From: Benjamin Auder Date: Mon, 22 Jan 2018 23:01:59 +0000 (+0100) Subject: First commit X-Git-Url: https://git.auder.net/game/current/%7B%7B%20asset%28%27mixstore/css/base.css%27%29%20%7D%7D?a=commitdiff_plain;h=3a38473a435221cc15b6215b0d6677cd370dc2d6;p=talweg.git First commit --- 3a38473a435221cc15b6215b0d6677cd370dc2d6 diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..4d19f10 --- /dev/null +++ b/.gitignore @@ -0,0 +1,16 @@ +#roxygen2 generated files +NAMESPACE +*.Rd +!*-package.Rd + +#temporary files +*~ +*.swp + +#R session files +.Rhistory +.RData + +#R CMD build/check files +/*.Rcheck/ +/*.tar.gz diff --git a/README.md b/README.md new file mode 100644 index 0000000..52f40c4 --- /dev/null +++ b/README.md @@ -0,0 +1,19 @@ +# Predict PM10 as functions of time + +Joint work with [Jean-Michel Poggi](http://www.math.u-psud.fr/~poggi/) and [Bruno Portier](http://lmi2.insa-rouen.fr/~bportier/) + +--- + +Forecast a curve sampled within the day (seconds, minutes, hours...), +using past measured curves + past exogenous informations, which could be some aggregated +measure on the past curves, the weather... Main starting point: computeForecast(). + +NOTE: algorithms are not specific to PM10 and could be applied to anything else (in similar contexts). +However, seasons are hard-coded to follow pollution events. +You may want to change them in pkg/R/utils.R, function .isSameSeason() + +NOTE 2: the package works for only one series (one station). Further extensions might consider the multi-series case. + +--- + +The final report may be found at [this location](http://www.airnormand.fr/Publications/Publications-telechargeables/Rapports-d-etudes) diff --git a/TODO b/TODO new file mode 100644 index 0000000..d2a8c9b --- /dev/null +++ b/TODO @@ -0,0 +1,3 @@ +Soft predict: keep series with NAs (currently removed) +use shiny to visualize curves ? +What to do with NAs exogenous variables ? diff --git a/pkg/DESCRIPTION b/pkg/DESCRIPTION new file mode 100644 index 0000000..e555949 --- /dev/null +++ b/pkg/DESCRIPTION @@ -0,0 +1,46 @@ +Package: talweg +Title: Time-Series Samples Forecasted With Exogenous Variables +Version: 0.3-0 +Description: Forecast a curve sampled within the day (seconds, minutes, + hours...), using past measured curves + past exogenous informations, which + could be some aggregated measure on the past curves, the weather... Main + starting point: computeForecast(). +Author: Benjamin Auder [aut,cre], + Jean-Michel Poggi [ctb], + Bruno Portier , [ctb] +Maintainer: Benjamin Auder +Depends: + R (>= 3.0), +Imports: + R6, + methods, + MASS +Suggests: + parallel, + devtools, + roxygen2, + testthat, + rainbow +LazyData: yes +URL: http://git.auder.net/?p=talweg.git +License: MIT + file LICENSE +RoxygenNote: 6.0.1 +Collate: + 'plot.R' + 'computeError.R' + 'computeForecast.R' + 'J_Zero.R' + 'J_Persistence.R' + 'J_Neighbors.R' + 'F_Zero.R' + 'F_Persistence.R' + 'F_Neighbors.R' + 'F_Average.R' + 'getData.R' + 'utils.R' + 'Forecaster.R' + 'Forecast.R' + 'Data.R' + 'A_NAMESPACE.R' + 'J_LastValue.R' + 'sample_dataset.R' diff --git a/pkg/LICENSE b/pkg/LICENSE new file mode 100644 index 0000000..e4b50f1 --- /dev/null +++ b/pkg/LICENSE @@ -0,0 +1,22 @@ +Copyright (c) 2016-2017, Benjamin AUDER + 2016-2017, Jean-Michel Poggi + 2016-2017, Bruno Portier + +Permission is hereby granted, free of charge, to any person obtaining +a copy of this software and associated documentation files (the +"Software"), to deal in the Software without restriction, including +without limitation the rights to use, copy, modify, merge, publish, +distribute, sublicense, and/or sell copies of the Software, and to +permit persons to whom the Software is furnished to do so, subject to +the following conditions: + +The above copyright notice and this permission notice shall be +included in all copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, +EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF +MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND +NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE +LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION +OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION +WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. diff --git a/pkg/R/A_NAMESPACE.R b/pkg/R/A_NAMESPACE.R new file mode 100644 index 0000000..a295cc8 --- /dev/null +++ b/pkg/R/A_NAMESPACE.R @@ -0,0 +1,24 @@ +#' @importFrom grDevices colors gray.colors +#' @importFrom graphics abline hist par plot matplot +#' @importFrom methods hasArg is +#' @importFrom stats quantile sd cov +#' @importFrom utils getFromNamespace read.csv head tail +#' @importFrom R6 R6Class +#' +#' @include Data.R +#' @include Forecast.R +#' @include Forecaster.R +#' @include utils.R +#' @include getData.R +#' @include F_Average.R +#' @include F_Neighbors.R +#' @include F_Persistence.R +#' @include F_Zero.R +#' @include J_Neighbors.R +#' @include J_Persistence.R +#' @include J_Zero.R +#' @include computeForecast.R +#' @include computeError.R +#' @include plot.R +#' +NULL diff --git a/pkg/R/Data.R b/pkg/R/Data.R new file mode 100644 index 0000000..4b1e1f3 --- /dev/null +++ b/pkg/R/Data.R @@ -0,0 +1,134 @@ +#' Data +#' +#' Data encapsulation, in the form of a few lists (time-series + exogenous variables). +#' +#' The private field .tvp is a list where each cell contains the hourly variables for a +#' period of time of 24 hours, from 1am to next midnight. The other lists contain +#' informations on series' levels and exogenous variables (both measured and predicted). +#' +#' @usage # Data$new() +#' +#' @field .tvp List of "time-values"; in each cell: +#' \itemize{ +#' \item time: vector of times +#' \item serie: (measured) serie +#' \item level_hat: predicted level for current day +#' } +#' @field .level Vector of measured levels +#' @field .exo List of measured exogenous variables, cell = numerical vector. +#' @field .exo_hat List of predicted exogenous variables, cell = numerical vector. +#' +#' @section Methods: +#' \describe{ +#' \item{\code{getSize()}}{ +#' Number of series in dataset.} +#' \item{\code{append(time, value, level_hat, exo, exo_hat)}}{ +#' Measured data for given vector of times + exogenous predictions from +#' last midgnight.} +#' \item{\code{getTime(index)}}{ +#' Times (vector) at specified index.} +#' \item{\code{getSerie(index)}}{ +#' Serie (centered+level) at specified index.} +#' \item{\code{getSeries(indices)}}{ +#' Series at specified indices (in columns).} +#' \item{\code{getLevel(index)}}{ +#' Measured level at specified index.} +#' \item{\code{getLevelHat(index)}}{ +#' Predicted level vector at specified index (by hour).} +#' \item{\code{getCenteredSerie(index)}}{ +#' Centered serie at specified index.} +#' \item{\code{getCenteredSeries(indices)}}{ +#' Centered series at specified indices (in columns).} +#' \item{\code{getExo(index)}}{ +#' Measured exogenous variables at specified index.} +#' \item{\code{getExoHat(index)}}{ +#' Predicted exogenous variables at specified index.} +#' } +#' +#' @docType class +#' @format R6 class +#' +Data = R6::R6Class("Data", + private = list( + .tvp = list(), + .level = vector("double",0), + .exo = list(), + .exo_hat = list() + ), + public = list( + getSize = function() + length(private$.tvp) + , + append = function(time=NULL, value=NULL, level_hat=NULL, exo=NULL, exo_hat=NULL) + { + if (!is.null(time) && !is.null(value) && !is.null(level_hat)) + { + L = length(private$.tvp) + if (L == 0 || strftime( tail(private$.tvp[[L]]$time,1), + format="%H:%M:%S", tz="GMT" ) == "00:00:00") + { + # Append a new cell + private$.tvp[[L+1]] <- list("time"=time, "serie"=value, "level_hat"=level_hat) + } + else + { + # Complete current cell + private$.tvp[[L]]$time <- c(private$.tvp[[L]]$time, time) + private$.tvp[[L]]$serie <- c(private$.tvp[[L]]$serie, value) + private$.tvp[[L]]$level_hat <- c(private$.tvp[[L]]$level_hat, level_hat) + } + } + if (strftime( tail(private$.tvp[[length(private$.tvp)]]$time,1), + format="%H:%M:%S", tz="GMT" ) == "00:00:00") + { + private$.level = c(private$.level, + mean(private$.tvp[[length(private$.tvp)]]$serie, na.rm=TRUE)) + } + if (!is.null(exo)) + private$.exo[[length(private$.exo)+1]] = exo + if (!is.null(exo_hat)) + private$.exo_hat[[length(private$.exo_hat)+1]] = exo_hat + }, + getTime = function(index) + { + index = dateIndexToInteger(index, self) + private$.tvp[[index]]$time + }, + getSerie = function(index) + { + index = dateIndexToInteger(index, self) + private$.tvp[[index]]$serie + }, + getSeries = function(indices) + sapply(indices, function(i) self$getSerie(i)) + , + getLevel = function(index) + { + index = dateIndexToInteger(index, self) + private$.level[index] + }, + getLevelHat = function(index) + { + index = dateIndexToInteger(index, self) + private$.tvp[[index]]$level_hat + }, + getCenteredSerie = function(index) + { + index = dateIndexToInteger(index, self) + private$.tvp[[index]]$serie - private$.level[index] + }, + getCenteredSeries = function(indices) + sapply(indices, function(i) self$getCenteredSerie(i)) + , + getExo = function(index) + { + index = dateIndexToInteger(index, self) + private$.exo[[index]] + }, + getExoHat = function(index) + { + index = dateIndexToInteger(index, self) + private$.exo_hat[[index]] + } + ) +) diff --git a/pkg/R/F_Average.R b/pkg/R/F_Average.R new file mode 100644 index 0000000..4d395ac --- /dev/null +++ b/pkg/R/F_Average.R @@ -0,0 +1,59 @@ +#' Average Forecaster +#' +#' Pointwise average of all the series of the same day of week in the past. +#' +#' For example, if the current day (argument "today") is a tuesday, then all series +#' corresponding to tuesday in the past (until the beginning or memory limit) -- and in +#' the future if 'opera' is FALSE -- are averaged to provide a smooth prediction. This +#' forecast will most of the time be wrong, but will also look plausible enough. +#' +#' @usage # AverageForecaster$new(pjump) +#' +#' @docType class +#' @format R6 class, inherits Forecaster +#' @aliases F_Average +#' +AverageForecaster = R6::R6Class("AverageForecaster", + inherit = Forecaster, + + public = list( + predictShape = function(data, today, memory, predict_from, horizon, ...) + { + avg = rep(0., (horizon-predict_from+1)) + first_day = max(1, today-memory) + index <- today + nb_no_na_series = 0 + opera = ifelse(hasArg("opera"), list(...)$opera, FALSE) + repeat + { + index = index - 7 + if (index < first_day) + break + serie_on_horizon = data$getCenteredSerie(index)[predict_from:horizon] + if (!any(is.na(serie_on_horizon))) + { + avg = avg + serie_on_horizon + nb_no_na_series = nb_no_na_series + 1 + } + } + if (!opera) + { + # The same, in the future + index <- today + repeat + { + index = index + 7 + if (index > data$getSize()) + break + serie_on_horizon = data$getCenteredSerie(index)[predict_from:horizon] + if (!any(is.na(serie_on_horizon))) + { + avg = avg + serie_on_horizon + nb_no_na_series = nb_no_na_series + 1 + } + } + } + avg / nb_no_na_series + } + ) +) diff --git a/pkg/R/F_Neighbors.R b/pkg/R/F_Neighbors.R new file mode 100644 index 0000000..ea27d5c --- /dev/null +++ b/pkg/R/F_Neighbors.R @@ -0,0 +1,291 @@ +#' Neighbors Forecaster +#' +#' Predict next serie as a weighted combination of curves observed on "similar" days in +#' the past (and future if 'opera'=FALSE); the nature of the similarity is controlled by +#' the options 'simtype' and 'local' (see below). +#' +#' Optional arguments: +#' \itemize{ +#' \item local: TRUE (default) to constrain neighbors to be "same days in same season" +#' \item simtype: 'endo' for a similarity based on the series only, +#' 'exo' for a similarity based on exogenous variables only, +#' 'mix' for the product of 'endo' and 'exo', +#' 'none' (default) to apply a simple average: no computed weights +#' \item window: A window for similarities computations; override cross-validation +#' window estimation. +#' } +#' The method is summarized as follows: +#' \enumerate{ +#' \item Determine N (=20) recent days without missing values, and preceded by a +#' curve also without missing values. +#' \item Optimize the window parameters (if relevant) on the N chosen days. +#' \item Considering the optimized window, compute the neighbors (with locality +#' constraint or not), compute their similarities -- using a gaussian kernel if +#' simtype != "none" -- and average accordingly the "tomorrows of neigbors" to +#' obtain the final prediction. +#' } +#' +#' @usage # NeighborsForecaster$new(pjump) +#' +#' @docType class +#' @format R6 class, inherits Forecaster +#' @aliases F_Neighbors +#' +NeighborsForecaster = R6::R6Class("NeighborsForecaster", + inherit = Forecaster, + + public = list( + predictShape = function(data, today, memory, predict_from, horizon, ...) + { + # (re)initialize computed parameters + private$.params <- list("weights"=NA, "indices"=NA, "window"=NA) + + # Do not forecast on days with NAs (TODO: softer condition...) + if (any(is.na(data$getSerie(today-1))) || + (predict_from>=2 && any(is.na(data$getSerie(today)[1:(predict_from-1)])))) + { + return (NA) + } + + # Get optional args + local = ifelse(hasArg("local"), list(...)$local, TRUE) #same level + season? + simtype = ifelse(hasArg("simtype"), list(...)$simtype, "none") #or "endo", or "exo" + opera = ifelse(hasArg("opera"), list(...)$opera, FALSE) #operational mode? + + # Determine indices of no-NAs days preceded by no-NAs yerstedays + tdays = .getNoNA2(data, max(today-memory,2), ifelse(opera,today-1,data$getSize())) + if (!opera) + tdays = setdiff(tdays, today) #always exclude current day + + # Shortcut if window is known + if (hasArg("window")) + { + return ( private$.predictShapeAux(data, tdays, today, predict_from, horizon, + local, list(...)$window, simtype, opera, TRUE) ) + } + + # Indices of similar days for cross-validation; TODO: 20 = magic number + cv_days = getSimilarDaysIndices(today, data, limit=20, same_season=FALSE, + days_in=tdays, operational=opera) + + # Optimize h : h |--> sum of prediction errors on last N "similar" days + errorOnLastNdays = function(window, simtype) + { + error = 0 + nb_jours = 0 + for (i in seq_along(cv_days)) + { + # mix_strategy is never used here (simtype != "mix"), therefore left blank + prediction = private$.predictShapeAux(data, tdays, cv_days[i], predict_from, + horizon, local, window, simtype, opera, FALSE) + if (!is.na(prediction[1])) + { + nb_jours = nb_jours + 1 + error = error + + mean((data$getSerie(cv_days[i])[predict_from:horizon] - prediction)^2) + } + } + return (error / nb_jours) + } + + # TODO: 7 == magic number + if (simtype=="endo" || simtype=="mix") + { + best_window_endo = optimize( + errorOnLastNdays, c(0,7), simtype="endo")$minimum + } + if (simtype=="exo" || simtype=="mix") + { + best_window_exo = optimize( + errorOnLastNdays, c(0,7), simtype="exo")$minimum + } + if (local) + { + best_window_local = optimize( + errorOnLastNdays, c(3,30), simtype="none")$minimum + } + + best_window = + if (simtype == "endo") + best_window_endo + else if (simtype == "exo") + best_window_exo + else if (simtype == "mix") + c(best_window_endo,best_window_exo) + else #none: no value + NULL + if (local) + best_window = c(best_window, best_window_local) + + return( private$.predictShapeAux(data, tdays, today, predict_from, horizon, local, + best_window, simtype, opera, TRUE) ) + } + ), + private = list( + # Precondition: "yersteday until predict_from-1" is full (no NAs) + .predictShapeAux = function(data, tdays, today, predict_from, horizon, local, window, + simtype, opera, final_call) + { + tdays_cut = tdays[ tdays != today ] + if (length(tdays_cut) == 0) + return (NA) + + if (local) + { + # limit=Inf to not censor any day (TODO: finite limit? 60?) + tdays <- getSimilarDaysIndices(today, data, limit=Inf, same_season=TRUE, + days_in=tdays_cut, operational=opera) + nb_neighbs <- round( window[length(window)] ) + # TODO: 10 == magic number + tdays <- .getConstrainedNeighbs(today, data, tdays, nb_neighbs, opera) + if (length(tdays) == 1) + { + if (final_call) + { + private$.params$weights <- 1 + private$.params$indices <- tdays + private$.params$window <- window + } + return ( data$getSerie(tdays[1])[predict_from:horizon] ) + } + max_neighbs = nb_neighbs #TODO: something else? + if (length(tdays) > max_neighbs) + { + distances2 <- .computeDistsEndo(data, today, tdays, predict_from) + ordering <- order(distances2) + tdays <- tdays[ ordering[1:max_neighbs] ] + } + } + else + tdays = tdays_cut #no conditioning + + if (simtype == "endo" || simtype == "mix") + { + # Distances from last observed day to selected days in the past + # TODO: redundant computation if local==TRUE + distances2 <- .computeDistsEndo(data, today, tdays, predict_from) + + # Compute endogen similarities using the given window + simils_endo <- .computeSimils(distances2, window[1]) + } + + if (simtype == "exo" || simtype == "mix") + { + distances2 <- .computeDistsExo(data, today, tdays, opera) + + # Compute exogen similarities using the given window + window_exo = ifelse(simtype=="mix", window[2], window[1]) + simils_exo <- .computeSimils(distances2, window_exo) + } + + similarities = + if (simtype == "exo") + simils_exo + else if (simtype == "endo") + simils_endo + else if (simtype == "mix") + simils_endo * simils_exo + else #none + rep(1, length(tdays)) + similarities = similarities / sum(similarities) + + prediction = rep(0, horizon-predict_from+1) + for (i in seq_along(tdays)) + { + prediction = prediction + + similarities[i] * data$getSerie(tdays[i])[predict_from:horizon] + } + + if (final_call) + { + private$.params$weights <- similarities + private$.params$indices <- tdays + private$.params$window <- window + } + + return (prediction) + } + ) +) + +# getConstrainedNeighbs +# +# Get indices of neighbors of similar pollution level (among same season + day type). +# +# @param today Index of current day +# @param data Object of class Data +# @param tdays Current set of "second days" (no-NA pairs) +# @param min_neighbs Minimum number of points in a neighborhood +# @param max_neighbs Maximum number of points in a neighborhood +# +.getConstrainedNeighbs = function(today, data, tdays, min_neighbs, opera) +{ + levelToday = ifelse(opera, tail(data$getLevelHat(today),1), data$getLevel(today)) + distances = sapply( tdays, function(i) abs(data$getLevel(i) - levelToday) ) + #TODO: 1, +1, +3 : magic numbers + dist_thresh = 1 + min_neighbs = min(min_neighbs,length(tdays)) + repeat + { + same_pollution = (distances <= dist_thresh) + nb_neighbs = sum(same_pollution) + if (nb_neighbs >= min_neighbs) #will eventually happen + break + dist_thresh = dist_thresh + ifelse(dist_thresh>1,3,1) + } + tdays[same_pollution] +} + +# compute similarities +# +# Apply the gaussian kernel on computed squared distances. +# +# @param distances2 Squared distances +# @param window Window parameter for the kernel +# +.computeSimils <- function(distances2, window) +{ + sd_dist = sd(distances2) + if (sd_dist < .25 * sqrt(.Machine$double.eps)) + { +# warning("All computed distances are very close: stdev too small") + sd_dist = 1 #mostly for tests... FIXME: + } + exp(-distances2/(sd_dist*window^2)) +} + +.computeDistsEndo <- function(data, today, tdays, predict_from) +{ + lastSerie = c( data$getSerie(today-1), + data$getSerie(today)[if (predict_from>=2) 1:(predict_from-1) else c()] ) + sapply(tdays, function(i) { + delta = lastSerie - c(data$getSerie(i-1), + data$getSerie(i)[if (predict_from>=2) 1:(predict_from-1) else c()]) + sqrt(mean(delta^2)) + }) +} + +.computeDistsExo <- function(data, today, tdays, opera) +{ + M = matrix( ncol=1+length(tdays), nrow=1+length(data$getExo(1)) ) + if (opera) + M[,1] = c( tail(data$getLevelHat(today),1), as.double(data$getExoHat(today)) ) + else + M[,1] = c( data$getLevel(today), as.double(data$getExo(today)) ) + for (i in seq_along(tdays)) + M[,i+1] = c( data$getLevel(tdays[i]), as.double(data$getExo(tdays[i])) ) + + sigma = cov(t(M)) #NOTE: robust covariance is way too slow + # TODO: 10 == magic number; more robust way == det, or always ginv() + sigma_inv = + if (length(tdays) > 10) + solve(sigma) + else + MASS::ginv(sigma) + + # Distances from last observed day to days in the past + sapply(seq_along(tdays), function(i) { + delta = M[,1] - M[,i+1] + delta %*% sigma_inv %*% delta + }) +} diff --git a/pkg/R/F_Persistence.R b/pkg/R/F_Persistence.R new file mode 100644 index 0000000..7035231 --- /dev/null +++ b/pkg/R/F_Persistence.R @@ -0,0 +1,39 @@ +#' Persistence Forecaster +#' +#' Look for the most recent similar day in the past, and return its corresponding curve. +#' +#' There are two variations, depending whether "similar day" means "same day in the week" +#' or "most recent day" (regardless of day type). The corresponding argument is named +#' "same_day": a value of TRUE implies the former interpretation (same day in week). +#' If the last similar day has missing values, the next one is searched, and so on until +#' one full serie is found (if no one is found, NA is returned). +#' +#' @usage # PersistenceForecaster$new(pjump) +#' +#' @docType class +#' @format R6 class, inherits Forecaster +#' @aliases F_Persistence +#' +PersistenceForecaster = R6::R6Class("PersistenceForecaster", + inherit = Forecaster, + + public = list( + predictShape = function(data, today, memory, predict_from, horizon, ...) + { + # Return centered last (similar) day curve, avoiding NAs until memory is run + first_day = max(1, today-memory) + same_day = ifelse(hasArg("same_day"), list(...)$same_day, TRUE) + index <- today + repeat + { + # If 'same_day', get the last known future of similar day + index = index - ifelse(same_day,7,1) + if (index < first_day) + return (NA) + last_serie = data$getCenteredSerie(index)[predict_from:horizon] + if (!any(is.na(last_serie))) + return (last_serie) + } + } + ) +) diff --git a/pkg/R/F_Zero.R b/pkg/R/F_Zero.R new file mode 100644 index 0000000..21e6e00 --- /dev/null +++ b/pkg/R/F_Zero.R @@ -0,0 +1,18 @@ +#' Zero Forecaster +#' +#' Flat prediction: always forecast a serie of zeros (adjusted by 'pjump' function). +#' +#' @usage # ZeroForecaster$new(pjump) +#' +#' @docType class +#' @format R6 class, inherits Forecaster +#' @aliases F_Zero +#' +ZeroForecaster = R6::R6Class("ZeroForecaster", + inherit = Forecaster, + + public = list( + predictShape = function(data, today, memory, predict_from, horizon, ...) + rep(0, (horizon-predict_from+1)) + ) +) diff --git a/pkg/R/Forecast.R b/pkg/R/Forecast.R new file mode 100644 index 0000000..ff7fb8d --- /dev/null +++ b/pkg/R/Forecast.R @@ -0,0 +1,83 @@ +#' Forecast +#' +#' Forecast encapsulation as a list (days where prediction occur) of lists (components). +#' +#' The private field .pred is a list where each cell contains the predicted variables for +#' a period of time of H-P+1<=24 hours, from hour P until H, where P == predict_from. +#' \code{forecast$getForecast(i)} output forecasts for +#' \code{data$getSerie(forecast$getIndexInData(i))}. +#' +#' @usage # Forecast$new(dates) +#' +#' @field .pred List with +#' \itemize{ +#' \item serie: the forecasted serie +#' \item params: corresponding list of parameters (weights, neighbors...) +#' \item index_in_data: corresponding index in data object +#' } +#' @field .dates vector of (integer) day indices where forecast occurs +#' +#' @section Methods: +#' \describe{ +#' \item{\code{initialize(dates)}}{ +#' Initialize a Forecast object with a series of date indices.} +#' \item{\code{getSize()}}{ +#' Return number of individual forecasts.} +#' \item{\code{append(forecast, params, index_in_data)}}{ +#' Acquire an individual forecast, with its (optimized) parameters and the +#' corresponding index in the dataset.} +#' \item{\code{getDates()}}{ +#' Get dates where forecast occurs.} +#' \item{\code{getForecast(index)}}{ +#' Get forecasted serie at specified index.} +#' \item{\code{getParams(index)}}{ +#' Get parameters at specified index (for 'Neighbors' method).} +#' \item{\code{getIndexInData(index)}}{ +#' Get index in data which corresponds to current forecast.} +#' } +#' +#' @docType class +#' @format R6 class +#' +Forecast = R6::R6Class("Forecast", + private = list( + .pred = list(), + .dates = integer(0) #store dates as integers (from 1970-01-01) + ), + public = list( + initialize = function(dates) + { + private$.dates <- dates + invisible(self) + }, + getSize = function() + length(private$.pred) + , + append = function(forecast, params, index_in_data) + { + private$.pred[[length(private$.pred)+1]] <- + list("forecast"=forecast, "params"=params, "index_in_data"=index_in_data) + }, + getDates = function() + as.Date( private$.dates, origin="1970-01-01" ) + , + getForecast = function(index) + { + if (is(index,"Date")) + index = match(index, private$.dates) + private$.pred[[index]]$forecast + }, + getParams = function(index) + { + if (is(index,"Date")) + index = match(index, private$.dates) + private$.pred[[index]]$params + }, + getIndexInData = function(index) + { + if (is(index,"Date")) + index = match(index, private$.dates) + private$.pred[[index]]$index_in_data + } + ) +) diff --git a/pkg/R/Forecaster.R b/pkg/R/Forecaster.R new file mode 100644 index 0000000..ef270b1 --- /dev/null +++ b/pkg/R/Forecaster.R @@ -0,0 +1,81 @@ +#' Forecaster +#' +#' Forecaster (abstract class, implemented by all forecasters). +#' +#' A Forecaster object encapsulates parameters (which can be of various kinds, for +#' example "Neighbors" method stores informations about the considered neighborhood for +#' the current prediction task) and one main function: \code{predictSerie()}. This last +#' function (by default) calls \code{predictShape()} to get a forecast of a centered +#' serie, and then calls the "jump prediction" function if it's provided -- see "field" +#' section -- to adjust it based on the last observed values. The main method in derived +#' forecasters is \code{predictShape()}; see 'Methods' section. +#' +#' @usage # Forecaster$new(pjump) #warning: predictShape() is unimplemented +#' +#' @field .params List of computed parameters (if applicable). +#' @field .pjump Function: how to predict the jump at day interface? The arguments of +#' this function are -- in this order: +#' \itemize{ +#' \item data: object output of \code{getData()}, +#' \item today: index of the current day in data (known until predict_from-1), +#' \item memory: number of days to use in the past (including today), +#' \item predict_from: first time step to predict (in [1,24]) +#' \item horizon: last time step to predict (in [predict_from,24]), +#' \item params: optimized parameters in the main method \code{predictShape()}, +#' \item ...: additional arguments. +#' } +#' .pjump returns an estimation of the jump after the last observed value. +#' +#' @section Methods: +#' \describe{ +#' \item{\code{initialize(pjump)}}{ +#' Initialize a Forecaster object with a jump prediction function.} +#' \item{\code{predictSerie(data,today,memory,predict_from,horizon,...)}}{ +#' Predict the next curve (at index today) from predict_from to horizon (hours), using +#' \code{memory} days in the past.} +#' \item{\code{predictShape(data,today,memory,predict_from,horizon,...)}}{ +#' Predict the shape of the next curve (at index today) from predict_from to horizon +#' (hours), using \code{memory} days in the past.} +#' \item{\code{getParameters()}}{ +#' Return (internal) parameters.} +#' } +#' +#' @docType class +#' @format R6 class +#' +Forecaster = R6::R6Class("Forecaster", + private = list( + .params = list(), + .pjump = NULL + ), + public = list( + initialize = function(pjump) + { + private$.pjump <- pjump + invisible(self) + }, + predictSerie = function(data, today, memory, predict_from, horizon, ...) + { + # Parameters (potentially) computed during shape prediction stage + predicted_shape <- self$predictShape(data,today,memory,predict_from,horizon,...) + + if (is.na(predicted_shape[1])) + return (NA) + + predicted_delta <- private$.pjump(data, today, memory, predict_from, + horizon, private$.params, first_pred=predicted_shape[1], ...) + + # Predicted shape is aligned on the end of current day + jump + c( data$getSerie(today)[if (predict_from>=2) 1:(predict_from-1) else c()], + (predicted_shape - predicted_shape[1]) + #shape with first_pred = 0 + ifelse(predict_from>=2, #last observed value + data$getSerie(today)[predict_from-1], tail(data$getSerie(today-1),1)) + + predicted_delta ) #jump + }, + predictShape = function(data, today, memory, predict_from, horizon, ...) + NULL #empty default implementation: to implement in inherited classes + , + getParameters = function() + private$.params + ) +) diff --git a/pkg/R/J_LastValue.R b/pkg/R/J_LastValue.R new file mode 100644 index 0000000..9b1b5e3 --- /dev/null +++ b/pkg/R/J_LastValue.R @@ -0,0 +1,14 @@ +#' getLastValueJumpPredict +#' +#' Just predict zero "jump" (for reference, benchmarking at least). +#' +#' @inheritParams computeForecast +#' @inheritParams getZeroJumpPredict +#' +#' @aliases J_LastValue +#' +getLastValueJumpPredict = function(data, today, memory, predict_from, + horizon, params, ...) +{ + 0 +} diff --git a/pkg/R/J_Neighbors.R b/pkg/R/J_Neighbors.R new file mode 100644 index 0000000..ceea803 --- /dev/null +++ b/pkg/R/J_Neighbors.R @@ -0,0 +1,33 @@ +#' getNeighborsJumpPredict +#' +#' Apply optimized weights on gaps observed on selected neighbors. +#' This jump prediction method can only be used in conjunction with the Neighbors +#' Forecaster, because it makes use of the optimized parameters to re-apply the weights +#' on the jumps observed at days interfaces of the past neighbors. +#' +#' @inheritParams computeForecast +#' @inheritParams getZeroJumpPredict +#' +#' @aliases J_Neighbors +#' +getNeighborsJumpPredict = function(data, today, memory, predict_from, horizon, + params, ...) +{ + first_day = max(1, today-memory) + filter = (params$indices >= first_day) + indices = params$indices[filter] + weights = params$weights[filter] + + if (is.na(indices[1])) + return (NA) + + gaps = sapply(indices, function(i) { + if (predict_from >= 2) + data$getSerie(i)[predict_from] - data$getSerie(i)[predict_from-1] + else + head(data$getSerie(i),1) - tail(data$getSerie(i-1),1) + }) + scal_product = weights * gaps + norm_fact = sum( weights[!is.na(scal_product)] ) + sum(scal_product, na.rm=TRUE) / norm_fact +} diff --git a/pkg/R/J_Persistence.R b/pkg/R/J_Persistence.R new file mode 100644 index 0000000..8298a89 --- /dev/null +++ b/pkg/R/J_Persistence.R @@ -0,0 +1,34 @@ +#' getPersistenceJumpPredict +#' +#' Analog of the PersistenceForecaster: predict the jump after last observed value either +#' by re-applying the last jump between similar day and its follower (if argument +#' "same_day" is TRUE), or by re-using the very last observed jump (when "same_day" = +#' FALSE). +#' +#' @inheritParams computeForecast +#' @inheritParams getZeroJumpPredict +#' +#' @aliases J_Persistence +#' +getPersistenceJumpPredict = function(data, today, memory, predict_from, + horizon, params, ...) +{ + #return gap between end of similar day curve and first day of tomorrow (in the past) + first_day = max(1, today-memory) + same_day = ifelse(hasArg("same_day"), list(...)$same_day, TRUE) + index <- today + repeat + { + # If 'same_day', get the last known future of similar day + index = index - ifelse(same_day,7,1) + if (index < first_day) + return (NA) + gap <- + if (predict_from >= 2) + data$getSerie(index)[predict_from] - data$getSerie(index)[predict_from-1] + else + head(data$getSerie(index),1) - tail(data$getSerie(index-1),1) + if (!is.na(gap)) + return (gap) + } +} diff --git a/pkg/R/J_Zero.R b/pkg/R/J_Zero.R new file mode 100644 index 0000000..01ba9e3 --- /dev/null +++ b/pkg/R/J_Zero.R @@ -0,0 +1,15 @@ +#' getZeroJumpPredict +#' +#' "Reset level to 0": jump by -A where A is the last observed value. +#' +#' @inheritParams computeForecast +#' @param today Index of the current day (predict tomorrow) +#' @param params Optional parameters computed by the main forecaster +#' +#' @aliases J_Zero +#' +getZeroJumpPredict = function(data, today, memory, predict_from, horizon, params, ...) +{ + list(...)$first_pred - ifelse( predict_from >= 2, + data$getSerie(today)[predict_from-1], tail(data$getSerie(today-1),1) ) +} diff --git a/pkg/R/computeError.R b/pkg/R/computeError.R new file mode 100644 index 0000000..db5783e --- /dev/null +++ b/pkg/R/computeError.R @@ -0,0 +1,53 @@ +#' Compute error +#' +#' Compute the errors between forecasted and measured series. +#' +#' @param data Object of class \code{Data} output of \code{getData} +#' @param pred Object of class \code{Forecast} output of \code{computeForecast} +#' @param predict_from First time step to consider (>= predict_from used in +#' \code{computeForecast()}) +#' @param horizon Horizon where to compute the error (<= horizon used in +#' \code{computeForecast}) +#' +#' @return A list (abs,MAPE) of lists (day,indices). The "indices" slots contain series +#' of size L where L is the number of predicted days; i-th value is the averaged error +#' (absolute or MAPE) on day i. The "day" slots contain curves of errors, for each time +#' step, averaged on the L forecasting days. +#' +#' @export +computeError = function(data, pred, predict_from, horizon=length(data$getSerie(1))) +{ + L = pred$getSize() + mape_day = rep(0, horizon-predict_from+1) + abs_day = rep(0, horizon-predict_from+1) + mape_indices = rep(NA, L) + abs_indices = rep(NA, L) + + nb_no_NA_data = 0 + for (i in seq_len(L)) + { + index = pred$getIndexInData(i) + serie = data$getSerie(index)[predict_from:horizon] + forecast = pred$getForecast(i)[predict_from:horizon] + if (!any(is.na(serie)) && !any(is.na(forecast))) + { + nb_no_NA_data = nb_no_NA_data + 1 + mape_increment = abs(serie - forecast) / serie + mape_increment[is.nan(mape_increment)] = 0. # 0 / 0 + mape_increment[!is.finite(mape_increment)] = 1. # >0 / 0 + mape_day = mape_day + mape_increment + abs_increment = abs(serie - forecast) + abs_day = abs_day + abs_increment + mape_indices[i] = mean(mape_increment) + abs_indices[i] = mean(abs_increment) + } + } + + list( + "abs" = list( + "day" = abs_day / nb_no_NA_data, + "indices" = abs_indices), + "MAPE" = list( + "day" = mape_day / nb_no_NA_data, + "indices" = mape_indices) ) +} diff --git a/pkg/R/computeForecast.R b/pkg/R/computeForecast.R new file mode 100644 index 0000000..e50e63d --- /dev/null +++ b/pkg/R/computeForecast.R @@ -0,0 +1,117 @@ +#' Compute forecast +#' +#' Predict time-series curves ("today" from predict_from to horizon) at the selected days +#' indices ("today" from 1am to predict_from-1). This function just runs a loop over all +#' requested indices, and stores the individual forecasts into a Forecast object. +#' Note: in training stage ts_hat(day+1) = f(ts(day), exo(day+1)), +#' and in production ts_hat(day+1) = f(ts(day), exo_hat(day+1)) +#' +#' @param data Object of class Data, output of \code{getData()}. +#' @param indices Indices where to forecast (the day after); integers relative to the +#' beginning of data, or (convertible to) Date objects. +#' @param forecaster Name of the main forecaster; more details: ?F_ +#' \itemize{ +#' \item Persistence : use last (similar) day +#' \item Neighbors : weighted similar days +#' \item Average : average curve of all same day-in-week +#' \item Zero : just output 0 (benchmarking purpose) +#' } +#' @param pjump Function to predict the jump at the interface between two days; +#' more details: ?J_ +#' \itemize{ +#' \item Persistence : use last (similar) day +#' \item Neighbors: re-use the weights from F_Neighbors +#' \item LastValue: start serie with last observed value +#' \item Zero: no adjustment => use shape prediction only +#' } +#' @param predict_from First time step to predict. +#' @param memory Data depth (in days) to be used for prediction. +#' @param horizon Last time step to predict. +#' @param ncores Number of cores for parallel execution (1 to disable). +#' @param verbose TRUE to print basic traces (runs beginnings) +#' @param ... Additional parameters for the forecasting models. +#' +#' @return An object of class Forecast +#' +#' @examples +#' ts_data <- system.file("extdata","intraday_measures.csv",package="talweg") +#' exo_data <- system.file("extdata","daily_exogenous.csv",package="talweg") +#' data <- getData(ts_data, exo_data, date_format="%Y-%m-%d %H:%M:%S", limit=200) +#' pred <- computeForecast(data, 100:130, "Persistence", "LastValue", +#' predict_from=8, memory=50, horizon=12, ncores=1) +#' \dontrun{ +#' #Sketch for real-time mode: +#' data <- Data$new() +#' forecaster <- MyForecaster$new(myJumpPredictFunc) +#' repeat { +#' # As soon as daily predictions are available: +#' data$append( +#' level_hat=predicted_level, +#' exo_hat=predicted_exogenous) +#' # When a day ends: +#' data$append( +#' level=observed_level, +#' exo=observed_exogenous) +#' # And, at every hour: +#' data$append( +#' time=current_hour, +#' value=current_PM10) +#' # Finally, a bit before predict_from hour: +#' pred <- forecaster$predictSerie(data, data$getSize(), ...) +#' #do_something_with_pred +#' } } +#' @export +computeForecast = function(data, indices, forecaster, pjump, predict_from, + memory=Inf, horizon=length(data$getSerie(1)), ncores=3, verbose=FALSE, ...) +{ + # (basic) Arguments sanity checks + predict_from = as.integer(predict_from)[1] + if (! predict_from %in% 1:length(data$getSerie(1))) + stop("predict_from in [1,24] (hours)") + if (hasArg("opera") && !list(...)$opera && memory < Inf) + memory <- Inf #finite memory in training mode makes no sense + horizon = as.integer(horizon)[1] + if (horizon<=predict_from || horizon>length(data$getSerie(1))) + stop("Horizon in [predict_from+1,24] (hours)") + integer_indices = sapply(indices, function(i) dateIndexToInteger(i,data)) + if (any(integer_indices<=0 | integer_indices>data$getSize())) + stop("Indices out of range") + if (!is.character(forecaster)) + stop("forecaster (name): character") + if (!is.character(pjump)) + stop("pjump (function): character") + + pred = Forecast$new( sapply(indices, function(i) integerIndexToDate(i,data)) ) + forecaster_class_name = getFromNamespace( + paste(forecaster,"Forecaster",sep=""), "talweg") + + pjump <- getFromNamespace(paste("get",pjump,"JumpPredict",sep=""), "talweg") + forecaster = forecaster_class_name$new(pjump) + + computeOneForecast <- function(i) + { + if (verbose) + print(paste("Index",i)) + list( + "forecast" = forecaster$predictSerie(data,i,memory,predict_from,horizon,...), + "params" = forecaster$getParameters(), + "index" = i ) + } + + p <- + if (ncores > 1 && requireNamespace("parallel",quietly=TRUE)) + parallel::mclapply(integer_indices, computeOneForecast, mc.cores=ncores) + else + lapply(integer_indices, computeOneForecast) + + # TODO: find a way to fill pred in //... + for (i in seq_along(integer_indices)) + { + pred$append( + forecast = p[[i]]$forecast, + params = p[[i]]$params, + index_in_data = p[[i]]$index + ) + } + pred +} diff --git a/pkg/R/getData.R b/pkg/R/getData.R new file mode 100644 index 0000000..8e44a52 --- /dev/null +++ b/pkg/R/getData.R @@ -0,0 +1,89 @@ +#' getData +#' +#' Acquire data as a Data object; see ?Data. +#' +#' Since series are given in columns (database format), this function builds series one +#' by one and incrementally grows a Data object which is finally returned. +#' +#' @param ts_data Time-series, as a data frame (DB style: 2 columns, first is date/time, +#' second is value) or a CSV file. +#' @param exo_data Exogenous variables, as a data frame or a CSV file; first column is +#' dates, next block are measurements for the day, and final block are exogenous +#' forecasts (for the same day). +#' @param date_format How date/time are stored (e.g. year/month/day hour:minutes; +#' see ?strptime) +#' @param limit Number of days to extract (default: Inf, for "all") +#' +#' @return An object of class Data +#' +#' @examples +#' ts_data = read.csv(system.file("extdata","pm10_mesures_H_loc.csv",package="talweg")) +#' exo_data = read.csv(system.file("extdata","meteo_extra_noNAs.csv",package="talweg")) +#' data = getData(ts_data, exo_data, limit=120) +#' @export +getData = function(ts_data, exo_data, date_format="%d/%m/%Y %H:%M", limit=Inf) +{ + # Sanity checks (not full, but sufficient at this stage) + if ( (!is.data.frame(ts_data) && !is.character(ts_data)) || + (!is.data.frame(exo_data) && !is.character(exo_data)) ) + stop("Bad time-series / exogenous input (data frame or CSV file)") + if (is.character(ts_data)) + ts_data = ts_data[1] + if (is.character(exo_data)) + exo_data = exo_data[1] + if (!is.character(date_format)) + stop("Bad date_format (character)") + date_format = date_format[1] + if (!is.numeric(limit) || limit < 0) + stop("limit: positive integer") + + ts_df = + if (is.character(ts_data)) + read.csv(ts_data) + else + ts_data + # Convert to GMT (pretend it's GMT; no impact) + dates_POSIXlt = strptime(as.character(ts_df[,1]), date_format, tz="GMT") + ts_df[,1] = format(as.POSIXct(dates_POSIXlt, tz="GMT"), tz="GMT", usetz=TRUE) + + exo_df = + if (is.character(exo_data)) + read.csv(exo_data) + else + exo_data + # Times in exogenous variables file are ignored: no conversions required + + line = 1 #index in PM10 file (24 lines for 1 cell) + nb_lines = nrow(ts_df) + nb_exos = ( ncol(exo_df) - 1 ) / 2 + data = Data$new() + i = 1 #index of a cell in data + while (line <= nb_lines) + { + time = c() + serie = c() + level_hat = c() + repeat + { + { + time = c(time, ts_df[line,1]) + serie = c(serie, ts_df[line,2]) + level_hat = c(level_hat, #if data file is incomplete... + ifelse(ncol(ts_df) > 2, ts_df[line,3], mean(serie,na.rm=TRUE))) + line = line + 1 + }; + if (line >= nb_lines + 1 + || as.POSIXlt(ts_df[line-1,1],tz="GMT")$hour == 0) + { + break + } + } + + data$append(time=time, value=serie, level_hat=level_hat, + exo=exo_df[i,2:(1+nb_exos)], exo_hat=exo_df[i,(1+nb_exos+1):(1+2*nb_exos)]) + if (i >= limit) + break + i = i + 1 + } + data +} diff --git a/pkg/R/plot.R b/pkg/R/plot.R new file mode 100644 index 0000000..0f895bd --- /dev/null +++ b/pkg/R/plot.R @@ -0,0 +1,263 @@ +#' Plot curves +#' +#' Plot a range of curves in data. +#' +#' @inheritParams computeError +#' @param indices Range of indices (integers or dates) +#' +#' @export +plotCurves <- function(data, indices=seq_len(data$getSize())) +{ + series = data$getSeries(indices) + yrange = quantile(series, probs=c(0.025,0.975), na.rm=TRUE) + par(mar=c(4.7,5,1,1), cex.axis=1.5, cex.lab=1.5) + matplot(series, type="l", ylim=yrange, xlab="Time (hours)", ylab="PM10") +} + +#' Plot error +#' +#' Draw error graphs, potentially from several runs of \code{computeForecast()}. +#' +#' @param err Error as returned by \code{computeError()} +#' @param cols Colors for each error (default: 1,2,3,...) +#' @param agg Aggregation level ("day", "week" or "month") +#' +#' @seealso \code{\link{plotCurves}}, \code{\link{plotPredReal}}, +#' \code{\link{plotSimils}}, \code{\link{plotFbox}}, \code{\link{computeFilaments}}, +#' \code{\link{plotFilamentsBox}}, \code{\link{plotRelVar}} +#' +#' @export +plotError <- function(err, cols=seq_along(err), agg="day") +{ + if (!is.null(err$abs)) + err = list(err) + par(mfrow=c(2,2), mar=c(4.7,5,1,1), cex.axis=1.5, cex.lab=1.5) + L = length(err) + + yrange = range( sapply(1:L, function(i) err[[i]]$abs$day), na.rm=TRUE ) + matplot(sapply( seq_len(L), function(i) err[[i]]$abs$day ), type="l", + xlab="Time (hours)", ylab="Mean |y - y_hat|", ylim=yrange, col=cols, lwd=2, lty=1) + + agg_curves <- sapply( seq_len(L), function(i) { + curve <- err[[i]]$abs$indices + delta <- if (agg=="day") 1 else if (agg=="week") 7 else if (agg=="month") 30 + vapply( seq(1,length(curve),delta), function(i) { + mean(curve[i:(i+delta-1)], na.rm=TRUE) + }, vector("double",1), USE.NAMES=FALSE ) + }) + yrange = range(agg_curves, na.rm=TRUE) + matplot(agg_curves, type="l", xlab=paste("Time (",agg,"s)", sep=""), + ylab="Mean |y - y_hat|", ylim=yrange, col=cols, lwd=2, lty=1) + + yrange = range( sapply(1:L, function(i) err[[i]]$MAPE$day), na.rm=TRUE ) + matplot(sapply( seq_len(L), function(i) err[[i]]$MAPE$day ), type="l", + xlab="Time (hours)", ylab="Mean MAPE", ylim=yrange, col=cols, lwd=2, lty=1) + + agg_curves <- sapply( seq_len(L), function(i) { + curve <- err[[i]]$MAPE$indices + delta <- if (agg=="day") 1 else if (agg=="week") 7 else if (agg=="month") 30 + vapply( seq(1,length(curve),delta), function(i) { + mean(curve[i:(i+delta-1)], na.rm=TRUE) + }, vector("double",1), USE.NAMES=FALSE ) + }) + yrange = range(agg_curves, na.rm=TRUE) + matplot(agg_curves, type="l", xlab=paste("Time (",agg,"s)", sep=""), + ylab="Mean MAPE", ylim=yrange, col=cols, lwd=2, lty=1) +} + +#' Plot measured / predicted +#' +#' Plot measured curve (in black) and predicted curve (in blue). +#' +#' @inheritParams computeError +#' @param index Index in forecasts (integer or date) +#' +#' @export +plotPredReal <- function(data, pred, index) +{ + prediction = pred$getForecast(index) + measure = data$getSerie( pred$getIndexInData(index) )[1:length(pred$getForecast(1))] + + # Remove the common part, where prediction == measure + dot_mark <- ifelse(prediction[1]==measure[1], + which.max(seq_along(prediction)[prediction==measure]), 0) + prediction = prediction[(dot_mark+1):length(prediction)] + measure = measure[(dot_mark+1):length(measure)] + + yrange = range(measure, prediction) + par(mar=c(4.7,5,1,1), cex.axis=1.5, cex.lab=1.5, lwd=3) + plot(measure, type="l", ylim=yrange, xlab="Time (hours)", ylab="PM10") + par(new=TRUE) + plot(prediction, type="l", col="#0000FF", ylim=yrange, xlab="", ylab="") +} + +#' Plot similarities +#' +#' Plot histogram of similarities (weights), for 'Neighbors' method. +#' +#' @inheritParams computeError +#' @param index Index in forecasts (integer or date) +#' +#' @export +plotSimils <- function(pred, index) +{ + weights = pred$getParams(index)$weights + if (is.null(weights)) + stop("plotSimils only works on 'Neighbors' forecasts") + par(mfrow=c(1,2), mar=c(4.7,5,1,1), cex.axis=1.5, cex.lab=1.5) + small_weights = weights[ weights < 1/length(weights) ] + large_weights = weights[ weights >= 1/length(weights) ] + hist(small_weights, nclass=25, main="", xlab="Weight < 1/N", ylab="Count") + hist(large_weights, nclass=25, main="", xlab="Weight >= 1/N", ylab="Count") +} + +#' Functional boxplot +#' +#' Draw the functional boxplot on the left, and bivariate plot on the right. +#' +#' @inheritParams computeError +#' @inheritParams plotCurves +#' +#' @export +plotFbox <- function(data, indices=seq_len(data$getSize())) +{ + if (!requireNamespace("rainbow", quietly=TRUE)) + stop("Functional boxplot requires the rainbow package") + + series_matrix = data$getSeries(indices) + # Remove series with NAs + no_NAs_indices = sapply( 1:ncol(series_matrix), + function(i) all(!is.na(series_matrix[,i])) ) + series_matrix = series_matrix[,no_NAs_indices] + + series_fds = rainbow::fds(seq_len(nrow(series_matrix)), series_matrix) + par(mar=c(4.7,5,1,1), cex.axis=1.5, cex.lab=1.5) + rainbow::fboxplot(series_fds, "functional", "hdr", xlab="Time (hours)", ylab="PM10", + plotlegend=FALSE, lwd=2) + rainbow::fboxplot(series_fds, "bivariate", "hdr", plotlegend=FALSE) +} + +#' Compute filaments +#' +#' Obtain similar days in the past, and (optionally) plot them -- as black as distances +#' are small. +#' +#' @inheritParams computeError +#' @param index Index in forecast (integer or date) +#' @param limit Number of neighbors to consider +#' @param plot Should the result be plotted? +#' +#' @return A list with +#' \itemize{ +#' \item index : index of the current serie ('today') +#' \item neighb_indices : indices of its neighbors +#' \item colors : colors of neighbors curves (shades of gray) +#' } +#' +#' @export +computeFilaments <- function(data, pred, index, limit=60, plot=TRUE) +{ + weights <- pred$getParams(index)$weights + if (is.null(weights) || is.na(pred$getParams(index)$weights[1])) + stop("computeFilaments requires a serie without NAs") + + nn <- min(limit, length(weights)) + sorted_dists = sort(-log(weights), index.return=TRUE) + # Compute colors for each neighbor (from darkest to lightest), if weights differ + if ( any( weights != weights[1] ) ) + { + min_dist = min(sorted_dists$x[1:nn]) + max_dist = max(sorted_dists$x[1:nn]) + color_values = floor(19.5*(sorted_dists$x[1:nn]-min_dist)/(max_dist-min_dist)) + 1 + colors = gray.colors(20,0.1,0.9)[color_values] #TODO: 20 == magic number + } + else + colors <- rep(colors()[17], length(weights)) + + if (plot) + { + # Complete series with (past and present) tomorrows + ref_serie = c( data$getCenteredSerie( pred$getIndexInData(index)-1 ), + data$getCenteredSerie( pred$getIndexInData(index) ) ) + centered_series = rbind( + data$getCenteredSeries( pred$getParams(index)$indices-1 ), + data$getCenteredSeries( pred$getParams(index)$indices ) ) + yrange = range( ref_serie, + quantile(centered_series, probs=c(0.025,0.975), na.rm=TRUE) ) + par(mar=c(4.7,5,1,1), cex.axis=1.5, cex.lab=1.5, lwd=2) + for (i in nn:1) + { + plot(centered_series[,sorted_dists$ix[i]], ylim=yrange, type="l", col=colors[i], + xlab=ifelse(i==1,"Time (hours)",""), ylab=ifelse(i==1,"Centered PM10","")) + par(new=TRUE) + } + # Also plot ref curve, in red + plot(ref_serie, ylim=yrange, type="l", col="#FF0000", xlab="", ylab="") + dot_mark <- 0.5 + which.max( pred$getForecast(1) == + data$getSerie( pred$getIndexInData(1) )[1:length(pred$getForecast(1))] ) + abline(v=24+dot_mark, lty=2, col=colors()[56], lwd=1) + } + + list( + "index"=pred$getIndexInData(index), + "neighb_indices"=pred$getParams(index)$indices[sorted_dists$ix[1:nn]], + "colors"=colors) +} + +#' Functional boxplot on filaments +#' +#' Draw the functional boxplot on filaments obtained by \code{computeFilaments()}. +#' +#' @inheritParams computeError +#' @param fil Output of \code{computeFilaments} +#' @param predict_from First predicted time step +#' +#' @export +plotFilamentsBox = function(data, fil, predict_from) +{ + if (!requireNamespace("rainbow", quietly=TRUE)) + stop("Functional boxplot requires the rainbow package") + + series_matrix = rbind( + data$getSeries(fil$neighb_indices-1), data$getSeries(fil$neighb_indices) ) + series_fds = rainbow::fds(seq_len(nrow(series_matrix)), series_matrix) + + par(mar=c(4.7,5,1,1), cex.axis=1.5, cex.lab=1.5) + rainbow::fboxplot(series_fds, "functional", "hdr", xlab="Time (hours)", ylab="PM10", + plotlegend=FALSE, lwd=2) + + # "Magic": http://stackoverflow.com/questions/13842560/get-xlim-from-a-plot-in-r + usr <- par("usr") + yr <- (usr[4] - usr[3]) / 27 + par(new=TRUE) + plot(c(data$getSerie(fil$index-1),data$getSerie(fil$index)), type="l", lwd=2, lty=2, + ylim=c(usr[3] + yr, usr[4] - yr), xlab="", ylab="") + abline(v=24+predict_from-0.5, lty=2, col=colors()[56]) +} + +#' Plot relative conditional variability / absolute variability +#' +#' Draw the relative conditional variability / absolute variability based on filaments +#' obtained by \code{computeFilaments()}. +#' +#' @inheritParams computeError +#' @inheritParams plotFilamentsBox +#' +#' @export +plotRelVar = function(data, fil, predict_from) +{ + ref_var = c( apply(data$getSeries(fil$neighb_indices-1),1,sd), + apply(data$getSeries(fil$neighb_indices),1,sd) ) + tdays = .getNoNA2(data, 2, fil$index) + global_var = c( + apply(data$getSeries(tdays-1),1,sd), + apply(data$getSeries(tdays),1,sd) ) + + yrange = range(ref_var, global_var) + par(mar=c(4.7,5,1,1), cex.axis=1.5, cex.lab=1.5) + plot(ref_var, type="l", col=1, lwd=3, ylim=yrange, + xlab="Time (hours)", ylab="Standard deviation") + par(new=TRUE) + plot(global_var, type="l", col=2, lwd=3, ylim=yrange, xlab="", ylab="") + abline(v=24+predict_from-0.5, lty=2, col=colors()[56]) +} diff --git a/pkg/R/sample_dataset.R b/pkg/R/sample_dataset.R new file mode 100644 index 0000000..6796469 --- /dev/null +++ b/pkg/R/sample_dataset.R @@ -0,0 +1,32 @@ +#' Sample dataset to run the algorithm +#' +#' Original data from AirNormand was removed, and replaced with the following: +#' \itemize{ +#' \item{daily_exogenous.csv}{a CSV file containing dates in the first column, and then n columns for measurements, and finally n columns for predictions (same day)} +#' \item{intraday_measures.csv}{a CSV file with two columns: the first with datetimes, and the second with measurements} +#' } +#' -----\cr +#' Here is the code that generated these files: (not any physical sense)\cr +#' #dts = timestamps from 1970-01-01 01:00 to 1972-01-01 00:00\cr +#' dts = seq(0,17519*3600,3600)\cr +#' intraday = data.frame(\cr +#' Time=as.POSIXct(dts,tz="GMT",origin="1970-01-01 01:00"),\cr +#' Measure=rgamma(length(dts),10,.7) )\cr +#' dates = seq(as.Date("1970-01-01"), as.Date("1972-01-01"), "day")\cr +#' m1 = cos(seq_along(dates))\cr +#' m2 = log(seq_along(dates)+1)\cr +#' daily = data.frame(\cr +#' Date=dates,\cr +#' m1=m1,\cr +#' m2=m2,\cr +#' m1_pred=m1+rnorm(length(m1),sd=.1),\cr +#' m2_pred=m2+rnorm(length(m2),sd=.1) )\cr +#' write.csv(intraday, file="intraday_measures.csv", row.names=F)\cr +#' write.csv(daily, file="daily_exogenous.csv", row.names=F) +#' +#' @name sample +#' @docType data +#' @usage data(talweg::sample) +#' @format Two dataframes: intraday with 17519 rows and 2 columns (Time,Measure), hourly; +#' and daily with 731 rows, 5 columns (Date,m1,m2,m1_pred,m2_pred) +NULL diff --git a/pkg/R/utils.R b/pkg/R/utils.R new file mode 100644 index 0000000..9e51f00 --- /dev/null +++ b/pkg/R/utils.R @@ -0,0 +1,153 @@ +#' dateIndexToInteger +#' +#' Transform a (potential) date index into an integer (relative to data beginning). +#' +#' @param index Date (or integer) index +#' @param data Object of class Data, output of \code{getData()} +#' +#' @export +dateIndexToInteger = function(index, data) +{ + # Works on integers too: trust input + if (is.numeric(index)) + index = as.integer(index) + if (is.integer(index)) + return (index) + + if (inherits(index, "Date") || is.character(index)) + { + tryCatch(indexAsDate <- as.Date(index), + error=function(e) stop("Unrecognized index format")) + #TODO: tz arg to difftime ? + integerIndex <- round( as.numeric( + difftime(indexAsDate, as.Date(data$getTime(1)[1])) ) ) + 1 + if (integerIndex >= 1 && integerIndex <= data$getSize()) + return (integerIndex) + stop("Date outside data range") + } + stop("Unrecognized index format") +} + +#' integerIndexToDate +#' +#' Transform an integer index (relative to data beginning) into a date index. +#' +#' @inheritParams dateIndexToInteger +#' +#' @export +integerIndexToDate = function(index, data) +{ + # Works on dates too: trust input + if (is.character(index)) + index = as.Date(index) + if (is(index,"Date")) + return (index) + + index = index[1] + if (is.numeric(index)) + index = as.integer(index) + if (!is.integer(index)) + stop("'index' should be a date or integer") + as.Date( data$getTime(index)[1] ) +} + +#' getSimilarDaysIndices +#' +#' Find similar days indices in the past; at least same type of day in the week: +#' monday=tuesday=wednesday=thursday != friday != saturday != sunday. +#' +#' @param index Day index (numeric or date) +#' @param data Reference dataset, object output of \code{getData} +#' @param limit Maximum number of indices to return +#' @param same_season Should the indices correspond to day in same season? +#' @param days_in Optional set to intersect with results (NULL to discard) +#' @param operational If TRUE: do not look for days after index (operational context) +#' +#' @export +getSimilarDaysIndices = function(index, data, limit, same_season, + days_in=NULL, operational=TRUE) +{ + index = dateIndexToInteger(index, data) + + # Look for similar days (optionally in same season) + days = c() + dt_ref = as.POSIXlt(data$getTime(index)[1]) #first date-time of current day + day_ref = dt_ref$wday #1=monday, ..., 6=saturday, 0=sunday + month_ref = as.POSIXlt(data$getTime(index)[1])$mon+1 #month in 1...12 + i = index - 1 + if (!operational) + j = index + 1 + while (length(days) < min( limit, ifelse(is.null(days_in),Inf,length(days_in)) )) + { + if (i < 1 && j > data$getSize()) + break + if (i >= 1) + { + dt = as.POSIXlt(data$getTime(i)[1]) + if ((is.null(days_in) || i %in% days_in) && .isSameDay(dt$wday, day_ref)) + { + if (!same_season || .isSameSeason(dt$mon+1, month_ref)) + days = c(days, i) + } + i = i - 1 + } + if (!operational && j <= data$getSize()) + { + dt = as.POSIXlt(data$getTime(j)[1]) + if ((is.null(days_in) || j %in% days_in) && .isSameDay(dt$wday, day_ref)) + { + if (!same_season || .isSameSeason(dt$mon+1, month_ref)) + days = c(days, j) + } + j = j + 1 + } + } + return ( days ) +} + +# isSameSeason +# +# Check if two months fall in the same "season" (defined by estimated pollution rate). +# +# @param month Month index to test +# @param month_ref Month to compare to +# +.isSameSeason = function(month, month_ref) +{ +# if (month_ref == 3) #TODO: same as Bruno (but weird) +# return (month %in% c(2,3,4,9,10)) + if (month_ref %in% c(11,12,1,2)) #~= mid-polluted + return (month %in% c(11,12,1,2)) + if (month_ref %in% c(3,4,9,10)) #~= high-polluted + return (month %in% c(3,4,9,10)) + return (month %in% c(5,6,7,8)) #~= non polluted +} + +# isSameDay +# +# Monday=Tuesday=Wednesday=Thursday ; Friday, Saturday, Sunday: specials. +# +# @param day Day index to test +# @param day_ref Day index to compare to +# +.isSameDay = function(day, day_ref) +{ + if (day_ref %in% 1:4) + return (day %in% 1:4) + return (day == day_ref) +} + +# getNoNA2 +# +# Get indices in data of no-NA series preceded by no-NA, within [first,last] range. +# +# @inheritParams dateIndexToInteger +# @param first First index (included) +# @param last Last index (included) +# +.getNoNA2 = function(data, first, last) +{ + (first:last)[ sapply(first:last, function(i) + !any( is.na(data$getSerie(i-1)) | is.na(data$getSerie(i)) ) + ) ] +} diff --git a/pkg/inst/extdata/daily_exogenous.csv b/pkg/inst/extdata/daily_exogenous.csv new file mode 100644 index 0000000..2236c43 --- /dev/null +++ b/pkg/inst/extdata/daily_exogenous.csv @@ -0,0 +1,732 @@ +"Date","m1","m2","m1_pred","m2_pred" +1970-01-01,0.54030230586814,0.693147180559945,0.603281332713351,0.588915555999217 +1970-01-02,-0.416146836547142,1.09861228866811,-0.409003010272866,1.04057528013279 +1970-01-03,-0.989992496600445,1.38629436111989,-1.12903942466137,1.28538337356266 +1970-01-04,-0.653643620863612,1.6094379124341,-0.71251194915829,1.74324620979709 +1970-01-05,0.283662185463226,1.79175946922805,0.292271828522823,1.80190316944358 +1970-01-06,0.960170286650366,1.94591014905531,1.0235675224296,1.90096300817127 +1970-01-07,0.753902254343305,2.07944154167984,0.869132774203841,2.09484738406677 +1970-01-08,-0.145500033808614,2.19722457733622,-0.0831047855115772,2.02842013416376 +1970-01-09,-0.911130261884677,2.30258509299405,-0.789882160001496,2.40204057788988 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'seealso' section of ?plotError. + + The package R6 is used to abstract data and forecast(er)s implementation from their usage. + + The package devtools could be useful in development stage, since we rely on testthat for + unit tests and roxygen2 for documentation. rainbow package is used for some plots: + \code{plotFbox()} and \code{plotFilamentsBox()}. +} + +\author{ + \packageAuthor{talweg} + + Maintainer: \packageMaintainer{talweg} +} + +%\references{ +% TODO: Literature or other references for background information +%} diff --git a/pkg/tests/testthat.R b/pkg/tests/testthat.R new file mode 100644 index 0000000..20e05b2 --- /dev/null +++ b/pkg/tests/testthat.R @@ -0,0 +1,6 @@ +library(testthat) + +#library(devtools); load_all("../talweg") #because some non-exported functions +library(talweg) + +test_check("talweg") diff --git a/pkg/tests/testthat/helper.R b/pkg/tests/testthat/helper.R new file mode 100644 index 0000000..39c768b --- /dev/null +++ b/pkg/tests/testthat/helper.R @@ -0,0 +1,32 @@ +#shorthand: map 1->1, 2->2, 3->3, 4->1, ..., 149->2, 150->3 +I = function(i) + (i-1) %% 3 + 1 + +#MOCK data; NOTE: could be in inst/testdata as well +getDataTest = function(n) +{ + data = Data$new() + x = seq(0,9.5,0.1) + L = length(x) #96 1/4h + s1 = cos(x) + s2 = sin(x) + s3 = c( s1[1:(L%/%2)] , s2[(L%/%2+1):L] ) + #sum((s1-s2)^2) == 96 + #sum((s1-s3)^2) == 58 + #sum((s2-s3)^2) == 38 + s = list(s1, s2, s3) + series = list() + for (i in seq_len(n)) + { + serie = s[[I(i)]] + rnorm(L,sd=0.01) + # 10 series with NAs for index 2 + if (I(i) == 2 && i >= 60 && i<= 90) + serie[sample(seq_len(L),1)] = NA + time = as.POSIXct((i-1)*60*60*24+15*60*(1:96), origin="2007-01-01", tz="GMT") + exo = runif(4) + exo_hat = runif(4) + data$append(time=time, value=serie, level_hat=cumsum(serie), + exo=exo, exo_hat=exo_hat) + } + data +} diff --git a/pkg/tests/testthat/test-DateIntegerConv.R b/pkg/tests/testthat/test-DateIntegerConv.R new file mode 100644 index 0000000..b3d12fb --- /dev/null +++ b/pkg/tests/testthat/test-DateIntegerConv.R @@ -0,0 +1,74 @@ +context("Date <--> integer conversions") + +ts_data = system.file("testdata","ts_test.csv",package="talweg") +exo_data = system.file("testdata","exo_test.csv",package="talweg") +data0 <<- getData(ts_data, exo_data, date_format="%Y-%m-%d %H:%M", limit=Inf) +data7 <<- getData(ts_data, exo_data, date_format="%Y-%m-%d %H:%M", limit=Inf) + +test_that("dateIndexToInteger works as expected", +{ + expect_identical( dateIndexToInteger("2007-01-01",data0), 1 ) + expect_identical( dateIndexToInteger("2007-01-02",data0), 2 ) + expect_identical( dateIndexToInteger("2007-02-01",data0), 32 ) + expect_identical( dateIndexToInteger("2007-03-01",data0), 60 ) + expect_identical( dateIndexToInteger("2007-05-31",data0), 151 ) + + expect_identical( dateIndexToInteger("2007-01-01",data7), 1 ) + expect_identical( dateIndexToInteger("2007-01-02",data7), 2 ) + expect_identical( dateIndexToInteger("2007-02-01",data7), 32 ) + expect_identical( dateIndexToInteger("2007-03-01",data7), 60 ) + expect_identical( dateIndexToInteger("2007-05-31",data7), 151 ) +}) + +test_that("integerIndexToDate works as expected", +{ + expect_identical( integerIndexToDate( 1,data0), as.Date("2007-01-01") ) + expect_identical( integerIndexToDate( 2,data0), as.Date("2007-01-02") ) + expect_identical( integerIndexToDate( 32,data0), as.Date("2007-02-01") ) + expect_identical( integerIndexToDate( 60,data0), as.Date("2007-03-01") ) + expect_identical( integerIndexToDate(151,data0), as.Date("2007-05-31") ) + + expect_identical( integerIndexToDate( 1,data7), as.Date("2007-01-01") ) + expect_identical( integerIndexToDate( 2,data7), as.Date("2007-01-02") ) + expect_identical( integerIndexToDate( 32,data7), as.Date("2007-02-01") ) + expect_identical( integerIndexToDate( 60,data7), as.Date("2007-03-01") ) + expect_identical( integerIndexToDate(151,data7), as.Date("2007-05-31") ) +}) + +test_that("dateIndexToInteger(integerIndexToDate) == Id", +{ + expect_identical( dateIndexToInteger(integerIndexToDate( 1,data0),data0), 1 ) + expect_identical( dateIndexToInteger(integerIndexToDate( 1,data7),data7), 1 ) + expect_identical( dateIndexToInteger(integerIndexToDate( 2,data0),data0), 2 ) + expect_identical( dateIndexToInteger(integerIndexToDate( 2,data7),data7), 2 ) + expect_identical( dateIndexToInteger(integerIndexToDate( 32,data0),data0), 32 ) + expect_identical( dateIndexToInteger(integerIndexToDate( 32,data7),data7), 32 ) + expect_identical( dateIndexToInteger(integerIndexToDate( 60,data0),data0), 60 ) + expect_identical( dateIndexToInteger(integerIndexToDate( 60,data7),data7), 60 ) + expect_identical( dateIndexToInteger(integerIndexToDate(151,data0),data0), 151 ) + expect_identical( dateIndexToInteger(integerIndexToDate(151,data7),data7), 151 ) +}) + +test_that("integerIndexToDate(dateIndexToInteger) == Id", +{ + expect_identical(integerIndexToDate(dateIndexToInteger("2007-01-01",data0),data0), + as.Date("2007-01-01") ) + expect_identical(integerIndexToDate(dateIndexToInteger("2007-01-01",data7),data7), + as.Date("2007-01-01") ) + expect_identical(integerIndexToDate(dateIndexToInteger("2007-01-02",data0),data0), + as.Date("2007-01-02") ) + expect_identical(integerIndexToDate(dateIndexToInteger("2007-01-02",data7),data7), + as.Date("2007-01-02") ) + expect_identical(integerIndexToDate(dateIndexToInteger("2007-02-01",data0),data0), + as.Date("2007-02-01") ) + expect_identical(integerIndexToDate(dateIndexToInteger("2007-02-01",data0),data0), + as.Date("2007-02-01") ) + expect_identical(integerIndexToDate(dateIndexToInteger("2007-03-01",data0),data0), + as.Date("2007-03-01") ) + expect_identical(integerIndexToDate(dateIndexToInteger("2007-03-01",data0),data0), + as.Date("2007-03-01") ) + expect_identical(integerIndexToDate(dateIndexToInteger("2007-05-31",data0),data0), + as.Date("2007-05-31") ) + expect_identical(integerIndexToDate(dateIndexToInteger("2007-05-31",data0),data0), + as.Date("2007-05-31") ) +}) diff --git a/pkg/tests/testthat/test-Forecaster.R b/pkg/tests/testthat/test-Forecaster.R new file mode 100644 index 0000000..b961c68 --- /dev/null +++ b/pkg/tests/testthat/test-Forecaster.R @@ -0,0 +1,125 @@ +context("Check that forecasters behave as expected") + +ts_data = system.file("testdata","ts_test.csv",package="talweg") +exo_data = system.file("testdata","exo_test.csv",package="talweg") +data_p <<- getData(ts_data, exo_data, date_format="%Y-%m-%d %H:%M", limit=Inf) +#Forecasts from monday to sunday (series 1 to 7) +indices <<- seq(as.Date("2007-04-02"),as.Date("2007-04-08"),"days") +pred_order = c(7,1:6) #will facilitate tests + +test_that("Average method behave as expected", +{ + pred00_z = computeForecast(data_p, indices, "Average", "LastValue", 1, Inf, 24, ncores=1) + pred00_p = computeForecast(data_p, indices, "Average", "Persistence", 1, Inf, 24) + for (i in 1:7) + { + #zero jump: should predict true values minus 1 + expect_equal( pred00_z$getForecast(i), rep(pred_order[i],24) ) + #persistence jump == 1: should predict true values + expect_equal( pred00_p$getForecast(i), rep(i,24) ) + } + + #NOTE: 24h-block become + #1 1 1 1 1 1 1 1 1 1 1 2 2 2 2 2 2 2 2 2 2 2 2 2 (14h-->0h then 1h-->13h) + #No jump between days, thus zero and persistence are equivalent (and correct) + pred13_z = computeForecast(data_p, indices, "Average", "LastValue", 14, Inf, 24) + pred13_p = computeForecast(data_p, indices, "Average", "Persistence", 14, Inf, 24) + for (i in 1:7) + { + expect_equal( pred13_z$getForecast(i), rep(i,24) ) + expect_equal( pred13_p$getForecast(i), rep(i,24) ) + } + + #A few extra checks + expect_equal( pred00_p$getIndexInData(2), dateIndexToInteger("2007-04-03",data_p) ) + expect_equal( pred00_z$getIndexInData(2), dateIndexToInteger("2007-04-03",data_p) ) + expect_equal( pred13_p$getIndexInData(5), dateIndexToInteger("2007-04-06",data_p) ) + expect_equal( pred13_z$getIndexInData(5), dateIndexToInteger("2007-04-06",data_p) ) +}) + +test_that("Persistence method behave as expected", +{ + #Situation A: +Zero; (generally) correct if jump, wrong otherwise + pred00_sd = computeForecast(data_p, indices, "Persistence", "LastValue", 1, Inf, 24, + ncores=1, same_day=TRUE) + pred00_dd = computeForecast(data_p, indices, "Persistence", "LastValue", 1, Inf, 24, + ncores=1, same_day=FALSE) + for (i in 1:7) + { + expect_equal(pred00_sd$getForecast(i), rep(pred_order[i],24)) + expect_equal(pred00_dd$getForecast(i), rep(pred_order[i],24)) + } + + pred13_sd = computeForecast(data_p, indices, "Persistence", "LastValue", 14, Inf, 24, + ncores=1, same_day=TRUE) + pred13_dd = computeForecast(data_p, indices, "Persistence", "LastValue", 14, Inf, 24, + ncores=1, same_day=FALSE) + for (i in 1:7) + { + expect_equal(pred13_sd$getForecast(i), rep(i,24) ) + expect_equal(pred13_dd$getForecast(i), rep(i,24) ) + } + + #Situation B: +Persistence, (generally) correct + pred00_sd = computeForecast(data_p, indices, "Persistence", "Persistence", 1, Inf, 24, + ncores=1, same_day=TRUE) + pred00_dd = computeForecast(data_p, indices, "Persistence", "Persistence", 1, Inf, 24, + ncores=1, same_day=FALSE) + for (i in 3:7) + { + expect_equal(pred00_sd$getForecast(i), rep(i,24)) + expect_equal(pred00_dd$getForecast(i), rep(i,24)) + } + #boundaries are special cases: OK if same day, quite wrong otherwise + expect_equal(pred00_sd$getForecast(1), rep(1,24) ) + expect_equal(pred00_dd$getForecast(1), rep(8,24) ) + expect_equal(pred00_sd$getForecast(2), rep(2,24) ) + expect_equal(pred00_dd$getForecast(2), rep(-5,24) ) + + pred13_sd = computeForecast(data_p, indices, "Persistence", "Persistence", 14, Inf, 24, + ncores=1, same_day=TRUE) + pred13_dd = computeForecast(data_p, indices, "Persistence", "Persistence", 14, Inf, 24, + ncores=1, same_day=FALSE) + for (i in 1:7) + { + expect_equal(pred13_sd$getForecast(i), rep(i,24) ) + expect_equal(pred13_dd$getForecast(i), rep(i,24) ) + } + + #A few extra checks + expect_equal( pred00_sd$getIndexInData(3), dateIndexToInteger("2007-04-04",data_p) ) + expect_equal( pred00_dd$getIndexInData(6), dateIndexToInteger("2007-04-07",data_p) ) + expect_equal( pred13_sd$getIndexInData(3), dateIndexToInteger("2007-04-04",data_p) ) + expect_equal( pred13_dd$getIndexInData(6), dateIndexToInteger("2007-04-07",data_p) ) +}) + +test_that("Neighbors method behave as expected", +{ + #Situation A: +Zero; correct if jump, wrong otherwise + pred00 = computeForecast(data_p, indices, "Neighbors", "LastValue", 1, Inf, 24, + simtype="mix", local=FALSE, window=c(1,1)) + for (i in 1:7) + expect_equal(pred00$getForecast(i), rep(pred_order[i],24)) + + pred13 = computeForecast(data_p, indices, "Persistence", "LastValue", 14, Inf, 24, + simtype="mix", local=FALSE, window=c(1,1)) + for (i in 1:7) + expect_equal(pred13$getForecast(i), rep(i,24) ) + + #Situation B: +Neighbors == too difficult to eval in a unit test +# pred00 = computeForecast(data_p, indices, "Neighbors", "Neighbors", 1, Inf, 24, +# simtype="endo", local=FALSE) +# jumps = ... +# for (i in 1:7) +# expect_equal(pred00$getForecast(i), rep(pred_order[i]+jumps[i],24)) +# pred13 = computeForecast(data_p, indices, "Neighbors", "Neighbors", 14, Inf, 24, +# simtype="endo", local=FALSE) +# for (i in 1:7) +# expect_equal(pred13$getForecast(i), c( rep(i,11), rep(i%%7+1,13) ) ) + + #A few extra checks + expect_equal( pred00$getIndexInData(1), dateIndexToInteger("2007-04-02",data_p) ) + expect_equal( pred00$getIndexInData(4), dateIndexToInteger("2007-04-05",data_p) ) + expect_equal( pred13$getIndexInData(1), dateIndexToInteger("2007-04-02",data_p) ) + expect_equal( pred13$getIndexInData(4), dateIndexToInteger("2007-04-05",data_p) ) +}) diff --git a/pkg/tests/testthat/test-computeFilaments.R b/pkg/tests/testthat/test-computeFilaments.R new file mode 100644 index 0000000..71729fa --- /dev/null +++ b/pkg/tests/testthat/test-computeFilaments.R @@ -0,0 +1,56 @@ +context("computeFilaments") + +test_that("output is as expected on simulated series", +{ + data = getDataTest(150) + + # index 144 : serie type 3, yersteday type 2 + pred = computeForecast(data, 144, "Neighbors", "Zero", predict_from=1, + horizon=length(data$getSerie(1)), simtype="endo", local=FALSE, window=1, opera=TRUE) + f = computeFilaments(data, pred, 1, limit=60, plot=FALSE) + + # Expected output: 50-3-10 series of type 2+1 = 3, + # then 23 series of type 3+1 %% 3 = 1 (3 = closest next) + expect_identical(length(f$neighb_indices), as.integer(60)) + expect_identical(length(f$colors), as.integer(60)) + expect_equal(f$index, 144) + expect_true(all(I(f$neighb_indices) != 2)) + for (i in 1:37) + { + expect_equal(I(f$neighb_indices[i]), 3) + expect_match(f$colors[i], f$colors[1]) + } + for (i in 38:60) + { + expect_equal(I(f$neighb_indices[i]), 1) + expect_match(f$colors[i], f$colors[38]) + } + expect_match(f$colors[1], "#1*") + expect_match(f$colors[38], "#E*") + + # index 143 : serie type 2 + pred = computeForecast(data, 143, "Neighbors", "Zero", predict_from=1, + horizon=length(data$getSerie(1)), simtype="endo", local=FALSE, window=1, opera=TRUE) + f = computeFilaments(data, pred, 1, limit=50, plot=FALSE) + + # Expected output: 50-10-3 series of type 1+1=2, + # then 13 series of type 3+1 %% 3 = 1 (closest next) + # NOTE: -10 because only past tomorrows with no-NAs yerstedays + # => exclude type 2 in [60,90[ + expect_identical(length(f$neighb_indices), as.integer(50)) + expect_identical(length(f$colors), as.integer(50)) + expect_equal(f$index, 143) + expect_true(all(I(f$neighb_indices) <= 2)) + for (i in 1:37) + { + expect_equal(I(f$neighb_indices[i]), 2) + expect_match(f$colors[i], f$colors[1]) + } + for (i in 38:50) + { + expect_equal(I(f$neighb_indices[i]), 1) + expect_match(f$colors[i], f$colors[38]) + } + expect_match(f$colors[1], "#1*") + expect_match(f$colors[38], "#E*") +}) diff --git a/pkg/tests/testthat/test-similarDays.R b/pkg/tests/testthat/test-similarDays.R new file mode 100644 index 0000000..05a7b0e --- /dev/null +++ b/pkg/tests/testthat/test-similarDays.R @@ -0,0 +1,27 @@ +context("Get similar days") + +test_that("getSimilarDaysIndices works as expected", +{ + data = getDataTest(150) + + # Index 142 is a tuesday (142 = 2 mod 7) + N142_1 = getSimilarDaysIndices(142, data, limit=7, same_season=FALSE, days_in=NULL) + expect_equal(N142_1, c(141,137,136,135,134,130,129)) + # Index 139 = saturday + N139_1 = getSimilarDaysIndices(139, data, limit=7, same_season=FALSE, days_in=NULL) + expect_equal(N139_1, c(132,125,118,111,104,97,90)) + + # With 'days_in' constraint + N142_2 = getSimilarDaysIndices(142, data, limit=7, same_season=FALSE, days_in=2*(1:75)) + expect_equal(N142_2, c(136,134,130,128,122,120,116)) + N139_2 = getSimilarDaysIndices(139, data, limit=7, same_season=FALSE, days_in=2*(1:75)) + expect_equal(N139_2, c(132,118,104,90,76,62,48)) +}) + +test_that("getConstrainedNeighbs works as expected", +{ +# data = getDataTest(150) +# N142_1 = .getConstrainedNeighbs(142, data, fdays, min_neighbs=7, max_neighbs=7) +# #...maybe we need an easier test data +}) + diff --git a/pkg/vignettes/TODO.html b/pkg/vignettes/TODO.html new file mode 100644 index 0000000..1333ed7 --- /dev/null +++ b/pkg/vignettes/TODO.html @@ -0,0 +1 @@ +TODO