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Hierarchical model with two dimensions
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{
"cells": [
{
"metadata": {
"toc": true
},
"cell_type": "markdown",
"source": "<h1>Table of Contents<span class=\"tocSkip\"></span></h1>\n<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#Generate-Data\" data-toc-modified-id=\"Generate-Data-1\"><span class=\"toc-item-num\">1&nbsp;&nbsp;</span>Generate Data</a></span><ul class=\"toc-item\"><li><span><a href=\"#Sidebar:-Fourier-Features\" data-toc-modified-id=\"Sidebar:-Fourier-Features-1.1\"><span class=\"toc-item-num\">1.1&nbsp;&nbsp;</span>Sidebar: Fourier Features</a></span><ul class=\"toc-item\"><li><span><a href=\"#Annual-Features-with-Monthly-Data\" data-toc-modified-id=\"Annual-Features-with-Monthly-Data-1.1.1\"><span class=\"toc-item-num\">1.1.1&nbsp;&nbsp;</span>Annual Features with Monthly Data</a></span><ul class=\"toc-item\"><li><span><a href=\"#Same-thing,-without-scaling\" data-toc-modified-id=\"Same-thing,-without-scaling-1.1.1.1\"><span class=\"toc-item-num\">1.1.1.1&nbsp;&nbsp;</span>Same thing, without scaling</a></span></li></ul></li><li><span><a href=\"#Monthly-Features-with-Monthly-Data\" data-toc-modified-id=\"Monthly-Features-with-Monthly-Data-1.1.2\"><span class=\"toc-item-num\">1.1.2&nbsp;&nbsp;</span>Monthly Features with Monthly Data</a></span></li></ul></li></ul></li><li><span><a href=\"#PyMC\" data-toc-modified-id=\"PyMC-2\"><span class=\"toc-item-num\">2&nbsp;&nbsp;</span>PyMC</a></span><ul class=\"toc-item\"><li><span><a href=\"#Sample\" data-toc-modified-id=\"Sample-2.1\"><span class=\"toc-item-num\">2.1&nbsp;&nbsp;</span>Sample</a></span></li></ul></li></ul></div>"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "%matplotlib inline\n\nimport scipy.stats as stats\nimport pymc as pm\nimport numpy as np\n\nimport pandas as pd\nimport aesara\nfrom aesara import tensor as at\n\nimport arviz as az\nimport matplotlib.pyplot as plt\n\nconfig = {\n 'figure.figsize':(14,4),\n 'figure.dpi':100,\n 'figure.facecolor':'white',\n 'axes.grid':True,\n 'grid.linestyle':'--',\n 'grid.linewidth':0.5,\n 'axes.spines.top':False,\n 'axes.spines.bottom':False,\n 'axes.spines.left':False,\n 'axes.spines.right':False\n}\n\nplt.rcParams.update(config)",
"execution_count": 1,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# Generate Data"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "def create_fourier_features(t, n, p=365.25):\n x = 2 * np.pi * (np.arange(n)+1) * t[:, None] / p\n return np.concatenate((np.cos(x), np.sin(x)), axis = 1)\n",
"execution_count": 2,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "def make_heirarchical_data(rng, group_mu, group_sigma, group_size, group_mu_sigma=1.0):\n group_mu = rng.normal(loc=group_mu, scale=group_mu_sigma)\n group_sigma = abs(rng.normal(loc=0.0, scale=group_sigma))\n data = rng.normal(loc=group_mu, scale=group_sigma, size=group_size)\n \n return data\n\ndef create_prophet_data(index, rng, n_changepoints=5, n_fourier=5, fourier_period=12):\n time_idxs, times = pd.factorize(index.get_level_values(0))\n location_idxs, locations = pd.factorize(index.get_level_values(1))\n item_idxs, items = pd.factorize(index.get_level_values(2))\n \n n_fourier = np.atleast_1d(n_fourier)\n fourier_period = np.atleast_1d(fourier_period)\n \n n_locations = len(locations)\n n_items = len(items)\n T = len(times)\n t = np.arange(T) / T\n \n s = np.linspace(0, np.max(t), n_changepoints+2)[1:-1]\n A = (t[:, None] > s)*1\n \n # Shared fourier features\n X_fourier = []\n for n, p in zip(n_fourier, fourier_period):\n X = create_fourier_features(t, n=n, p=p/T)\n X_fourier.append(X)\n \n true_params = {}\n \n # Trend + Intercept + Seasonal for locations\n loc_intercept = make_heirarchical_data(rng, 1.0, 1.0, n_locations)\n loc_trend = make_heirarchical_data(rng, 0.0, 0.5, n_locations)\n loc_deltas = make_heirarchical_data(rng, 0.0, 0.5, (n_locations, n_changepoints))\n true_params['loc_intercept'] = loc_intercept\n true_params['loc_trend'] = loc_trend\n true_params['loc_deltas'] = loc_deltas\n \n loc_seasonals = []\n for i, n in enumerate(n_fourier):\n loc_seasonal = make_heirarchical_data(rng, 0.0, 0.1, (n_locations, n * 2), group_mu_sigma=0.25)\n true_params[f'loc_seasonal_{i}'] = loc_seasonal\n loc_seasonals.append(loc_seasonal)\n \n # Trend + Intercept for product\n item_intercept = make_heirarchical_data(rng, 1.0, 1.0, n_items)\n item_trend = make_heirarchical_data(rng, 0.0, 0.5, n_items)\n item_deltas = make_heirarchical_data(rng, 0.0, 0.5, (n_items, n_changepoints))\n true_params['item_intercept'] = item_intercept\n true_params['item_trend'] = item_trend\n true_params['item_deltas'] = item_deltas\n \n item_seasonals = []\n for i, n in enumerate(n_fourier):\n item_seasonal = make_heirarchical_data(rng, 0.0, 0.1, (n_items, n * 2), group_mu_sigma=0.25)\n true_params[f'item_seasonal_{i}'] = item_seasonal\n item_seasonals.append(item_seasonal)\n\n initial_intercepts = loc_intercept[location_idxs] + item_intercept[item_idxs]\n initial_trends = loc_trend[location_idxs] + item_trend[item_idxs]\n deltas = loc_deltas[location_idxs, :] + item_deltas[item_idxs, :]\n \n intercept = initial_intercepts + ((-s * A)[time_idxs, :] * deltas).sum(axis=1)\n trend = initial_trends + (A[time_idxs, :] * deltas).sum(axis=1)\n \n mu = intercept + trend * time_idxs / T\n for X, loc_season, item_season in zip(X_fourier, loc_seasonals, item_seasonals):\n seasonal = (loc_season[location_idxs, :] + item_season[item_idxs, :])\n seasonal_effect = (X[time_idxs, :] * seasonal).sum(axis=1)\n mu += seasonal_effect\n \n # Holiday Effect in September and March\n monthly_effects = rng.normal(0, 0.1, 12)\n monthly_effects[[2, 8]] = np.abs(rng.normal(0, 0.5, 2))\n true_params['monthly_effects'] = monthly_effects\n \n month_idx = index.get_level_values(0).month - 1\n mu += monthly_effects[month_idx]\n \n return mu, true_params\n\ndef generate_artificial_data(T, n_products, n_locations, data_gen_fun, rng,\n freq='M', \n start_date='2016-01-01',\n **data_gen_kwargs):\n dates = pd.date_range(start_date, freq=freq, periods=T)\n locations = [f'location_{i}' for i in range(n_locations)]\n products = [f'product_{i}' for i in range(n_products)]\n \n index = pd.MultiIndex.from_product([dates, locations, products])\n \n mu, true_params = data_gen_fun(index, rng, **data_gen_kwargs)\n \n lam = np.exp(mu)\n data = rng.poisson(lam=lam)\n \n df = pd.DataFrame(data, index=pd.MultiIndex.from_product([dates, locations, products]), columns=['eaches'])\n df.reset_index(inplace=True)\n df.rename(columns = {'level_0':'date','level_1':'location', 'level_2':'product'}, inplace=True)\n df.set_index(['date', 'location', 'product'],inplace=True)\n \n return df, true_params",
"execution_count": 3,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "n_locations = 5\nn_items = 20\nT = 72\nt = np.arange(T) / T\nn_changepoints = 8 \n\nrng = np.random.default_rng(1337)\ndf, true_params = generate_artificial_data(T, n_items, n_locations, data_gen_fun=create_prophet_data, rng=rng, n_changepoints=n_changepoints)",
"execution_count": 4,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "df.unstack([1, 2]).plot(legend=False)",
"execution_count": 5,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 5,
"data": {
"text/plain": "<AxesSubplot:xlabel='date'>"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 1400x400 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Sidebar: Fourier Features"
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Annual Features with Monthly Data"
},
{
"metadata": {
"trusted": true,
"scrolled": true
},
"cell_type": "code",
"source": "# Note that you have to scale p by the same factor you scale t\nX = create_fourier_features(t, n=5, p=12/T)\nplt.plot(X.sum(axis=1))",
"execution_count": 6,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 6,
"data": {
"text/plain": "[<matplotlib.lines.Line2D at 0x2a2c11bceb0>]"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 1400x400 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "#### Same thing, without scaling\n\nAs you can see, the length of the pattern is NOT 12"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "X = create_fourier_features(t, n=5, p=12)\nplt.plot(X.sum(axis=1))",
"execution_count": 7,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 7,
"data": {
"text/plain": "[<matplotlib.lines.Line2D at 0x2a2c1229810>]"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 1400x400 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Monthly Features with Monthly Data\n\nNote that y-axis scale: everything is just zero!"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "X = create_fourier_features(t, n=5, p=1/T)\nplt.plot(X.sum(axis=1))",
"execution_count": 8,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 8,
"data": {
"text/plain": "[<matplotlib.lines.Line2D at 0x2a2c0f69a80>]"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 1400x400 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# PyMC"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "def build_prophet(A, s, y, X=None):\n \n time_idxs, times = pd.factorize(y.index.get_level_values(0))\n location_idxs, locations = pd.factorize(y.index.get_level_values(1))\n item_idxs, items = pd.factorize(y.index.get_level_values(2))\n month_idxs, months = pd.factorize(y.index.get_level_values(0).month)\n \n coords={\"locations\":locations,\n \"items\":items,\n 'months':months,\n 'changepoints':y.index.get_level_values(0)[np.argwhere(np.diff(A, axis=0) != 0)[:, 0]],\n \"obs_id\":[f'{loc}_{time.year}_month_{time.month}_item_{item}' for time, loc, item in y.index.values]}\n \n if X is not None:\n coords[\"yearly_components\"] = [f'yearly_{f}_{i+1}' for f in ['cos', 'sin'] for i in range(X.shape[1] // 2)]\n\n with pm.Model(coords=coords) as model:\n \n A = pm.Data('A', A, mutable=True, dims=['time', 'changepoints'])\n s = pm.Data('s', s, mutable=True, dims=['changepoints'])\n \n if X is not None:\n X = pm.Data('X', X, mutable=True, dims=['obs_id', 'yearly_components'])\n \n # Slope\n mu_slope = pm.Normal('mu_slope', mu=0, sigma=0.1)\n sigma_loc_slope = pm.HalfNormal('sigma_loc_slope', sigma=0.1)\n sigma_item_slope = pm.HalfNormal('sigma_item_slope', sigma=0.1)\n offset_loc_slope = pm.Normal('offset_loc_slope', mu=0, sigma=0.1, dims=['locations'])\n offset_item_slope = pm.Normal('offset_item_slope', mu=0, sigma=0.1, dims=['items'])\n \n loc_slope = sigma_loc_slope * offset_loc_slope\n item_slope = sigma_item_slope * offset_item_slope\n initial_slope = pm.Deterministic('initial_slope', mu_slope + loc_slope[location_idxs] + item_slope[item_idxs],\n dims=['obs_id'])\n \n # Intercept\n mu_intercept = pm.Normal('mu_intercept', mu=0, sigma=0.1)\n sigma_loc_intercept = pm.HalfNormal('sigma_loc_intercept', sigma=0.1)\n sigma_item_intercept = pm.HalfNormal('sigma_item_intercept', sigma=0.1)\n offset_loc_intercept = pm.Normal('offset_loc_intercept', mu=0, sigma=0.1, dims=['locations'])\n offset_item_intercept = pm.Normal('offset_item_intercept', mu=0, sigma=0.1, dims=['items'])\n \n loc_intercept = sigma_loc_intercept * offset_loc_intercept\n item_intercept = sigma_item_intercept * offset_item_intercept\n initial_intercept = pm.Deterministic('initial_intercept', mu_intercept + loc_intercept[location_idxs] + item_intercept[item_idxs],\n dims=['obs_id'])\n \n # Offsets\n mu_delta = pm.Normal('mu_delta', 0, 0.1)\n sigma_loc_delta = pm.HalfNormal('sigma_loc_delta', sigma=0.1)\n sigma_item_delta = pm.HalfNormal('sigma_item_delta', sigma=0.1)\n offset_loc_delta = pm.Normal('offset_loc_delta', mu=0, sigma=0.25, dims=['locations', 'changepoints'])\n offset_item_delta = pm.Normal('offset_item_delta', mu=0, sigma=0.25, dims=['items', 'changepoints'])\n \n loc_delta = sigma_loc_delta * offset_loc_delta\n item_delta = sigma_item_delta * offset_item_delta\n delta = pm.Deterministic('delta', mu_delta + loc_delta[location_idxs, :] + item_delta[item_idxs, :], dims=['obs_id', 'changepoints'])\n \n # Monthly Effects\n beta_month = pm.Normal('beta_month', mu=0, sigma=0.1, dims=['months'])\n \n intercept = initial_intercept + ((-s * A)[time_idxs, :] * delta).sum(axis=1)\n slope = initial_slope + (A[time_idxs, :] * delta).sum(axis=1)\n \n mu = pm.Deterministic('mu', intercept + slope * (time_idxs / T) + beta_month[month_idxs], dims=['obs_id'])\n likelihood = pm.Poisson('predicted_eaches',\n mu=np.exp(mu),\n observed=y.values.ravel(),\n dims=['obs_id'],\n dtype='int64')\n return model",
"execution_count": 9,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "df_train = df.loc[:'2020-12-31', :].copy()\ndf_test = df.loc['2020-01-31':, :].copy()",
"execution_count": 10,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "s = np.linspace(0, np.max(t), n_changepoints+2)[1:-1]\nA = (t[:, None] > s)*1",
"execution_count": 11,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "model = build_prophet(A, s, df_train)\nwith model:\n prior = pm.sample_prior_predictive()\n prior.prior_predictive.coords.update({'obs_id':df_train.index})",
"execution_count": 12,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "plt.plot(prior.prior_predictive.predicted_eaches.sel(location='location_3', product='product_1').stack(sample = ['chain', 'draw']));",
"execution_count": 13,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 1400x400 with 1 Axes>",
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