",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>mean</th>\n",
" <th>sd</th>\n",
" <th>hdi_3%</th>\n",
" <th>hdi_97%</th>\n",
" <th>mcse_mean</th>\n",
" <th>mcse_sd</th>\n",
" <th>ess_bulk</th>\n",
" <th>ess_tail</th>\n",
" <th>r_hat</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>sigmas_Q[0]</th>\n",
" <td>866.487</td>\n",
" <td>545.025</td>\n",
" <td>98.286</td>\n",
" <td>1893.930</td>\n",
" <td>50.174</td>\n",
" <td>35.566</td>\n",
" <td>98.0</td>\n",
" <td>211.0</td>\n",
" <td>1.02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>sigmas_Q[1]</th>\n",
" <td>1871.835</td>\n",
" <td>621.569</td>\n",
" <td>725.124</td>\n",
" <td>3007.371</td>\n",
" <td>29.622</td>\n",
" <td>20.960</td>\n",
" <td>415.0</td>\n",
" <td>547.0</td>\n",
" <td>1.01</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" mean sd hdi_3% hdi_97% mcse_mean mcse_sd \n",
"sigmas_Q[0] 866.487 545.025 98.286 1893.930 50.174 35.566 \\\n",
"sigmas_Q[1] 1871.835 621.569 725.124 3007.371 29.622 20.960 \n",
"\n",
" ess_bulk ess_tail r_hat \n",
"sigmas_Q[0] 98.0 211.0 1.02 \n",
"sigmas_Q[1] 415.0 547.0 1.01 "
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"az.summary(idata, var_names=['~hidden_states'])"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "1d876d40",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([<Axes: title={'center': 'sigmas_Q\\n0'}>,\n",
" <Axes: title={'center': 'sigmas_Q\\n1'}>], dtype=object)"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
"<Figure size 1472x552 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"az.plot_posterior(idata, var_names=['~hidden_states'], ref_val=np.diag(true_Q).tolist(), transform=lambda x: 1/x)"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "716ea096",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"post_pred = az.extract(idata, 'posterior_predictive').obs\n",
"hdi = az.hdi(idata.posterior_predictive.obs)\n",
"\n",
"ax.plot(data, color='tab:orange', label='Data')\n",
"ax.plot(post_pred.mean(dim=['sample']), label='Post Pred Mean', lw=2)\n",
"ax.fill_between(np.arange(T), *hdi.obs.values.T, alpha=0.25, label='97.5% HDI')\n",
"ax.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "90ad6464",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1400x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1, 2, figsize=(14,4))\n",
"post = az.extract(idata, 'posterior')\n",
"hdi = az.hdi(idata.posterior)\n",
"\n",
"mu = post.hidden_states.mean(dim=['sample'])\n",
"\n",
"ax[0].plot(hidden_states[:, 0], color='tab:orange', ls='--')\n",
"ax[0].plot(mu[:, 0], label='Level', lw=2)\n",
"ax[0].fill_between(np.arange(T), *hdi.hidden_states.values[:, 0, :].T, alpha=0.25, label='97.5% HDI')\n",
"ax[0].legend()\n",
"\n",
"\n",
"ax[1].plot(hidden_states[:, 1], color='tab:orange', ls='--')\n",
"ax[1].plot(mu[:, 1], label='Trend', lw=2)\n",
"ax[1].fill_between(np.arange(T), *hdi.hidden_states.values[:, 1, :].T, alpha=0.25, label='97.5% HDI')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "313f56b3",
"metadata": {},
"source": [
"# More States"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "462a732c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from scipy import linalg\n",
"\n",
"T = 100\n",
"num_samples = 200\n",
"num_features = 10\n",
"latent_variables = 2\n",
"\n",
"# Local level model\n",
"A_block = np.array([[1, 1],\n",
" [0, 1]])\n",
"A = linalg.block_diag(*[A_block] * num_features)\n",
"\n",
"Z = np.zeros((num_features, num_features * latent_variables))\n",
"Z[np.arange(num_features), np.arange(0,num_features * latent_variables,2)] = 1\n",
"\n",
"true_Q = np.diag(np.random.normal(scale=1e-2, size=2 * num_features) ** 2)\n",
"hidden_states = np.zeros((T, num_features * latent_variables))\n",
"\n",
"data = np.zeros((T, num_features))\n",
"\n",
"fig, ax = plt.subplots()\n",
"for t in range(1, T):\n",
" innov_t = np.random.multivariate_normal(mean=np.zeros(latent_variables * num_features),\n",
" cov=true_Q)\n",
" hidden_states[t] = A @ hidden_states[t-1] + innov_t\n",
" data_mu = np.exp(Z @ hidden_states[t])\n",
" data[t] = np.random.poisson(lam=data_mu)\n",
"\n",
"ax.plot(data);"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "71315b7a",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/jesse/mambaforge/envs/pymc_env/lib/python3.11/site-packages/pymc/sampling/mcmc.py:243: UserWarning: Use of external NUTS sampler is still experimental\n",
" warnings.warn(\"Use of external NUTS sampler is still experimental\", UserWarning)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Compiling...\n",
"Compilation time = 0:00:02.433528\n",
"Sampling...\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "3c4e00022b9b436ab0c41e8fcea119fb",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/2000 [00:00<?, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "f8748d461a7948798367b4320d4946e8",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/2000 [00:00<?, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "c8224a08c02b4e708a2ab229bd1e46a1",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/2000 [00:00<?, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "c78b96517fb04e538f1065a5857bef48",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/2000 [00:00<?, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Sampling time = 0:12:39.512564\n",
"Transforming variables...\n",
"Transformation time = 0:00:00.018967\n"
]
}
],
"source": [
"with pm.Model() as mod:\n",
" A_pt = pt.as_tensor_variable(A)\n",
"\n",
" sigmas_Q = pm.HalfNormal('sigmas_Q', sigma=1, size=num_features * latent_variables)\n",
" Q = pt.diag(sigmas_Q)\n",
" x0 = pt.zeros(num_features * latent_variables)\n",
" \n",
" def step(x, A, Q):\n",
" innov = pm.MvNormal.dist(mu=0, tau=Q)\n",
" next_x = A @ x + innov\n",
" return next_x, collect_default_updates([x, A, Q], [next_x])\n",
" \n",
" hidden_states_pt, updates = pytensor.scan(step, \n",
" outputs_info=[x0], \n",
" non_sequences=[A_pt, Z_pt, Q],\n",
" n_steps=T, \n",
" strict=True)\n",
" \n",
" mod.register_rv(hidden_states_pt, name='hidden_states', initval=pt.zeros((T, num_features * latent_variables)))\n",
" lambdas = pt.exp(hidden_states_pt[:, np.arange(0, num_features * latent_variables, 2)])\n",
" obs = pm.Poisson('obs', lambdas, observed=data)\n",
" idata = pm.sample(nuts_sampler='numpyro',\n",
" target_accept=0.99, \n",
" nuts_sampler_kwargs=dict(chain_method='parallel'))\n"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "5e228019",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Sampling: [obs]\n"
]
},
{
"data": {
"text/html": [
"\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:not([value]), progress:not([value])::-webkit-progress-bar {\n",
" background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
"</style>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <progress value='4000' class='' max='4000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [4000/4000 02:21&lt;00:00]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with mod:\n",
" idata = pm.sample_posterior_predictive(idata, extend_inferencedata=True, compile_kwargs={'updates':updates})"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "491d3fe6",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: >"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"az.plot_energy(idata)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "11929593",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[<Axes: title={'center': 'sigmas_Q'}>,\n",
" <Axes: title={'center': 'sigmas_Q'}>]], dtype=object)"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x200 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"az.plot_trace(idata, var_names=['~hidden_states'])"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "b030a651",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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