From 29762c4288c00e1c3aa74d9d7e5766a61b9c30f3 Mon Sep 17 00:00:00 2001 From: aho Date: Fri, 26 Jun 2020 12:18:30 +0200 Subject: [PATCH 01/64] Revise how-to-8 and add how-to-18 --- inst/doc/faq.md | 44 ++++++++++++++++++++++++++++++++++++-------- 1 file changed, 36 insertions(+), 8 deletions(-) diff --git a/inst/doc/faq.md b/inst/doc/faq.md index 6f1d1ac..2a24292 100644 --- a/inst/doc/faq.md +++ b/inst/doc/faq.md @@ -21,6 +21,7 @@ This document intends to be the first reference for any doubts that you may have 15. [Specify extra function arguments in the workflow](#15-specify-extra-function-arguments-in-the-workflow) 16. [Use parameter 'return_vars' in Start()](#16-use-parameter-return_vars-in-start) 17. [Use parameter 'split_multiselected_dims' in Start()](#17-use-parameter-split_multiselected_dims-in-start) + 18. [Use glob expression '*' to define the file path](#18-use-glob-expression-*-to-define-the-file-path) 2. **Something goes wrong...** @@ -388,35 +389,46 @@ Look at the position of `extra_queue_params` parameter in a full call of Compute wait = TRUE) ``` -### 8. Define a path with multiple dependencies +### 8. Define a path with multiple dependencies The structure of the BSC Earth data repository 'esarchive' allows us to create a path pattern to the data by using different variables (between dollar symbol), such as `$var$`, for the variable name, or `$sdates$`, for the start date of the simulation. Here is an example for loading monthly simulations of system4_m1 data: `path <- '/esarchive/exp/ecmwf/system4_m1/monthly_mean/$var$_f6h/$var$_$sdate$.nc'` -The function Start() will require two parameters 'var' and 'sdate' to load the desired data. +The function Start() will require two parameters, or we call them 'file dimension', 'var' and 'sdate' to load the desired data. -In some cases, the creation of the path could be a little bit more complicated. Some researchers create their own EC-Earth experiments which are identified by an experiment ID (`$expid$`) and with different model version (`$version`), even for different members (`$member$`): +In some cases, the file dimensions have dependence relationship. Some researchers create their own EC-Earth experiments which are identified by an experiment ID (`$expid$`) and with different members (`$member$`): + +| expid | member | +|-------|----------| +| a1st | r7i1p1f1 | +| a1sx |r10i1p1f1 | + +In this case, 'member' under each 'expid' has different value. Therefore, the parameter `member_depends = 'expid'` needs to be used in Start(). + +However, in some other cases, the creation of the path could be more complicated. For example, the experiment ID (`$expid$`) can have different members (`$member$`) and even with different model version (`$version`): | expid | member | version | |-------|----------|---------| | a1st | r7i1p1f1 |v20190302| | a1sx |r10i1p1f1 |v20190308| -In this case, the variable member and version have different value depending on the expid (the member r10i1p1f1 does not exist for expid a1st). The path will include this varibles: +In this case, the variable member and version have different value depending on the expid (the member r10i1p1f1 and version v20190302 do not exist for expid a1st). The path will include this varibles: `path <- '/esarchive/exp/ecearth/$expid$/diags/CMIP/EC-Earth-Consortium/EC-Earth3/historical/$member$/Omon/$var$/gn/$version$/$var$_Omon_EC-Earth3_historical_$member$_gn_$year$.nc'` -However, the following parameters are mandatory to make Start() aware of that they are not independent variables: +The current Start() can not deal with multiple dependencies. However, for this case, here is a workaround. The following parameters can be added to Start(): -``` +```r member_depends = 'expid', version_depends = 'expid', + member_depends = 'version', + version_depends = 'member', ``` The final Start() call will look like: -``` +```r yrh1 = 1960 yrh2 = 2014 years <- paste0(c(yrh1 : yrh2), '01-', c(yrh1 : yrh2), '12') @@ -427,9 +439,11 @@ data <- Start(dat = repos, version = 'all', member_depends = 'expid', version_depends = 'expid', + member_depends = 'version', + version_depends = 'member', year = years, time = 'all', - region = indices(1 : 4), + region = indices(1:4), return_vars = list(time = NULL, region = NULL), retrieve = TRUE) ``` @@ -662,6 +676,20 @@ obs <- Start(dat = path.obs, retrieve = T) ``` +### 18. Use glob expression '*' to define the file path +The standard way to define the file path for Start() is using tags (i.e., $TAG_NAME$). +The glob expression, or wildcard, '*', can also be used in the path definition, while the rule is different from the common usage. + +Please note that **'*' can only be used to replace the common part of all the files**. For example, if all the required files have the folder 'EC-Earth-Consortium/' in their path, then this part can be substituted with '*/'. +It can save some effort to define the long and uncritical path, and also make the script cleaner. + +However, if the part replaced by '*' is not same among all the files, Start() will use the first pattern it finds in the first file to substitute '*'. +As a result, the rest files may not be found due to the wrong path pattern. +For example, if the first file is under a folder named 'v20190302/' and the second file is under another one named 'v20190308/', and you define the path pattern as 'v*/', then Start() will use 'v20190302/' for both file paths. +This is different from the common definition of glob expression that tries to expand to match all the existing patterns, so please be careful when using it. + +There is a parameter 'path_glob_permissive' in Start(). If set it to TRUE, the '*' in the filename itself will remain (i.e., as the common definition), while the ones in the path to the filename will still be replaced by the pattern in the first found file. + # Something goes wrong... -- GitLab From 39006ffd3c7ebc911a59cc1352c22a5c6e38836d Mon Sep 17 00:00:00 2001 From: aho Date: Fri, 26 Jun 2020 12:22:38 +0200 Subject: [PATCH 02/64] Fix hyperlink --- inst/doc/faq.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/inst/doc/faq.md b/inst/doc/faq.md index 2a24292..601fd96 100644 --- a/inst/doc/faq.md +++ b/inst/doc/faq.md @@ -21,7 +21,7 @@ This document intends to be the first reference for any doubts that you may have 15. [Specify extra function arguments in the workflow](#15-specify-extra-function-arguments-in-the-workflow) 16. [Use parameter 'return_vars' in Start()](#16-use-parameter-return_vars-in-start) 17. [Use parameter 'split_multiselected_dims' in Start()](#17-use-parameter-split_multiselected_dims-in-start) - 18. [Use glob expression '*' to define the file path](#18-use-glob-expression-*-to-define-the-file-path) + 18. [Use glob expression '*' to define the file path](#18-use-glob-expression-to-define-the-file-path) 2. **Something goes wrong...** -- GitLab From eaac405d68f84046ba80f9c01c0c7f3a457807ef Mon Sep 17 00:00:00 2001 From: aho Date: Fri, 26 Jun 2020 18:45:31 +0200 Subject: [PATCH 03/64] Revise confusing sentences in how-to-8 --- inst/doc/faq.md | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/inst/doc/faq.md b/inst/doc/faq.md index 601fd96..4ad94a0 100644 --- a/inst/doc/faq.md +++ b/inst/doc/faq.md @@ -391,11 +391,13 @@ Look at the position of `extra_queue_params` parameter in a full call of Compute ### 8. Define a path with multiple dependencies -The structure of the BSC Earth data repository 'esarchive' allows us to create a path pattern to the data by using different variables (between dollar symbol), such as `$var$`, for the variable name, or `$sdates$`, for the start date of the simulation. Here is an example for loading monthly simulations of system4_m1 data: +The structure of the BSC Earth data repository 'esarchive' allows us to create a path pattern to the data by using different variables +(between dollar symbol), such as `$var$`, for the variable name, or `$sdates$`, for the start date of the simulation. We call these variables 'file dimension'. +Here is an example for loading monthly simulations of system4_m1 data: `path <- '/esarchive/exp/ecmwf/system4_m1/monthly_mean/$var$_f6h/$var$_$sdate$.nc'` -The function Start() will require two parameters, or we call them 'file dimension', 'var' and 'sdate' to load the desired data. +The function Start() will require two parameters 'var' and 'sdate' to load the desired data. In some cases, the file dimensions have dependence relationship. Some researchers create their own EC-Earth experiments which are identified by an experiment ID (`$expid$`) and with different members (`$member$`): -- GitLab From f198736c4897c5799056c3684918bcc02507d20b Mon Sep 17 00:00:00 2001 From: aho Date: Mon, 13 Jul 2020 22:42:19 +0200 Subject: [PATCH 04/64] Roxygen2 for Sort() --- R/Sort.R | 21 +++++++++++++++++++++ 1 file changed, 21 insertions(+) diff --git a/R/Sort.R b/R/Sort.R index 825272b..fc0e146 100644 --- a/R/Sort.R +++ b/R/Sort.R @@ -1,3 +1,22 @@ +#'Sort the coordinate variable values in a call to the function startR::Start +#' +#'The reorder function intended for use as parameter \code{_reorder} +#'in a call to the function \code{Start()}. This function complies with the input/output interface required by \code{Start()} defined in the documentation for the parameter \dots of that function. +#'The applied reordering consists of an increasing sort of the coordinate variable values. + +#'@param obs Vector of binary observations (1 or 0). +#'@param pred Vector of probablistic predictions with values in the range [0,1]. +#'@param thresholds Values used to bin the forecasts. By default the bins are +#' {[0,0.1), [0.1, 0.2), ... [0.9, 1]}. +#'@param exp Matrix of predictions with values in the range [0,1] for the +#' .BrierScore function +#' +#'@return Both BrierScore and .Brier score provide the same outputs: +#'@examples + + +#'@rdname Sort +#'@export Sort <- function(...) { params <- list(...) f <- "function(x) { @@ -14,6 +33,8 @@ Sort <- function(...) { r } +#'@rdname Sort +#'@export CircularSort <- function(start, end, ...) { params <- list(...) f <- "function (x) { -- GitLab From 5b221aab873a17c118f00f4e147e6b048cb196fc Mon Sep 17 00:00:00 2001 From: aho Date: Tue, 14 Jul 2020 17:20:18 +0200 Subject: [PATCH 05/64] Write Roxygen2 document for Sort.R --- NAMESPACE | 6 +++-- R/Sort.R | 51 ++++++++++++++++++++++++++++++--------- man/Sort.Rd | 69 +++++++++++++++++++++++++++++++++++++---------------- 3 files changed, 93 insertions(+), 33 deletions(-) diff --git a/NAMESPACE b/NAMESPACE index 1898794..3859378 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -1,2 +1,4 @@ -exportPattern("^[^\\.]") -import(stats, utils, abind, bigmemory, future, parallel) +# Generated by roxygen2: do not edit by hand + +export(CircularSort) +export(Sort) diff --git a/R/Sort.R b/R/Sort.R index fc0e146..d90c5c0 100644 --- a/R/Sort.R +++ b/R/Sort.R @@ -1,20 +1,49 @@ #'Sort the coordinate variable values in a call to the function startR::Start #' #'The reorder function intended for use as parameter \code{_reorder} -#'in a call to the function \code{Start()}. This function complies with the input/output interface required by \code{Start()} defined in the documentation for the parameter \dots of that function. -#'The applied reordering consists of an increasing sort of the coordinate variable values. +#'in a call to the function \code{Start()}. This function complies with the +#'input/output interface required by \code{Start()} defined in the documentation +#'for the parameter \dots of that function.\cr +#'The coordinate applied to \code{Sort()} consists of an increasing or decreasing +#'sort of the values. It is useful for adjusting the latitude order.\cr +#'The coordinate applied to \code{CircularSort()} consists of a circular sort of +#'values, where any values beyond the limits specified in the parameters +#'\code{start} and \code{end} is applied a modulus to fall in the specified +#'range. This is useful for circular coordinates such as the Earth longitudes. -#'@param obs Vector of binary observations (1 or 0). -#'@param pred Vector of probablistic predictions with values in the range [0,1]. -#'@param thresholds Values used to bin the forecasts. By default the bins are -#' {[0,0.1), [0.1, 0.2), ... [0.9, 1]}. -#'@param exp Matrix of predictions with values in the range [0,1] for the -#' .BrierScore function +#'@param start A numeric indicating the lower bound of the circular range. +#'@param end A numeric indicating the upper bound of the circular range. +#'@param {\dots} Additional parameters to adjust the reorderig (sent internally +#' to the function \code{sort()}). #' -#'@return Both BrierScore and .Brier score provide the same outputs: +#'@return +#'A list of 2 containing: +#'\item{$x}{ +#' The reordered values. +#'} +#'\item{$ix}{ +#' The permutation indices of $x in the original coordinate. +#'} #'@examples - - +#' # Used in Start(): +#' path <- paste0('/esarchive/exp/ecmwf/system5_m1/daily_mean/', +#' '$var$_f6h/$var$_$sdate$.nc') +#' res <- Start(dat = path, +#' var = 'psl', +#' ensemble = 'first', +#' sdate = '19821201', +#' time = indices(1), +#' latitude = values(list(-10, 10)), +#' latitude_reorder = Sort(decreasing = TRUE), +#' longitude = values(list(-10, 10)), +#' longitude_reorder = CircularSort(-180, 180), +#' synonims = list(latitude=c('lat','latitude'), +#' longitude=c('lon','longitude')), +#' return_vars = list(latitude = 'dat', +#' longitude = 'dat', +#' time = NULL), +#' retrieve = F) +#' #'@rdname Sort #'@export Sort <- function(...) { diff --git a/man/Sort.Rd b/man/Sort.Rd index c32a6e2..249d1ee 100644 --- a/man/Sort.Rd +++ b/man/Sort.Rd @@ -1,33 +1,62 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/Sort.R \name{Sort} +\alias{CircularSort} \alias{Sort} -\title{Sort Dimension Reorder for 'startR'} -\description{ -This is a reorder function intended for use as parameter \code{_reorder} in a call to the function \code{Start()} in the package 'startR'. This function complies with the input/output interface required by \code{Start()} defined in the documentation for the parameter \dots of that function. -\cr\cr -The applied reordering consists of an increasing sort of the coordinate variable values. -} +\title{Sort the coordinate variable values in a call to the function startR::Start} \usage{ Sort(...) + +CircularSort(start, end, ...) } \arguments{ - \item{\dots}{ -Additional parameters to adjust the reorderig (sent internally to the function \code{sort()}). - } +\item{start}{A numeric indicating the lower bound of the circular range.} + +\item{end}{A numeric indicating the upper bound of the circular range.} + +\item{{\dots}}{Additional parameters to adjust the reorderig (sent internally +to the function \code{sort()}).} } \value{ -List with the reordered values in the component \code{$x} and the permutation indices in the component \code{$ix}. See details in the documentation of the parameter \dots of the function \code{Start()}. +A list of 2 containing: +\item{$x}{ + The reordered values. } -\author{ -History:\cr -0.0 - 2017-04 (N. Manubens, \email{nicolau.manubens at bsc.es}) - Original code +\item{$ix}{ + The permutation indices of $x in the original coordinate. } -\seealso{ -\code{\link[startR]{CircularSort}} +} +\description{ +The reorder function intended for use as parameter \code{_reorder} +in a call to the function \code{Start()}. This function complies with the +input/output interface required by \code{Start()} defined in the documentation +for the parameter \dots of that function.\cr +The coordinate applied to \code{Sort()} consists of an increasing or decreasing +sort of the values. It is useful for adjusting the latitude order.\cr +The coordinate applied to \code{CircularSort()} consists of a circular sort of +values, where any values beyond the limits specified in the parameters +\code{start} and \code{end} is applied a modulus to fall in the specified +range. This is useful for circular coordinates such as the Earth longitudes. } \examples{ -## Check https://earth.bsc.es/gitlab/es/startR for step-by-step examples -## of Start() that use Sort(). +# Used in Start(): +path <- paste0('/esarchive/exp/ecmwf/system5_m1/daily_mean/', + '$var$_f6h/$var$_$sdate$.nc') +res <- Start(dat = path, + var = 'psl', + ensemble = 'first', + sdate = '19821201', + time = indices(1), + latitude = values(list(-10, 10)), + latitude_reorder = Sort(decreasing = TRUE), + longitude = values(list(-10, 10)), + longitude_reorder = CircularSort(-180, 180), + synonims = list(latitude=c('lat','latitude'), + longitude=c('lon','longitude')), + return_vars = list(latitude = 'dat', + longitude = 'dat', + time = NULL), + retrieve = F) + } -\keyword{IO} -\keyword{array} -\keyword{manip} + -- GitLab From 3a70ae23fedf4a6de1df70071ee44ae79b36a10a Mon Sep 17 00:00:00 2001 From: aho Date: Thu, 16 Jul 2020 11:12:45 +0200 Subject: [PATCH 06/64] Roxygen2 for Step.R --- NAMESPACE | 1 + R/Step.R | 56 ++++++++++++++++++++++++++++++++++++++++ man/Step.Rd | 73 +++++++++++++++++++++++++++++++++++++++++++++++++++++ 3 files changed, 130 insertions(+) create mode 100644 man/Step.Rd diff --git a/NAMESPACE b/NAMESPACE index 3859378..07ed7af 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -2,3 +2,4 @@ export(CircularSort) export(Sort) +export(Step) diff --git a/R/Step.R b/R/Step.R index 32c9273..2d453fe 100644 --- a/R/Step.R +++ b/R/Step.R @@ -1,3 +1,59 @@ +#'Define the operation applied on declared data. +#' +#'The step of the startR workflow after declaring data by Start() call. It +#'identifies the operation (i.e., function) and the target and output +#'dimensions of data array for the function. Ideally, it expects the dimension +#'name to be in the same order as the one requested in the Start() call. +#'If a different order is specified, startR will reorder the subset dimension +#'to the expected order for this function./cr +#' +#'@param fun A function in R format defining the operation to be applied to the +#' data declared by a Start() call. It should only work on the essential +#' dimensions rather than all the data dimensions. Since the function will be +#' called numerous times through all the non-essential dimensions, it is +#' recommended to keep them as light as possible. +#'@param target_dims A vector for single input array or a list of vectors for +#' multiple input arrays indicating the names of the dimensions 'fun' to be +#' applied along. +#'@param output_dims A vector for single returned array or a list of vectors +#' for multiple returned arrays indicating the dimension names of the function +#' output. +#'@param use_libraries A vector of character string indicating the R library +#' names to be used in 'fun'. The default value is NULL. +#'@param use_attributes One or more lists of vectors of character string +#' indicating the data attributes to be used in 'fun'. The list name should be +#' consistent with the list name of 'data' in AddStep(). The default value is +#' NULL. +#'@return A closure that contains all the objects assigned. It serves as the +#' input of Addstep(). +#'@examples +#' +#' repos <- '/esarchive/exp/ecmwf/system5_m1/monthly_mean/$var$_f6h/$var$_$sdate$.nc' +#' data <- Start(dat = repos, +#' var = 'tas', +#' sdate = c('20170101', '20180101'), +#' ensemble = indices(1:20), +#' time = 'all', +#' latitude = 'all', +#' longitude = indices(1:40), +#' return_vars = list(latitude = 'dat', longitude = 'dat', time = 'sdate'), +#' retrieve = FALSE) +#' fun <- function(x) { +#' lat = attributes(x)$Variables$dat1$latitude +#' weight = sqrt(cos(lat * pi / 180)) +#' corrected = Apply(list(x), target_dims = "latitude", +#' fun = function(x) {x * weight}) +#' } +#' +#' +#' step <- Step(fun = fun, +#' target_dims = 'latitude', +#' output_dims = 'latitude', +#' use_libraries = c('multiApply'), +#' use_attributes = list(data = "Variables")) +#' wf <- AddStep(data, step) +#' +#'@export Step <- function(fun, target_dims, output_dims, use_libraries = NULL, use_attributes = NULL) { # Check fun diff --git a/man/Step.Rd b/man/Step.Rd new file mode 100644 index 0000000..b099cef --- /dev/null +++ b/man/Step.Rd @@ -0,0 +1,73 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/Step.R +\name{Step} +\alias{Step} +\title{Define the operation applied on declared data.} +\usage{ +Step(fun, target_dims, output_dims, use_libraries = NULL, + use_attributes = NULL) +} +\arguments{ +\item{fun}{A function in R format defining the operation to be applied to the +data declared by a Start() call. It should only work on the essential +dimensions rather than all the data dimensions. Since the function will be +called numerous times through all the non-essential dimensions, it is +recommended to keep them as light as possible.} + +\item{target_dims}{A vector for single input array or a list of vectors for +multiple input arrays indicating the names of the dimensions 'fun' to be +applied along.} + +\item{output_dims}{A vector for single returned array or a list of vectors +for multiple returned arrays indicating the dimension names of the function +output.} + +\item{use_libraries}{A vector of character string indicating the R library +names to be used in 'fun'. The default value is NULL.} + +\item{use_attributes}{One or more lists of vectors of character string +indicating the data attributes to be used in 'fun'. The list name should be +consistent with the list name of 'data' in AddStep(). The default value is +NULL.} +} +\value{ +A closure that contains all the objects assigned. It serves as the + input of Addstep(). +} +\description{ +The step of the startR workflow after declaring data by Start() call. It +identifies the operation (i.e., function) and the target and output +dimensions of data array for the function. Ideally, it expects the dimension +name to be in the same order as the one requested in the Start() call. +If a different order is specified, startR will reorder the subset dimension +to the expected order for this function./cr +} +\examples{ + + repos <- '/esarchive/exp/ecmwf/system5_m1/monthly_mean/$var$_f6h/$var$_$sdate$.nc' + data <- Start(dat = repos, + var = 'tas', + sdate = c('20170101', '20180101'), + ensemble = indices(1:20), + time = 'all', + latitude = 'all', + longitude = indices(1:40), + return_vars = list(latitude = 'dat', longitude = 'dat', time = 'sdate'), + retrieve = FALSE) + fun <- function(x) { + lat = attributes(x)$Variables$dat1$latitude + weight = sqrt(cos(lat * pi / 180)) + corrected = Apply(list(x), target_dims = "latitude", + fun = function(x) {x * weight}) + } + + + step <- Step(fun = fun, + target_dims = 'latitude', + output_dims = 'latitude', + use_libraries = c('multiApply'), + use_attributes = list(data = "Variables")) + wf <- AddStep(data, step) + +} + 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