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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "average-shepherd",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: japanize_matplotlib in /opt/conda/lib/python3.7/site-packages (1.1.3)\r\n",
"Requirement already satisfied: matplotlib in /opt/conda/lib/python3.7/site-packages (from japanize_matplotlib) (3.4.1)\r\n",
"Requirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib->japanize_matplotlib) (1.3.1)\r\n",
"Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.7/site-packages (from matplotlib->japanize_matplotlib) (0.10.0)\r\n",
"Requirement already satisfied: numpy>=1.16 in /opt/conda/lib/python3.7/site-packages (from matplotlib->japanize_matplotlib) (1.19.5)\r\n",
"Requirement already satisfied: pyparsing>=2.2.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib->japanize_matplotlib) (2.4.7)\r\n",
"Requirement already satisfied: python-dateutil>=2.7 in /opt/conda/lib/python3.7/site-packages (from matplotlib->japanize_matplotlib) (2.8.1)\r\n",
"Requirement already satisfied: pillow>=6.2.0 in /opt/conda/lib/python3.7/site-packages (from matplotlib->japanize_matplotlib) (7.2.0)\r\n",
"Requirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from cycler>=0.10->matplotlib->japanize_matplotlib) (1.15.0)\r\n"
]
}
],
"source": [
"!pip install japanize_matplotlib"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "coupled-stations",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np \n",
"from pandas.plotting import register_matplotlib_converters\n",
"\n",
"%matplotlib inline\n",
"import matplotlib as mpl\n",
"from matplotlib import pylab as plt\n",
"import matplotlib.dates as mdates\n",
"import seaborn as sns\n",
"\n",
"import collections\n",
"\n",
"import tensorflow.compat.v2 as tf\n",
"import tensorflow_probability as tfp\n",
"\n",
"from tensorflow_probability import distributions as tfd\n",
"from tensorflow_probability import sts\n",
"\n",
"import japanize_matplotlib"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "stunning-poland",
"metadata": {},
"outputs": [],
"source": [
"def plot_forecast(x, y,\n",
" forecast_mean, forecast_scale, forecast_samples,\n",
" title, x_locator=None, x_formatter=None):\n",
" \"\"\"Plot a forecast distribution against the 'true' time series.\"\"\"\n",
" colors = sns.color_palette()\n",
" c1, c2 = colors[0], colors[1]\n",
" fig = plt.figure(figsize=(12, 6))\n",
" ax = fig.add_subplot(1, 1, 1)\n",
"\n",
" num_steps = len(y)\n",
" num_steps_forecast = forecast_mean.shape[-1]\n",
" num_steps_train = num_steps - num_steps_forecast\n",
" \n",
" \n",
" ax.plot(x, y, lw=2, color=c1, label='ground truth')\n",
"\n",
" forecast_steps = np.arange(\n",
" x[num_steps_train],\n",
" x[num_steps_train]+num_steps_forecast,\n",
" dtype=x.dtype)\n",
"\n",
" ax.plot(forecast_steps, forecast_samples.T, lw=1, color=c2, alpha=0.1)\n",
"\n",
" ax.plot(forecast_steps, forecast_mean, lw=2, ls='--', color=c2,\n",
" label='forecast')\n",
" ax.fill_between(forecast_steps,\n",
" forecast_mean-2*forecast_scale,\n",
" forecast_mean+2*forecast_scale, color=c2, alpha=0.2)\n",
"\n",
" ymin, ymax = min(np.min(forecast_samples), np.min(y)), max(np.max(forecast_samples), np.max(y))\n",
" yrange = ymax-ymin\n",
" ax.set_ylim([ymin - yrange*0.1, ymax + yrange*0.1])\n",
" ax.set_title(\"{}\".format(title))\n",
" ax.legend()\n",
"\n",
" if x_locator is not None:\n",
" ax.xaxis.set_major_locator(x_locator)\n",
" ax.xaxis.set_major_formatter(x_formatter)\n",
" fig.autofmt_xdate()\n",
"\n",
" return fig, ax"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "seventh-reunion",
"metadata": {},
"outputs": [],
"source": [
"def plot_components(dates,\n",
" component_means_dict,\n",
" component_stddevs_dict,\n",
" x_locator=None,\n",
" x_formatter=None):\n",
" \"\"\"Plot the contributions of posterior components in a single figure.\"\"\"\n",
" colors = sns.color_palette()\n",
" c1, c2 = colors[0], colors[1]\n",
"\n",
" axes_dict = collections.OrderedDict()\n",
" num_components = len(component_means_dict)\n",
" fig = plt.figure(figsize=(12, 2.5 * num_components))\n",
" for i, component_name in enumerate(component_means_dict.keys()):\n",
" component_mean = component_means_dict[component_name]\n",
" component_stddev = component_stddevs_dict[component_name]\n",
"\n",
" ax = fig.add_subplot(num_components,1,1+i)\n",
" ax.plot(dates, component_mean, lw=2)\n",
" ax.fill_between(dates,\n",
" component_mean-2*component_stddev,\n",
" component_mean+2*component_stddev,\n",
" color=c2, alpha=0.5)\n",
" ax.set_title(component_name)\n",
" if x_locator is not None:\n",
" ax.xaxis.set_major_locator(x_locator)\n",
" ax.xaxis.set_major_formatter(x_formatter)\n",
" axes_dict[component_name] = ax\n",
" fig.autofmt_xdate()\n",
" fig.tight_layout()\n",
" return fig, axes_dict"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "compliant-stereo",
"metadata": {},
"outputs": [],
"source": [
"def plot_one_step_predictive(dates, observed_time_series,\n",
" one_step_mean, one_step_scale,\n",
" x_locator=None, x_formatter=None):\n",
" \"\"\"Plot a time series against a model's one-step predictions.\"\"\"\n",
"\n",
" colors = sns.color_palette()\n",
" c1, c2 = colors[0], colors[1]\n",
"\n",
" fig=plt.figure(figsize=(12, 6))\n",
" ax = fig.add_subplot(1,1,1)\n",
" num_timesteps = one_step_mean.shape[-1]\n",
" ax.plot(dates, observed_time_series, label=\"observed time series\", color=c1)\n",
" ax.plot(dates, one_step_mean, label=\"one-step prediction\", color=c2)\n",
" ax.fill_between(dates,\n",
" one_step_mean - one_step_scale,\n",
" one_step_mean + one_step_scale,\n",
" alpha=0.1, color=c2)\n",
" ax.legend()\n",
"\n",
" if x_locator is not None:\n",
" ax.xaxis.set_major_locator(x_locator)\n",
" ax.xaxis.set_major_formatter(x_formatter)\n",
" fig.autofmt_xdate()\n",
" fig.tight_layout()\n",
" return fig, ax"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "killing-chase",
"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>index</th>\n",
" <th>日付</th>\n",
" <th>クリック数</th>\n",
" <th>表示回数</th>\n",
" <th>CTR</th>\n",
" <th>掲載順位</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>485</td>\n",
" <td>2020-01-03</td>\n",
" <td>34</td>\n",
" <td>406</td>\n",
" <td>8.37%</td>\n",
" <td>21.20</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>484</td>\n",
" <td>2020-01-04</td>\n",
" <td>28</td>\n",
" <td>387</td>\n",
" <td>7.24%</td>\n",
" <td>20.01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>483</td>\n",
" <td>2020-01-05</td>\n",
" <td>63</td>\n",
" <td>706</td>\n",
" <td>8.92%</td>\n",
" <td>14.29</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>482</td>\n",
" <td>2020-01-06</td>\n",
" <td>97</td>\n",
" <td>1024</td>\n",
" <td>9.47%</td>\n",
" <td>13.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>481</td>\n",
" <td>2020-01-07</td>\n",
" <td>77</td>\n",
" <td>901</td>\n",
" <td>8.55%</td>\n",
" <td>14.99</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" index 日付 クリック数 表示回数 CTR 掲載順位\n",
"0 485 2020-01-03 34 406 8.37% 21.20\n",
"1 484 2020-01-04 28 387 7.24% 20.01\n",
"2 483 2020-01-05 63 706 8.92% 14.29\n",
"3 482 2020-01-06 97 1024 9.47% 13.00\n",
"4 481 2020-01-07 77 901 8.55% 14.99"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = pd.read_csv('data.csv')\n",
"data = data.iloc[::-1]\n",
"data = data.reset_index()\n",
"data.head()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "disabled-constitution",
"metadata": {},
"outputs": [],
"source": [
"click = data['クリック数'].values.astype(np.float)\n",
"view = data['表示回数'].values.astype(np.float)\n",
"rank = data['掲載順位'].values.astype(np.float)\n",
"\n",
"num_forecast_steps = 28\n",
"click_training_data = click[:-num_forecast_steps]\n",
"\n",
"dates = np.arange('2020-01-03', '2021-05-03',np.timedelta64(1,'D'), dtype='datetime64')\n",
"loc = mdates.MonthLocator()\n",
"fmt = mdates.DateFormatter('%a %b %d')"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "ancient-valuable",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 864x432 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"colors = sns.color_palette()\n",
"c1, c2, c3 = colors[0], colors[1], colors[2]\n",
"\n",
"fig = plt.figure(figsize=(12, 6))\n",
"ax = fig.add_subplot(3, 1, 1)\n",
"\n",
"ax.plot(dates[:-num_forecast_steps],\n",
" click[:-num_forecast_steps], lw=1, label=\"training data\")\n",
"ax.set_ylabel(\"クリック数\")\n",
"\n",
"ax.xaxis.set_major_locator(loc)\n",
"ax.xaxis.set_major_formatter(fmt)\n",
"\n",
"ax = fig.add_subplot(3, 1, 2)\n",
"\n",
"ax.plot(dates[:-num_forecast_steps],\n",
" view[:-num_forecast_steps], lw=1, label=\"training data\", c=c2)\n",
"ax.set_ylabel(\"表示回数\")\n",
"\n",
"ax.xaxis.set_major_locator(loc)\n",
"ax.xaxis.set_major_formatter(fmt)\n",
"\n",
"ax = fig.add_subplot(3, 1, 3)\n",
"\n",
"ax.plot(dates[:-num_forecast_steps],\n",
" rank[:-num_forecast_steps], lw=1, label=\"training data\", c=c3)\n",
"ax.set_ylabel(\"掲載順位\")\n",
"\n",
"ax.xaxis.set_major_locator(loc)\n",
"ax.xaxis.set_major_formatter(fmt)\n",
"fig.suptitle(\"アクセス数\", fontsize=15)\n",
"fig.autofmt_xdate()\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "cellular-staff",
"metadata": {},
"outputs": [],
"source": [
"def build_model(observed_time_series):\n",
" trend = sts.LocalLinearTrend(observed_time_series=observed_time_series)\n",
" \n",
" day_of_week_effect = sts.Seasonal(\n",
" num_seasons=7,\n",
" num_steps_per_season=24,\n",
" observed_time_series=observed_time_series,\n",
" name='day_of_week_effect')\n",
"\n",
" view_effect = sts.LinearRegression(\n",
" design_matrix=tf.reshape(view - np.mean(view),\n",
" (-1, 1)), name='view_effect')\n",
" \n",
" rank_effect = sts.LinearRegression(\n",
" design_matrix=tf.reshape(rank - np.mean(rank),\n",
" (-1, 1)), name='rank_effect')\n",
" \n",
" autoregressive = sts.Autoregressive(\n",
" order=1,\n",
" observed_time_series=observed_time_series,\n",
" name='autoregressive')\n",
"\n",
" model = sts.Sum([trend,\n",
" day_of_week_effect,\n",
" view_effect,\n",
" rank_effect,\n",
" autoregressive],\n",
" observed_time_series=observed_time_series)\n",
" \n",
" return model"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "qualified-comparative",
"metadata": {},
"outputs": [],
"source": [
"click_model = build_model(click_training_data)\n",
"\n",
"# Build the variational surrogate posteriors `qs`.\n",
"variational_posteriors = tfp.sts.build_factored_surrogate_posterior(\n",
" model=click_model)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "satisfactory-receiver",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#@title Minimize the variational loss.\n",
"\n",
"# Allow external control of optimization to reduce test runtimes.\n",
"num_variational_steps = 200 # @param { isTemplate: true}\n",
"num_variational_steps = int(num_variational_steps)\n",
"\n",
"optimizer = tf.optimizers.Adam(learning_rate=.1)\n",
"# Using fit_surrogate_posterior to build and optimize the variational loss function.\n",
"@tf.function(experimental_compile=True)\n",
"def train():\n",
" elbo_loss_curve = tfp.vi.fit_surrogate_posterior(\n",
" target_log_prob_fn=click_model.joint_log_prob(\n",
" observed_time_series=click_training_data),\n",
" surrogate_posterior=variational_posteriors,\n",
" optimizer=optimizer,\n",
" num_steps=num_variational_steps)\n",
" return elbo_loss_curve\n",
"\n",
"elbo_loss_curve = train()\n",
"\n",
"plt.plot(elbo_loss_curve)\n",
"plt.show()\n",
"\n",
"# Draw samples from the variational posterior.\n",
"q_samples_demand_ = variational_posteriors.sample(50)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "fitted-charity",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Inferred parameters:\n",
"observation_noise_scale: 0.9356200660984874 +- 1.4722306326053798\n",
"LocalLinearTrend/_level_scale: 0.4142047715878812 +- 0.319658962676441\n",
"LocalLinearTrend/_slope_scale: 0.017344033556036517 +- 0.016982766014228663\n",
"day_of_week_effect/_drift_scale: 1.0780415045514022 +- 2.537018633221566\n",
"view_effect/_weights: [0.09388161] +- [0.00200592]\n",
"rank_effect/_weights: [-1.41992739] +- [0.26260309]\n",
"autoregressive/_coefficients: [0.17327665] +- [0.04352073]\n",
"autoregressive/_level_scale: 14.199112698013966 +- 0.3366558688670632\n"
]
}
],
"source": [
"print(\"Inferred parameters:\")\n",
"for param in click_model.parameters:\n",
" print(\"{}: {} +- {}\".format(param.name,\n",
" np.mean(q_samples_demand_[param.name], axis=0),\n",
" np.std(q_samples_demand_[param.name], axis=0)))"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "given-neutral",
"metadata": {},
"outputs": [],
"source": [
"demand_forecast_dist = tfp.sts.forecast(\n",
" model=click_model,\n",
" observed_time_series=click_training_data,\n",
" parameter_samples=q_samples_demand_,\n",
" num_steps_forecast=num_forecast_steps)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "thermal-hopkins",
"metadata": {},
"outputs": [],
"source": [
"num_samples=10\n",
"\n",
"(\n",
" demand_forecast_mean,\n",
" demand_forecast_scale,\n",
" demand_forecast_samples\n",
") = (\n",
" demand_forecast_dist.mean().numpy()[..., 0],\n",
" demand_forecast_dist.stddev().numpy()[..., 0],\n",
" demand_forecast_dist.sample(num_samples).numpy()[..., 0]\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "satisfied-knock",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plot_forecast(dates, click,\n",
" demand_forecast_mean,\n",
" demand_forecast_scale,\n",
" demand_forecast_samples,\n",
" title=\"Google Click forecast\",\n",
" x_locator=loc, \n",
" x_formatter=fmt)\n",
"\n",
"fig.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "based-vertical",
"metadata": {},
"outputs": [],
"source": [
"\n",
"# Get the distributions over component outputs from the posterior marginals on\n",
"# training data, and from the forecast model.\n",
"component_dists = sts.decompose_by_component(\n",
" click_model,\n",
" observed_time_series=click_training_data,\n",
" parameter_samples=q_samples_demand_)\n",
"\n",
"forecast_component_dists = sts.decompose_forecast_by_component(\n",
" click_model,\n",
" forecast_dist=demand_forecast_dist,\n",
" parameter_samples=q_samples_demand_)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "retained-dance",
"metadata": {},
"outputs": [],
"source": [
"\n",
"demand_component_means_, demand_component_stddevs_ = (\n",
" {k.name: c.mean() for k, c in component_dists.items()},\n",
" {k.name: c.stddev() for k, c in component_dists.items()})\n",
"\n",
"(\n",
" demand_forecast_component_means_,\n",
" demand_forecast_component_stddevs_\n",
") = (\n",
" {k.name: c.mean() for k, c in forecast_component_dists.items()},\n",
" {k.name: c.stddev() for k, c in forecast_component_dists.items()}\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "interested-enforcement",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x900 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"\n",
"# Concatenate the training data with forecasts for plotting.\n",
"component_with_forecast_means_ = collections.OrderedDict()\n",
"component_with_forecast_stddevs_ = collections.OrderedDict()\n",
"for k in demand_component_means_.keys():\n",
" component_with_forecast_means_[k] = np.concatenate([\n",
" demand_component_means_[k],\n",
" demand_forecast_component_means_[k]], axis=-1)\n",
" component_with_forecast_stddevs_[k] = np.concatenate([\n",
" demand_component_stddevs_[k],\n",
" demand_forecast_component_stddevs_[k]], axis=-1)\n",
"\n",
"\n",
"fig, axes = plot_components(\n",
" dates,\n",
" component_with_forecast_means_,\n",
" component_with_forecast_stddevs_,\n",
" x_locator=loc, \n",
" x_formatter=fmt)\n",
"for ax in axes.values():\n",
" ax.axvline(dates[-num_forecast_steps], linestyle=\"--\", color='red')"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "therapeutic-flower",
"metadata": {},
"outputs": [],
"source": [
"demand_one_step_dist = sts.one_step_predictive(\n",
" click_model,\n",
" observed_time_series=click,\n",
" parameter_samples=q_samples_demand_)\n",
"\n",
"demand_one_step_mean, demand_one_step_scale = (\n",
" demand_one_step_dist.mean().numpy(), demand_one_step_dist.stddev().numpy())"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "physical-respect",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plot_one_step_predictive(\n",
" dates, \n",
" click,\n",
" demand_one_step_mean, demand_one_step_scale,\n",
" x_locator=loc, x_formatter=fmt)\n",
"\n",
"\n",
"# Use the one-step-ahead forecasts to detect anomalous timesteps.\n",
"zscores = np.abs((click - demand_one_step_mean) /\n",
" demand_one_step_scale)\n",
"anomalies = zscores > 3.0\n",
"ax.scatter(dates[anomalies],\n",
" click[anomalies],\n",
" c=\"red\", marker=\"x\", s=20, linewidth=2, label=r\"Anomalies (>3$\\sigma$)\")\n",
"ax.plot(dates, zscores, color=\"black\", alpha=0.1, label='predictive z-score')\n",
"ax.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "happy-nashville",
"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": "3.7.10"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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