{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Time Series Forecasting\n", "\n", "This example shows using [Prophet](https://facebook.github.io/prophet/) and Dask for scalable time series forecasting.\n", "\n", "> Prophet is a procedure for forecasting time series data based on an additive model where non-linear trends are fit with yearly, weekly, and daily seasonality, plus holiday effects.\n", "\n", "As discussed in the [*Forecasting at scale*](https://peerj.com/preprints/3190/), large datasets aren't the only type of scaling challenge teams run into. In this example we'll focus on the third type of scaling challenege indentified in that paper:\n", "\n", "> [I]n most realistic settings, a large number of forecasts will be created, necessitating efficient, automated means of evaluating and comparing them, as well as detecting when they are likely to be performing poorly. When hundreds or even thousands of forecasts are made, it becomes important to let machines do the hard work of model evaluation and comparison while efficiently using human feedback to fix performance problems.\n", "\n", "That sounds like a perfect opportunity for Dask. We'll use Prophet and Dask together to parallize the *diagnostics* stage of research. It does not attempt to parallize the training of the model itself." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2022-07-27T19:16:10.826354Z", "iopub.status.busy": "2022-07-27T19:16:10.825836Z", "iopub.status.idle": "2022-07-27T19:16:12.004256Z", "shell.execute_reply": "2022-07-27T19:16:12.003677Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Importing plotly failed. Interactive plots will not work.\n" ] } ], "source": [ "import pandas as pd\n", "from prophet import Prophet" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll walk through the example from the Prophet quickstart. These values represent the log daily page views for [Peyton Manning's wikipedia page](https://en.wikipedia.org/wiki/Peyton_Manning)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2022-07-27T19:16:12.007461Z", "iopub.status.busy": "2022-07-27T19:16:12.007045Z", "iopub.status.idle": "2022-07-27T19:16:12.053837Z", "shell.execute_reply": "2022-07-27T19:16:12.053219Z" } }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " ds y\n", "0 2007-12-10 9.590761\n", "1 2007-12-11 8.519590\n", "2 2007-12-12 8.183677\n", "3 2007-12-13 8.072467\n", "4 2007-12-14 7.893572" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(\n", " 'https://raw.githubusercontent.com/facebook/prophet/master/examples/example_wp_log_peyton_manning.csv',\n", " parse_dates=['ds']\n", ")\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2022-07-27T19:16:12.057015Z", "iopub.status.busy": "2022-07-27T19:16:12.056802Z", "iopub.status.idle": "2022-07-27T19:16:12.261917Z", "shell.execute_reply": "2022-07-27T19:16:12.261277Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df.plot(x='ds', y='y');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Fitting the model takes a handful of seconds. Dask isn't involved at all here." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2022-07-27T19:16:12.266728Z", "iopub.status.busy": "2022-07-27T19:16:12.265420Z", "iopub.status.idle": "2022-07-27T19:16:14.886736Z", "shell.execute_reply": "2022-07-27T19:16:14.886113Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/share/miniconda3/envs/dask-examples/lib/python3.9/site-packages/prophet/forecaster.py:896: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n", " components = components.append(new_comp)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 2.46 s, sys: 108 ms, total: 2.56 s\n", "Wall time: 2.61 s\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "m = Prophet(daily_seasonality=False)\n", "m.fit(df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And we can make a forecast. Again, Dask isn't involved here." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2022-07-27T19:16:14.890073Z", "iopub.status.busy": "2022-07-27T19:16:14.889569Z", "iopub.status.idle": "2022-07-27T19:16:18.086118Z", "shell.execute_reply": "2022-07-27T19:16:18.085502Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/share/miniconda3/envs/dask-examples/lib/python3.9/site-packages/prophet/forecaster.py:896: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n", " components = components.append(new_comp)\n", "/usr/share/miniconda3/envs/dask-examples/lib/python3.9/site-packages/prophet/forecaster.py:896: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n", " components = components.append(new_comp)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "future = m.make_future_dataframe(periods=365)\n", "forecast = m.predict(future)\n", "m.plot(forecast);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Parallel Diagnostics\n", "\n", "Prophet includes a `prophet.diagnostics.cross_validation` function method, which uses *simulated historical forecasts* to provide some idea of a model's quality.\n", "\n", "> This is done by selecting cutoff points in the history, and for each of them fitting the model using data only up to that cutoff point. We can then compare the forecasted values to the actual values.\n", "\n", "See https://facebook.github.io/prophet/docs/diagnostics.html for more.\n", "\n", "Internally, `cross_validation` generates a list of cutoff values to try. Prophet fits a model and computes some metrics for each of these. By default each model is fit sequentially, but the models can be trained in parallel using the `parallel=` keyword. On a single machine `parallel=\"processes\"` is a good choice. For large problems where you'd like to distribute the work on a cluster, use `parallel=\"dask\"` after you've connected to the cluster by creating a `Client`." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2022-07-27T19:16:18.090293Z", "iopub.status.busy": "2022-07-27T19:16:18.089273Z", "iopub.status.idle": "2022-07-27T19:16:20.017419Z", "shell.execute_reply": "2022-07-27T19:16:20.016702Z" } }, "outputs": [ { "data": { "text/html": [ "
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Client-97840748-0de0-11ed-9f87-000d3a8f7959

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Connection method: Cluster objectCluster type: distributed.LocalCluster
\n", " Dashboard: http://127.0.0.1:8787/status\n", "
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Cluster Info

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LocalCluster

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c05d4eee

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\n", " Dashboard: http://127.0.0.1:8787/status\n", " \n", " Workers: 2\n", "
\n", " Total threads: 2\n", " \n", " Total memory: 6.78 GiB\n", "
Status: runningUsing processes: True
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Scheduler Info

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Scheduler

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Scheduler-e9054925-07ca-4262-a860-0ebc0723bd70

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\n", " Comm: tcp://127.0.0.1:44751\n", " \n", " Workers: 2\n", "
\n", " Dashboard: http://127.0.0.1:8787/status\n", " \n", " Total threads: 2\n", "
\n", " Started: Just now\n", " \n", " Total memory: 6.78 GiB\n", "
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Workers

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Worker: 0

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\n", " Comm: tcp://127.0.0.1:34575\n", " \n", " Total threads: 1\n", "
\n", " Dashboard: http://127.0.0.1:39267/status\n", " \n", " Memory: 3.39 GiB\n", "
\n", " Nanny: tcp://127.0.0.1:39955\n", "
\n", " Local directory: /home/runner/work/dask-examples/dask-examples/applications/dask-worker-space/worker-toj_a9te\n", "
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Worker: 1

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\n", " Comm: tcp://127.0.0.1:35829\n", " \n", " Total threads: 1\n", "
\n", " Dashboard: http://127.0.0.1:34391/status\n", " \n", " Memory: 3.39 GiB\n", "
\n", " Nanny: tcp://127.0.0.1:43645\n", "
\n", " Local directory: /home/runner/work/dask-examples/dask-examples/applications/dask-worker-space/worker-1yf153x7\n", "
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" ], "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import dask\n", "from distributed import Client, performance_report\n", "import prophet.diagnostics\n", "\n", "client = Client(threads_per_worker=1)\n", "client" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2022-07-27T19:16:20.020718Z", "iopub.status.busy": "2022-07-27T19:16:20.020264Z", "iopub.status.idle": "2022-07-27T19:16:47.551853Z", "shell.execute_reply": "2022-07-27T19:16:47.548241Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:prophet:Making 11 forecasts with cutoffs between 2010-02-15 00:00:00 and 2015-01-20 00:00:00\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "INFO:prophet:Applying in parallel with \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 868 ms, sys: 122 ms, total: 990 ms\n", "Wall time: 27.5 s\n" ] } ], "source": [ "%%time\n", "df_cv = prophet.diagnostics.cross_validation(\n", " m, initial=\"730 days\", period=\"180 days\", horizon=\"365 days\",\n", " parallel=\"dask\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Be sure to watch the Dask Dashboard as that runs. The models are fit in parallel on the cluster. At the start there's bit of overhead from having to move the model and data to the workers but after that the scaling looks quite nice." ] } ], "metadata": { "interpreter": { "hash": "55832a72211c01d8b2b5acbce46042c88e2cb82b85bb66b68c3b6ec1f0badd71" }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.12" } }, "nbformat": 4, "nbformat_minor": 4 }