From 7e36da1c340f726e45768d8715c09d8592cabbc3 Mon Sep 17 00:00:00 2001 From: aho Date: Tue, 10 May 2022 12:48:18 +0200 Subject: [PATCH 01/49] Bugfix if return_vars = NULL and split param is used. --- R/Start.R | 18 +++++---- .../testthat/test-Start-metadata_reshaping.R | 39 +++++++++++++++++++ 2 files changed, 49 insertions(+), 8 deletions(-) diff --git a/R/Start.R b/R/Start.R index db573a8..307015c 100644 --- a/R/Start.R +++ b/R/Start.R @@ -3716,11 +3716,13 @@ Start <- function(..., # dim = indices/selectors, tmp_fun <- function (x, y) { any(names(dim(x)) %in% y) } - inner_dim_has_split_dim <- names(which(unlist(lapply( - picked_common_vars, tmp_fun, names(all_split_dims))))) - if (!identical(inner_dim_has_split_dim, character(0))) { - # If merge_across_dims also, it will be replaced later - saved_reshaped_attr <- attr(picked_common_vars[[inner_dim_has_split_dim]], 'variables') + if (!is.null(picked_common_vars)) { + inner_dim_has_split_dim <- names(which(unlist(lapply( + picked_common_vars, tmp_fun, names(all_split_dims))))) + if (!identical(inner_dim_has_split_dim, character(0))) { + # If merge_across_dims also, it will be replaced later + saved_reshaped_attr <- attr(picked_common_vars[[inner_dim_has_split_dim]], 'variables') + } } } } @@ -3785,7 +3787,7 @@ Start <- function(..., # dim = indices/selectors, if (!merge_across_dims & split_multiselected_dims & identical(inner_dim_has_split_dim, character(0))) { final_dims_fake_metadata <- NULL } else { - if (!merge_across_dims & split_multiselected_dims) { + if (!merge_across_dims & split_multiselected_dims & !is.null(picked_common_vars)) { if (any(names(all_split_dims[[1]]) %in% names(dim(picked_common_vars[[inner_dim_has_split_dim]]))) & names(all_split_dims)[1] != inner_dim_has_split_dim) { if (inner_dim_has_split_dim %in% names(final_dims)) { @@ -4000,7 +4002,7 @@ Start <- function(..., # dim = indices/selectors, picked_common_vars[[across_inner_dim]] <- metadata_tmp attr(picked_common_vars[[across_inner_dim]], 'variables') <- saved_reshaped_attr } - if (split_multiselected_dims) { + if (split_multiselected_dims & !is.null(picked_common_vars)) { if (!identical(inner_dim_has_split_dim, character(0))) { metadata_tmp <- array(picked_common_vars[[inner_dim_has_split_dim]], dim = final_dims_fake_metadata) # Convert numeric back to dates @@ -4129,7 +4131,7 @@ Start <- function(..., # dim = indices/selectors, picked_common_vars[[across_inner_dim]] <- metadata_tmp attr(picked_common_vars[[across_inner_dim]], 'variables') <- saved_reshaped_attr } - if (split_multiselected_dims) { + if (split_multiselected_dims & !is.null(picked_common_vars)) { if (!identical(inner_dim_has_split_dim, character(0))) { metadata_tmp <- array(picked_common_vars[[inner_dim_has_split_dim]], dim = final_dims_fake_metadata) # Convert numeric back to dates diff --git a/tests/testthat/test-Start-metadata_reshaping.R b/tests/testthat/test-Start-metadata_reshaping.R index d97cd18..ac332cd 100644 --- a/tests/testthat/test-Start-metadata_reshaping.R +++ b/tests/testthat/test-Start-metadata_reshaping.R @@ -615,6 +615,45 @@ datesF, dates ) +# no return_vars +suppressWarnings( +data <- Start(dat = paste0('/esarchive/recon/ecmwf/erainterim/6hourly/', + '$var$/$var$_$file_date$.nc'), + var = 'tas', + file_date = file_date, #[syear = 3, smonth = 2] + time = indices(1:2), + latitude = indices(1), + longitude = indices(1), + split_multiselected_dims = TRUE, +# return_vars = list(latitude = NULL, +# longitude = NULL, +# time = 'file_date'), + retrieve = TRUE) +) +expect_equal( +names(attributes(data)$Variables$common), +'tas' +) + +suppressWarnings( +data <- Start(dat = paste0('/esarchive/recon/ecmwf/erainterim/6hourly/', + '$var$/$var$_$file_date$.nc'), + var = 'tas', + file_date = file_date, #[syear = 3, smonth = 2] + time = indices(1:2), + latitude = indices(1), + longitude = indices(1), + split_multiselected_dims = TRUE, +# return_vars = list(latitude = NULL, +# longitude = NULL, +# time = 'file_date'), + retrieve = FALSE) +) +expect_equal( +names(attributes(data)$Variables$common), +NULL +) + }) test_that("9. split file dim that contains 'time', and 'time' inner dim is implicit", { -- GitLab From 210bcefffe210fadfd4e8281d5c08d79e89f71b9 Mon Sep 17 00:00:00 2001 From: aho Date: Tue, 10 May 2022 12:49:08 +0200 Subject: [PATCH 02/49] Correct path --- tests/testthat/test-Compute-chunk_depend_dim.R | 4 ++-- tests/testthat/test-Compute-irregular_regrid.R | 2 +- tests/testthat/test-Start-DCPP-across-depends.R | 9 ++++----- tests/testthat/test-Start-calendar.R | 16 +++++++--------- tests/testthat/test-Start-depends_values.R | 2 +- tests/testthat/test-Start-metadata_dims.R | 12 ++++++------ 6 files changed, 21 insertions(+), 24 deletions(-) diff --git a/tests/testthat/test-Compute-chunk_depend_dim.R b/tests/testthat/test-Compute-chunk_depend_dim.R index a08b1e5..ce92b94 100644 --- a/tests/testthat/test-Compute-chunk_depend_dim.R +++ b/tests/testthat/test-Compute-chunk_depend_dim.R @@ -8,8 +8,8 @@ context("Chunk over dimensions that have dependency relationship") -path <- paste0('/esarchive/exp/CMIP6/dcppA-hindcast/hadgem3-gc31-mm/', - 'cmip6-dcppA-hindcast_i1p1/DCPP/MOHC/HadGEM3-GC31-MM/dcppA-hindcast/', +path <- paste0('/esarchive/exp/CMIP6/dcppA-hindcast/HadGEM3-GC31-MM/DCPP/MOHC/', + 'HadGEM3-GC31-MM/dcppA-hindcast/', 'r1i1p1f2/Omon/tos/gn/v20200417/', '$var$_Omon_HadGEM3-GC31-MM_dcppA-hindcast_s$sdate$-r1i1p1f2_gn_$chunk$.nc') sdates <- c('2016', '2017', '2018') diff --git a/tests/testthat/test-Compute-irregular_regrid.R b/tests/testthat/test-Compute-irregular_regrid.R index 928fa49..d92380a 100644 --- a/tests/testthat/test-Compute-irregular_regrid.R +++ b/tests/testthat/test-Compute-irregular_regrid.R @@ -4,7 +4,7 @@ context("Irregular regriding in the workflow") test_that("1. ex2_13", { -path <- paste0('/esarchive/exp/CMIP6/dcppA-hindcast/cmcc-cm2-sr5/cmip6-dcppA-hindcast_i1p1/', +path <- paste0('/esarchive/exp/CMIP6/dcppA-hindcast/CMCC-CM2-SR5/', 'DCPP/CMCC/CMCC-CM2-SR5/dcppA-hindcast/$member$/Omon/$var$/gn/v20210312/', '$var$_*_s$sdate$-$member$_gn_$aux$.nc') suppressWarnings( diff --git a/tests/testthat/test-Start-DCPP-across-depends.R b/tests/testthat/test-Start-DCPP-across-depends.R index 452a230..a3d9586 100644 --- a/tests/testthat/test-Start-DCPP-across-depends.R +++ b/tests/testthat/test-Start-DCPP-across-depends.R @@ -1,7 +1,6 @@ context("DCPP successfull retrieved for depends and across parameters.") test_that("Chunks of DCPP files- Local execution", { - - path <- '/esarchive/exp/CMIP6/dcppA-hindcast/hadgem3-gc31-mm/cmip6-dcppA-hindcast_i1p1/DCPP/MOHC/HadGEM3-GC31-MM/dcppA-hindcast/r1i1p1f2/Omon/tos/gn/v20200417/$var$_Omon_HadGEM3-GC31-MM_dcppA-hindcast_s$sdate$-r1i1p1f2_gn_$chunk$.nc' + path <- '/esarchive/exp/CMIP6/dcppA-hindcast/HadGEM3-GC31-MM/DCPP/MOHC/HadGEM3-GC31-MM/dcppA-hindcast/r1i1p1f2/Omon/tos/gn/v20200417/$var$_Omon_HadGEM3-GC31-MM_dcppA-hindcast_s$sdate$-r1i1p1f2_gn_$chunk$.nc' sdates <- c('2017', '2018') suppressWarnings( @@ -21,7 +20,7 @@ suppressWarnings( # [sdate = 2, chunk = 3] suppressWarnings( -dat_2018_chunk3 <- Start(dat = '/esarchive/exp/CMIP6/dcppA-hindcast/hadgem3-gc31-mm/cmip6-dcppA-hindcast_i1p1/DCPP/MOHC/HadGEM3-GC31-MM/dcppA-hindcast/r1i1p1f2/Omon/tos/gn/v20200417/$var$_Omon_HadGEM3-GC31-MM_dcppA-hindcast_s2018-r1i1p1f2_gn_202201-202212.nc', +dat_2018_chunk3 <- Start(dat = '/esarchive/exp/CMIP6/dcppA-hindcast/HadGEM3-GC31-MM/DCPP/MOHC/HadGEM3-GC31-MM/dcppA-hindcast/r1i1p1f2/Omon/tos/gn/v20200417/$var$_Omon_HadGEM3-GC31-MM_dcppA-hindcast_s2018-r1i1p1f2_gn_202201-202212.nc', var = 'tos', time = 'all', i = indices(1:10), j = indices(1:10), retrieve = TRUE) ) @@ -29,7 +28,7 @@ expect_equal(dat[1,1,2,25:36,,], dat_2018_chunk3[1,1,,,]) # [sdate = 1, chunk = 2] suppressWarnings( -dat_2017_chunk2 <- Start(dat = '/esarchive/exp/CMIP6/dcppA-hindcast/hadgem3-gc31-mm/cmip6-dcppA-hindcast_i1p1/DCPP/MOHC/HadGEM3-GC31-MM/dcppA-hindcast/r1i1p1f2/Omon/tos/gn/v20200417/$var$_Omon_HadGEM3-GC31-MM_dcppA-hindcast_s2017-r1i1p1f2_gn_202001-202012.nc', +dat_2017_chunk2 <- Start(dat = '/esarchive/exp/CMIP6/dcppA-hindcast/HadGEM3-GC31-MM/DCPP/MOHC/HadGEM3-GC31-MM/dcppA-hindcast/r1i1p1f2/Omon/tos/gn/v20200417/$var$_Omon_HadGEM3-GC31-MM_dcppA-hindcast_s2017-r1i1p1f2_gn_202001-202012.nc', var = 'tos', time = 'all', i = indices(1:10), j = indices(1:10), retrieve = TRUE) ) @@ -37,7 +36,7 @@ expect_equal(dat[1,1,1,13:24,,], dat_2017_chunk2[1,1,,,]) # [sdate = 2, chunk = 1] suppressWarnings( -dat_2018_chunk1 <- Start(dat = '/esarchive/exp/CMIP6/dcppA-hindcast/hadgem3-gc31-mm/cmip6-dcppA-hindcast_i1p1/DCPP/MOHC/HadGEM3-GC31-MM/dcppA-hindcast/r1i1p1f2/Omon/tos/gn/v20200417/$var$_Omon_HadGEM3-GC31-MM_dcppA-hindcast_s2018-r1i1p1f2_gn_202001-202012.nc', +dat_2018_chunk1 <- Start(dat = '/esarchive/exp/CMIP6/dcppA-hindcast/HadGEM3-GC31-MM/DCPP/MOHC/HadGEM3-GC31-MM/dcppA-hindcast/r1i1p1f2/Omon/tos/gn/v20200417/$var$_Omon_HadGEM3-GC31-MM_dcppA-hindcast_s2018-r1i1p1f2_gn_202001-202012.nc', var = 'tos', time = 'all', i = indices(1:10), j = indices(1:10), retrieve = TRUE) ) diff --git a/tests/testthat/test-Start-calendar.R b/tests/testthat/test-Start-calendar.R index 53122c8..7e2c7cf 100644 --- a/tests/testthat/test-Start-calendar.R +++ b/tests/testthat/test-Start-calendar.R @@ -1,9 +1,8 @@ context("Start() different calendar") test_that("1. 360_day, daily, unit = 'days since 1850-01-01'", { - - path_hadgem3 <- paste0('/esarchive/exp/CMIP6/dcppA-hindcast/hadgem3-gc31-mm/', - 'cmip6-dcppA-hindcast_i1p1/DCPP/MOHC/HadGEM3-GC31-MM/', + path_hadgem3 <- paste0('/esarchive/exp/CMIP6/dcppA-hindcast//HadGEM3-GC31-MM/', + 'DCPP/MOHC/HadGEM3-GC31-MM/', 'dcppA-hindcast/r1i1p1f2/day/$var$/gn/v20200101/', '$var$_day_HadGEM3-GC31-MM_dcppA-hindcast_s$sdate$-r1i1p1f2_gn_$fyear$.nc') @@ -48,7 +47,7 @@ expect_equal( }) test_that("2. 365_day, daily, unit = 'days since 1984-01-01'", { -path_bcc_csm2 <- '/esarchive/exp/CMIP6/dcppA-hindcast/bcc-csm2-mr/cmip6-dcppA-hindcast_i1p1/DCPP/BCC/BCC-CSM2-MR/dcppA-hindcast/r1i1p1f1/day/$var$/gn/v20200114/$var$_day_BCC-CSM2-MR_dcppA-hindcast_s$sdate$-r1i1p1f1_gn_19800101-19891231.nc' +path_bcc_csm2 <- '/esarchive/exp/CMIP6/dcppA-hindcast/BCC-CSM2-MR/DCPP/BCC/BCC-CSM2-MR/dcppA-hindcast/r1i1p1f1/day/$var$/gn/v20200114/$var$_day_BCC-CSM2-MR_dcppA-hindcast_s$sdate$-r1i1p1f1_gn_19800101-19891231.nc' suppressWarnings( data <- Start(dat = path_bcc_csm2, @@ -79,9 +78,8 @@ expect_equal( test_that("3. standard, daily, unit = 'days since 1850-1-1 00:00:00'", { - - path_mpi_esm <- paste0('/esarchive/exp/CMIP6/dcppA-hindcast/mpi-esm1-2-hr/', - 'cmip6-dcppA-hindcast_i1p1/DCPP/MPI-M/MPI-ESM1-2-HR/', + path_mpi_esm <- paste0('/esarchive/exp/CMIP6/dcppA-hindcast/MPI-ESM1-2-HR/', + 'DCPP/MPI-M/MPI-ESM1-2-HR/', 'dcppA-hindcast/r1i1p1f1/day/$var$/gn/v20200101/', '$var$_day_MPI-ESM1-2-HR_dcppA-hindcast_s$sdate$-r1i1p1f1_gn_$fyear$.nc') @@ -120,8 +118,8 @@ expect_equal( test_that("4. standard, monthly, unit = 'days since 1850-1-1 00:00:00'", { - path_mpi_esm <- paste0('/esarchive/exp/CMIP6/dcppA-hindcast/mpi-esm1-2-hr/', - 'cmip6-dcppA-hindcast_i1p1/DCPP/MPI-M/MPI-ESM1-2-HR/', + path_mpi_esm <- paste0('/esarchive/exp/CMIP6/dcppA-hindcast/MPI-ESM1-2-HR/', + 'DCPP/MPI-M/MPI-ESM1-2-HR/', 'dcppA-hindcast/r1i1p1f1/Amon/$var$/gn/v20200320/', '$var$_Amon_MPI-ESM1-2-HR_dcppA-hindcast_s$sdate$-r1i1p1f1_gn_200011-201012.nc') sdate <- '2000' diff --git a/tests/testthat/test-Start-depends_values.R b/tests/testthat/test-Start-depends_values.R index 49114e7..18d1b9f 100644 --- a/tests/testthat/test-Start-depends_values.R +++ b/tests/testthat/test-Start-depends_values.R @@ -5,7 +5,7 @@ context("Start() using values() to define dependency relations") -path <- '/esarchive/exp/CMIP6/dcppA-hindcast/hadgem3-gc31-mm/cmip6-dcppA-hindcast_i1p1/DCPP/MOHC/HadGEM3-GC31-MM/dcppA-hindcast/r1i1p1f2/Omon/tos/gn/v20200417/$var$_Omon_HadGEM3-GC31-MM_dcppA-hindcast_s$sdate$-r1i1p1f2_gn_$chunk$.nc' +path <- '/esarchive/exp/CMIP6/dcppA-hindcast/HadGEM3-GC31-MM/DCPP/MOHC/HadGEM3-GC31-MM/dcppA-hindcast/r1i1p1f2/Omon/tos/gn/v20200417/$var$_Omon_HadGEM3-GC31-MM_dcppA-hindcast_s$sdate$-r1i1p1f2_gn_$chunk$.nc' sdates <- c('2016', '2017', '2018') chunks <- array(dim = c(chunk = 3, sdate = 3)) diff --git a/tests/testthat/test-Start-metadata_dims.R b/tests/testthat/test-Start-metadata_dims.R index 3239e7d..5e4d972 100644 --- a/tests/testthat/test-Start-metadata_dims.R +++ b/tests/testthat/test-Start-metadata_dims.R @@ -426,13 +426,13 @@ suppressWarnings( test_that("8. Two data sets, both have files but the first file is missing", { path_list <- list( MPI = list(name = 'MPI_ESM', - path = paste0('/esarchive/exp/CMIP6/dcppA-hindcast/mpi-esm1-2-hr/', - 'cmip6-dcppA-hindcast_i1p1/DCPP/MPI-M/MPI-ESM1-2-HR/', + path = paste0('/esarchive/exp/CMIP6/dcppA-hindcast/MPI-ESM1-2-HR/', + 'DCPP/MPI-M/MPI-ESM1-2-HR/', 'dcppA-hindcast/$member$/day/$var$/gn/v20200101/', '$var$_day_MPI-ESM1-2-HR_dcppA-hindcast_s$sdate$-$member$_gn_$chunk$.nc')), Had = list(name = 'HadGEM3', - path = paste0('/esarchive/exp/CMIP6/dcppA-hindcast/hadgem3-gc31-mm/', - 'cmip6-dcppA-hindcast_i1p1/DCPP/MOHC/HadGEM3-GC31-MM/', + path = paste0('/esarchive/exp/CMIP6/dcppA-hindcast/HadGEM3-GC31-MM/', + 'DCPP/MOHC/HadGEM3-GC31-MM/', 'dcppA-hindcast/$member$/day/$var$/gn/v20200101/', '$var$_day_HadGEM3-GC31-MM_dcppA-hindcast_s$sdate$-$member$_gn_$chunk$.nc'))) suppressWarnings( @@ -482,9 +482,9 @@ data <- Start(dataset = path_list, ) expect_equal( attr(data, 'Files'), - array(c("/esarchive/exp/CMIP6/dcppA-hindcast/mpi-esm1-2-hr/cmip6-dcppA-hindcast_i1p1/DCPP/MPI-M/MPI-ESM1-2-HR/dcppA-hindcast/r1i1p1f1/day/tasmin/gn/v20200101/tasmin_day_MPI-ESM1-2-HR_dcppA-hindcast_s2018-r1i1p1f1_gn_20181101-20281231.nc", + array(c("/esarchive/exp/CMIP6/dcppA-hindcast/MPI-ESM1-2-HR/DCPP/MPI-M/MPI-ESM1-2-HR/dcppA-hindcast/r1i1p1f1/day/tasmin/gn/v20200101/tasmin_day_MPI-ESM1-2-HR_dcppA-hindcast_s2018-r1i1p1f1_gn_20181101-20281231.nc", NA, NA, NA, NA, NA, NA, - "/esarchive/exp/CMIP6/dcppA-hindcast/hadgem3-gc31-mm/cmip6-dcppA-hindcast_i1p1/DCPP/MOHC/HadGEM3-GC31-MM/dcppA-hindcast/r2i1p1f2/day/tasmin/gn/v20200101/tasmin_day_HadGEM3-GC31-MM_dcppA-hindcast_s2018-r2i1p1f2_gn_20181101-20281230.nc"), + "/esarchive/exp/CMIP6/dcppA-hindcast/HadGEM3-GC31-MM/DCPP/MOHC/HadGEM3-GC31-MM/dcppA-hindcast/r2i1p1f2/day/tasmin/gn/v20200101/tasmin_day_HadGEM3-GC31-MM_dcppA-hindcast_s2018-r2i1p1f2_gn_20181101-20281230.nc"), dim = c(dataset = 2, var = 1, member = 2, sdate = 1, chunk = 2)) ) -- GitLab From 30cc26c444d9c7ae954b466c00ec80cb0357b657 Mon Sep 17 00:00:00 2001 From: aho Date: Wed, 11 May 2022 12:46:38 +0200 Subject: [PATCH 03/49] delete repetitive lines --- R/Start.R | 1 - 1 file changed, 1 deletion(-) diff --git a/R/Start.R b/R/Start.R index 307015c..d9e9b09 100644 --- a/R/Start.R +++ b/R/Start.R @@ -3333,7 +3333,6 @@ Start <- function(..., # dim = indices/selectors, selector_store_position <- chunk } sub_array_of_indices <- transformed_indices[which(indices_chunk == chunk)] - sub_array_of_indices <- transformed_indices[which(indices_chunk == chunk)] if (with_transform) { # If the provided selectors are expressed in the world # before transformation -- GitLab From 49a6ed51ed04378e45f3380e08989c4f272d12e8 Mon Sep 17 00:00:00 2001 From: Eva Rifa Date: Thu, 9 Jun 2022 15:38:31 +0200 Subject: [PATCH 04/49] add space --- inst/doc/practical_guide.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/inst/doc/practical_guide.md b/inst/doc/practical_guide.md index 378f648..ef1a345 100644 --- a/inst/doc/practical_guide.md +++ b/inst/doc/practical_guide.md @@ -4,7 +4,7 @@ This guide includes explanations and practical examples for you to learn how to If you would like to start using startR rightaway on the BSC infrastructure, you can directly go through the "Configuring startR" section, copy/paste the basic startR script example shown at the end of the "Introduction" section onto the text editor of your preference, adjust the paths and user names specified in the `Compute()` call, and run the code in an R session after loading the R and ecFlow modules. -## Index +## Index 1. [**Motivation**](inst/doc/practical_guide.md#motivation) 2. [**Introduction**](inst/doc/practical_guide.md#introduction) -- GitLab From 6a125f06ae59d58c963c9f0f9841c703adaaa3b3 Mon Sep 17 00:00:00 2001 From: Eva Rifa Date: Mon, 13 Jun 2022 12:55:37 +0200 Subject: [PATCH 05/49] Added Nord3-v2 settings to the practical guide --- inst/doc/practical_guide.md | 24 +++++++++++++++++------- 1 file changed, 17 insertions(+), 7 deletions(-) diff --git a/inst/doc/practical_guide.md b/inst/doc/practical_guide.md index ef1a345..226b548 100644 --- a/inst/doc/practical_guide.md +++ b/inst/doc/practical_guide.md @@ -1,10 +1,10 @@ # Practical guide for processing large data sets with startR -This guide includes explanations and practical examples for you to learn how to use startR to efficiently process large data sets in parallel on the BSC's HPCs (CTE-Power 9, Marenostrum 4, ...). See the main page of the [**startR**](README.md) project for a general overview of the features of startR, without actual guidance on how to use it. +This guide includes explanations and practical examples for you to learn how to use startR to efficiently process large data sets in parallel on the BSC's HPCs (Nord3v2, CTE-Power 9, Marenostrum 4, ...). See the main page of the [**startR**](README.md) project for a general overview of the features of startR, without actual guidance on how to use it. If you would like to start using startR rightaway on the BSC infrastructure, you can directly go through the "Configuring startR" section, copy/paste the basic startR script example shown at the end of the "Introduction" section onto the text editor of your preference, adjust the paths and user names specified in the `Compute()` call, and run the code in an R session after loading the R and ecFlow modules. -## Index +## Index 1. [**Motivation**](inst/doc/practical_guide.md#motivation) 2. [**Introduction**](inst/doc/practical_guide.md#introduction) @@ -53,7 +53,7 @@ Afterwards, you will need to understand and use five functions, all of them incl - **Compute()**, for specifying the HPC to be employed, the execution parameters (e.g. number of chunks and cores), and to trigger the computation - **Collect()** and the **EC-Flow graphical user interface**, for monitoring of the progress and collection of results -Next, you can see an example startR script performing the ensemble mean of a small data set on CTE-Power9, for you to get a broad picture of how the startR functions interact and the information that is represented in a startR script. Note that the `queue_host`, `temp_dir` and `ecflow_suite_dir` parameters in the `Compute()` call are user-specific. +Next, you can see an example startR script performing the ensemble mean of a small data set on an HPC cluster such as Nord3v2 or CTE-Power9, for you to get a broad picture of how the startR functions interact and the information that is represented in a startR script. Note that the `queue_host`, `temp_dir` and `ecflow_suite_dir` parameters in the `Compute()` call are user-specific. ```r library(startR) @@ -121,13 +121,23 @@ Specifically, you need to set up passwordless, userless access from your machine After following these steps for the connections in both directions (although from the HPC to the workstation might not be possible), you are good to go. -Do not forget adding the following lines in your .bashrc on CTE-Power if you are planning to run on CTE-Power: +Do not forget adding the following lines in your .bashrc on the HPC machine. + +If you are planning to run it on CTE-Power: ``` if [[ $BSC_MACHINE == "power" ]] ; then module unuse /apps/modules/modulefiles/applications module use /gpfs/projects/bsc32/software/rhel/7.4/ppc64le/POWER9/modules/all/ fi ``` +If you are on Nord3-v2, then you'll have to add: +``` +if [ $BSC_MACHINE == "nord3v2" ]; then + module purge + module use /gpfs/projects/bsc32/software/suselinux/11/modules/all + module unuse /apps/modules/modulefiles/applications /apps/modules/modulefiles/compilers /apps/modules/modulefiles/tools /apps/modules/modulefiles/libraries /apps/modules/modulefiles/environment +fi +``` You can add the following lines in your .bashrc file on your workstation for convenience: ``` @@ -356,7 +366,7 @@ It is not possible for now to define workflows with more than one step, but this Once the data sources are declared and the workflow is defined, you can proceed to specify the execution parameters (including which platform to run on) and trigger the execution with the `Compute()` function. -Next, a few examples are shown with `Compute()` calls to trigger the processing of a dataset locally (only on the machine where the R session is running) and on two different HPCs (the Earth Sciences fat nodes and CTE-Power9). However, let's first define a `Start()` call that involves a smaller subset of data in order not to make the examples too heavy. +Next, a few examples are shown with `Compute()` calls to trigger the processing of a dataset locally (only on the machine where the R session is running) and different HPCs (the Earth Sciences fat nodes, CTE-Power9 and other HPCs). However, let's first define a `Start()` call that involves a smaller subset of data in order not to make the examples too heavy. ```r library(startR) @@ -669,7 +679,7 @@ As mentioned above in the definition of the `cluster` parameters, it is strongly The `Compute()` call with the parameters to run the example in this section on the BSC ES fat nodes is provided below (you will need to adjust some of the parameters before using it). As you can see, the only thing that needs to be changed to execute startR on a different HPC is the definition of the `cluster` parameters. -The `cluster` configuration for the fat nodes, CTE-Power 9, Marenostrum 4, Nord III, Minotauro and ECMWF cca/ccb are all provided at the very end of this guide. +The `cluster` configuration for the fat nodes, CTE-Power 9, Marenostrum 4, Nord3, Minotauro and ECMWF cca/ccb are all provided at the very end of this guide. ```r res <- Compute(wf, @@ -1062,7 +1072,7 @@ cluster = list(queue_host = 'mn2.bsc.es', ) ``` -### Nord III +### Nord3 ```r cluster = list(queue_host = 'nord1.bsc.es', -- GitLab From 111a22ff83bebbb9987862a0730e7ce2706555de Mon Sep 17 00:00:00 2001 From: Eva Rifa Date: Tue, 14 Jun 2022 14:56:37 +0200 Subject: [PATCH 06/49] Changed queue_host to nord4 login --- inst/doc/practical_guide.md | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/inst/doc/practical_guide.md b/inst/doc/practical_guide.md index 226b548..647b708 100644 --- a/inst/doc/practical_guide.md +++ b/inst/doc/practical_guide.md @@ -1,6 +1,6 @@ # Practical guide for processing large data sets with startR -This guide includes explanations and practical examples for you to learn how to use startR to efficiently process large data sets in parallel on the BSC's HPCs (Nord3v2, CTE-Power 9, Marenostrum 4, ...). See the main page of the [**startR**](README.md) project for a general overview of the features of startR, without actual guidance on how to use it. +This guide includes explanations and practical examples for you to learn how to use startR to efficiently process large data sets in parallel on the BSC's HPCs (Nord3-v2, CTE-Power 9, Marenostrum 4, ...). See the main page of the [**startR**](README.md) project for a general overview of the features of startR, without actual guidance on how to use it. If you would like to start using startR rightaway on the BSC infrastructure, you can directly go through the "Configuring startR" section, copy/paste the basic startR script example shown at the end of the "Introduction" section onto the text editor of your preference, adjust the paths and user names specified in the `Compute()` call, and run the code in an R session after loading the R and ecFlow modules. @@ -53,7 +53,7 @@ Afterwards, you will need to understand and use five functions, all of them incl - **Compute()**, for specifying the HPC to be employed, the execution parameters (e.g. number of chunks and cores), and to trigger the computation - **Collect()** and the **EC-Flow graphical user interface**, for monitoring of the progress and collection of results -Next, you can see an example startR script performing the ensemble mean of a small data set on an HPC cluster such as Nord3v2 or CTE-Power9, for you to get a broad picture of how the startR functions interact and the information that is represented in a startR script. Note that the `queue_host`, `temp_dir` and `ecflow_suite_dir` parameters in the `Compute()` call are user-specific. +Next, you can see an example startR script performing the ensemble mean of a small data set on an HPC cluster such as Nord3-v2 or CTE-Power9, for you to get a broad picture of how the startR functions interact and the information that is represented in a startR script. Note that the `queue_host`, `temp_dir` and `ecflow_suite_dir` parameters in the `Compute()` call are user-specific. ```r library(startR) @@ -679,7 +679,7 @@ As mentioned above in the definition of the `cluster` parameters, it is strongly The `Compute()` call with the parameters to run the example in this section on the BSC ES fat nodes is provided below (you will need to adjust some of the parameters before using it). As you can see, the only thing that needs to be changed to execute startR on a different HPC is the definition of the `cluster` parameters. -The `cluster` configuration for the fat nodes, CTE-Power 9, Marenostrum 4, Nord3, Minotauro and ECMWF cca/ccb are all provided at the very end of this guide. +The `cluster` configuration for the fat nodes, CTE-Power 9, Marenostrum 4, Nord3-v2, Minotauro and ECMWF cca/ccb are all provided at the very end of this guide. ```r res <- Compute(wf, @@ -1072,10 +1072,10 @@ cluster = list(queue_host = 'mn2.bsc.es', ) ``` -### Nord3 +### Nord3-v2 ```r -cluster = list(queue_host = 'nord1.bsc.es', +cluster = list(queue_host = 'nord4.bsc.es', queue_type = 'lsf', data_dir = '/gpfs/projects/bsc32/share/startR_data_repos/', temp_dir = '/gpfs/scratch/bsc32/bsc32473/startR_hpc/', -- GitLab From 372a08c30c3a91e83edbdb168f262b01f2048e97 Mon Sep 17 00:00:00 2001 From: aho Date: Wed, 15 Jun 2022 13:18:15 +0200 Subject: [PATCH 07/49] Correct the cluster config of Nord3v2 and prioritize Nord3v2 in the guideline. --- inst/doc/practical_guide.md | 184 ++++++++++++++++++------------------ 1 file changed, 93 insertions(+), 91 deletions(-) diff --git a/inst/doc/practical_guide.md b/inst/doc/practical_guide.md index 647b708..a2b12bb 100644 --- a/inst/doc/practical_guide.md +++ b/inst/doc/practical_guide.md @@ -366,7 +366,7 @@ It is not possible for now to define workflows with more than one step, but this Once the data sources are declared and the workflow is defined, you can proceed to specify the execution parameters (including which platform to run on) and trigger the execution with the `Compute()` function. -Next, a few examples are shown with `Compute()` calls to trigger the processing of a dataset locally (only on the machine where the R session is running) and different HPCs (the Earth Sciences fat nodes, CTE-Power9 and other HPCs). However, let's first define a `Start()` call that involves a smaller subset of data in order not to make the examples too heavy. +Next, a few examples are shown with `Compute()` calls to trigger the processing of a dataset locally (only on the machine where the R session is running) and different HPCs (Nord3-v2, CTE-Power9 and other HPCs). However, let's first define a `Start()` call that involves a smaller subset of data in order not to make the examples too heavy. ```r library(startR) @@ -561,34 +561,38 @@ res <- Compute(wf, * max: 8.03660178184509 ``` -#### Compute() on CTE-Power 9 +#### Compute() on HPCs -In order to run the computation on a HPC, such as the BSC CTE-Power 9, you will need to make sure the passwordless connection with the login node of that HPC is configured, as shown at the beginning of this guide. If possible, in both directions. Also, you will need to know whether there is a shared file system between your workstation and that HPC, and will need information on the number of nodes, cores per node, threads per core, RAM memory per node, and type of workload used by that HPC (Slurm, PBS and LSF supported). +In order to run the computation on a HPC, you will need to make sure the passwordless connection with the login node of that HPC is configured, as shown at the beginning of this guide. If possible, in both directions. Also, you will need to know whether there is a shared file system between your workstation and that HPC, and will need information on the number of nodes, cores per node, threads per core, RAM memory per node, and type of workload used by that HPC (Slurm, PBS and LSF supported). You will need to add two parameters to your `Compute()` call: `cluster` and `ecflow_suite_dir`. The parameter `ecflow_suite_dir` expects a path to a folder in the workstation where to store temporary files generated for the automatic management of the workflow. As you will see later, the EC-Flow workflow manager is used transparently for this purpose. -The parameter `cluster` expects a list with a number of components that will have to be provided a bit differently depending on the HPC you want to run on. You can see next an example cluster configuration that will execute the previously defined workflow on CTE-Power 9. +The parameter `cluster` expects a list with a number of components that will have to be provided a bit differently depending on the HPC you want to run on. You can see next an example cluster configuration that will execute the previously defined workflow on Nord3-v2. ```r -res <- Compute(wf, - chunks = list(latitude = 2, - longitude = 2), - threads_load = 2, - threads_compute = 4, - cluster = list(queue_host = 'p9login1.bsc.es', - queue_type = 'slurm', - temp_dir = '/gpfs/scratch/bsc32/bsc32473/startR_hpc/', - r_module = 'R/3.5.0-foss-2018b', - cores_per_job = 4, - job_wallclock = '00:10:00', - max_jobs = 4, - extra_queue_params = list('#SBATCH --mem-per-cpu=3000'), - bidirectional = FALSE, - polling_period = 10 - ), - ecflow_suite_dir = '/home/Earth/nmanuben/startR_local/' - ) + # user-defined + temp_dir <- '/gpfs/scratch/bsc32/bsc32734/startR_hpc/' + ecflow_suite_dir <- '/home/Earth/aho/startR_local/' + + res <- Compute(wf, + chunks = list(latitude = 2, + longitude = 2), + threads_load = 2, + threads_compute = 4, + cluster = list(queue_host = 'nord4.bsc.es', + queue_type = 'slurm', + temp_dir = temp_dir, + cores_per_job = 4, + job_wallclock = '00:10:00', + max_jobs = 4, + extra_queue_params = list('#SBATCH --mem-per-cpu=3000'), + bidirectional = FALSE, + polling_period = 10 + ), + ecflow_suite_dir = ecflow_suite_dir, + wait = TRUE + ) ``` The cluster components and options are explained next: @@ -619,15 +623,15 @@ server is already started At this point, you may want to check the jobs are being dispatched and executed properly onto the HPC. For that, you can either use the EC-Flow GUI (covered in the next section), or you can `ssh` to the login node of the HPC and check the status of the queue with `squeue` or `qstat`, as shown below. ``` -[bsc32473@p9login1 ~]$ squeue +[bsc32734@login4 ~]$ squeue JOBID PARTITION NAME USER ST TIME NODES NODELIST(REASON) - 1142418 main /STARTR_ bsc32473 R 0:12 1 p9r3n08 - 1142419 main /STARTR_ bsc32473 R 0:12 1 p9r3n08 - 1142420 main /STARTR_ bsc32473 R 0:12 1 p9r3n08 - 1142421 main /STARTR_ bsc32473 R 0:12 1 p9r3n08 + 757026 main /STARTR_ bsc32734 R 0:46 1 s02r2b24 + 757027 main /STARTR_ bsc32734 R 0:46 1 s04r1b61 + 757028 main /STARTR_ bsc32734 R 0:46 1 s04r1b63 + 757029 main /STARTR_ bsc32734 R 0:46 1 s04r1b64 ``` -Here the output of the execution on CTE-Power 9 after waiting for about a minute: +Here the output of the execution after waiting for about a minute: ```r * Remaining time estimate (neglecting queue and merge time) (at * 2019-01-28 01:16:59): 0 mins (46.22883 secs per chunk) @@ -675,55 +679,33 @@ Usually, in use cases with larger data inputs, it will be preferrable to add the As mentioned above in the definition of the `cluster` parameters, it is strongly recommended to check the section on "How to choose the number of chunks, jobs and cores". -#### Compute() on the fat nodes and other HPCs - -The `Compute()` call with the parameters to run the example in this section on the BSC ES fat nodes is provided below (you will need to adjust some of the parameters before using it). As you can see, the only thing that needs to be changed to execute startR on a different HPC is the definition of the `cluster` parameters. +You can find the `cluster` configuration for other HPCs at the end of this guide [Compute() cluster templates](#compute-cluster-templates) -The `cluster` configuration for the fat nodes, CTE-Power 9, Marenostrum 4, Nord3-v2, Minotauro and ECMWF cca/ccb are all provided at the very end of this guide. - -```r -res <- Compute(wf, - chunks = list(latitude = 2, - longitude = 2), - threads_load = 2, - threads_compute = 4, - cluster = list(queue_host = 'bsceslogin01.bsc.es', - queue_type = 'slurm', - temp_dir = '/home/Earth/nmanuben/startR_hpc/', - cores_per_job = 2, - job_wallclock = '00:10:00', - max_jobs = 4, - bidirectional = TRUE - ), - ecflow_suite_dir = '/home/Earth/nmanuben/startR_local/') -``` ### Collect() and the EC-Flow GUI Usually, in use cases where large data inputs are involved, it is convenient to add the parameter `wait = FALSE` to your `Compute()` call. With this parameter, `Compute()` will immediately return an object with information about your startR execution. You will be able to store this object onto disk. After doing that, you will not need to worry in case your workstation turns off in the middle of the computation. You will be able to close your R session, and collect the results later on with the `Collect()` function. ```r -res <- Compute(wf, - chunks = list(latitude = 2, - longitude = 2), - threads_load = 2, - threads_compute = 4, - cluster = list(queue_host = 'p9login1.bsc.es', - queue_type = 'slurm', - temp_dir = '/gpfs/scratch/bsc32/bsc32473/startR_hpc/', - r_module = 'R/3.5.0-foss-2018b', - cores_per_job = 4, - job_wallclock = '00:10:00', - max_jobs = 4, - extra_queue_params = list('#SBATCH --mem-per-cpu=3000'), - bidirectional = FALSE, - polling_period = 10 - ), - ecflow_suite_dir = '/home/Earth/nmanuben/startR_local/', - wait = FALSE - ) - -saveRDS(res, file = 'test_collect.Rds') + res <- Compute(wf, + chunks = list(latitude = 2, + longitude = 2), + threads_load = 2, + threads_compute = 4, + cluster = list(queue_host = 'nord4.bsc.es', + queue_type = 'slurm', + temp_dir = '/gpfs/scratch/bsc32/bsc32734/startR_hpc/', + cores_per_job = 4, + job_wallclock = '00:10:00', + max_jobs = 4, + extra_queue_params = list('#SBATCH --mem-per-cpu=3000'), + bidirectional = FALSE, + polling_period = 10 + ), + ecflow_suite_dir = '/home/Earth/aho/startR_local/', + wait = FALSE + ) + saveRDS(res, file = 'test_collect.Rds') ``` At this point, after storing the descriptor of the execution and before calling `Collect()`, you may want to visually check the status of the execution. You can do that with the EC-Flow graphical user interface. You need to open a new terminal, load the EC-Flow module if needed, and start the GUI: @@ -1027,13 +1009,52 @@ r <- Compute(wf, ## Compute() cluster templates +### Nord3-v2 + +```r + res <- Compute(wf, + chunks = list(latitude = 2, + longitude = 2), + threads_load = 2, + threads_compute = 4, + cluster = list(queue_host = 'nord4.bsc.es', + queue_type = 'slurm', + temp_dir = '/gpfs/scratch/bsc32/bsc32734/startR_hpc/', + cores_per_job = 2, + job_wallclock = '01:00:00', + max_jobs = 4, + bidirectional = FALSE, + polling_period = 10 + ), + ecflow_suite_dir = '/home/Earth/aho/startR_local/', + wait = TRUE + ) +``` + +### Nord3 (deprecated) + +```r +cluster = list(queue_host = 'nord1.bsc.es', + queue_type = 'lsf', + data_dir = '/gpfs/projects/bsc32/share/startR_data_repos/', + temp_dir = '/gpfs/scratch/bsc32/bsc32473/startR_hpc/', + init_commands = list('module load intel/16.0.1'), + cores_per_job = 2, + job_wallclock = '00:10', + max_jobs = 4, + extra_queue_params = list('#BSUB -q bsc_es'), + bidirectional = FALSE, + polling_period = 10, + special_setup = 'marenostrum4' + ) +``` + ### CTE-Power9 ```r cluster = list(queue_host = 'p9login1.bsc.es', queue_type = 'slurm', temp_dir = '/gpfs/scratch/bsc32/bsc32473/startR_hpc/', - r_module = 'R/3.5.0-foss-2018b', cores_per_job = 4, job_wallclock = '00:10:00', max_jobs = 4, @@ -1042,7 +1063,7 @@ cluster = list(queue_host = 'p9login1.bsc.es', ) ``` -### BSC ES fat nodes +### BSC ES fat nodes (deprecated) ```r cluster = list(queue_host = 'bsceslogin01.bsc.es', @@ -1072,25 +1093,6 @@ cluster = list(queue_host = 'mn2.bsc.es', ) ``` -### Nord3-v2 - -```r -cluster = list(queue_host = 'nord4.bsc.es', - queue_type = 'lsf', - data_dir = '/gpfs/projects/bsc32/share/startR_data_repos/', - temp_dir = '/gpfs/scratch/bsc32/bsc32473/startR_hpc/', - init_commands = list('module load intel/16.0.1'), - r_module = 'R/3.3.0', - cores_per_job = 2, - job_wallclock = '00:10', - max_jobs = 4, - extra_queue_params = list('#BSUB -q bsc_es'), - bidirectional = FALSE, - polling_period = 10, - special_setup = 'marenostrum4' - ) -``` - ### MinoTauro ```r -- GitLab From b361b861134c3c098e4f2aee37663cc668e072db Mon Sep 17 00:00:00 2001 From: aho Date: Wed, 15 Jun 2022 14:34:04 +0200 Subject: [PATCH 08/49] Revise nord3v2 cluster template --- inst/doc/practical_guide.md | 26 +++++++++----------------- 1 file changed, 9 insertions(+), 17 deletions(-) diff --git a/inst/doc/practical_guide.md b/inst/doc/practical_guide.md index a2b12bb..45897ee 100644 --- a/inst/doc/practical_guide.md +++ b/inst/doc/practical_guide.md @@ -1012,23 +1012,15 @@ r <- Compute(wf, ### Nord3-v2 ```r - res <- Compute(wf, - chunks = list(latitude = 2, - longitude = 2), - threads_load = 2, - threads_compute = 4, - cluster = list(queue_host = 'nord4.bsc.es', - queue_type = 'slurm', - temp_dir = '/gpfs/scratch/bsc32/bsc32734/startR_hpc/', - cores_per_job = 2, - job_wallclock = '01:00:00', - max_jobs = 4, - bidirectional = FALSE, - polling_period = 10 - ), - ecflow_suite_dir = '/home/Earth/aho/startR_local/', - wait = TRUE - ) +cluster = list(queue_host = 'nord4.bsc.es', + queue_type = 'slurm', + temp_dir = '/gpfs/scratch/bsc32/bsc32734/startR_hpc/', + cores_per_job = 2, + job_wallclock = '01:00:00', + max_jobs = 4, + bidirectional = FALSE, + polling_period = 10 + ) ``` ### Nord3 (deprecated) -- GitLab From 9c8f313a205e06b7a718768e999dc4387a0ebd76 Mon Sep 17 00:00:00 2001 From: aho Date: Wed, 15 Jun 2022 14:40:49 +0200 Subject: [PATCH 09/49] Change Power9 to Nord3v2 --- inst/doc/practical_guide.md | 34 ++++++++++++++++++---------------- 1 file changed, 18 insertions(+), 16 deletions(-) diff --git a/inst/doc/practical_guide.md b/inst/doc/practical_guide.md index 45897ee..73e1ead 100644 --- a/inst/doc/practical_guide.md +++ b/inst/doc/practical_guide.md @@ -79,22 +79,24 @@ step <- Step(fun, wf <- AddStep(data, step) -res <- Compute(wf, - chunks = list(latitude = 2, - longitude = 2), - threads_load = 2, - threads_compute = 4, - cluster = list(queue_host = 'p9login1.bsc.es', - queue_type = 'slurm', - temp_dir = '/gpfs/scratch/bsc32/bsc32473/startR_hpc/', - r_module = 'R/3.5.0-foss-2018b', - job_wallclock = '00:10:00', - cores_per_job = 4, - max_jobs = 4, - bidirectional = FALSE, - polling_period = 10 - ), - ecflow_suite_dir = '/home/Earth/nmanuben/startR_local/') + res <- Compute(wf, + chunks = list(latitude = 2, + longitude = 2), + threads_load = 2, + threads_compute = 4, + cluster = list(queue_host = 'nord4.bsc.es', + queue_type = 'slurm', + temp_dir = '/gpfs/scratch/bsc32/bsc32734/startR_hpc/', + cores_per_job = 4, + job_wallclock = '00:10:00', + max_jobs = 4, + extra_queue_params = list('#SBATCH --mem-per-cpu=3000'), + bidirectional = FALSE, + polling_period = 10 + ), + ecflow_suite_dir = '/home/Earth/aho/startR_local/', + wait = TRUE + ) ``` ## Configuring startR -- GitLab From 37886ebf560057c760bb75c56b54f6be3997a7bb Mon Sep 17 00:00:00 2001 From: Eva Rifa Date: Thu, 16 Jun 2022 16:35:11 +0200 Subject: [PATCH 10/49] Add special_setup to cluster list --- R/Compute.R | 2 +- inst/doc/practical_guide.md | 25 +++++++++++-------------- 2 files changed, 12 insertions(+), 15 deletions(-) diff --git a/R/Compute.R b/R/Compute.R index 0aa9424..1450b01 100644 --- a/R/Compute.R +++ b/R/Compute.R @@ -25,7 +25,7 @@ #' to use for the computation. The default value is 1. #'@param cluster A list of components that define the configuration of the #' machine to be run on. The comoponents vary from the different machines. -#' Check \href{https://earth.bsc.es/gitlab/es/startR/}{startR GitLab} for more +#' Check \href{https://earth.bsc.es/gitlab/es/startR/-/blob/master/inst/doc/practical_guide.md}{Practical guide on GitLab} for more #' details and examples. Only needed when the computation is not run locally. #' The default value is NULL. #'@param ecflow_suite_dir A character string indicating the path to a folder in diff --git a/inst/doc/practical_guide.md b/inst/doc/practical_guide.md index 73e1ead..c56fc0b 100644 --- a/inst/doc/practical_guide.md +++ b/inst/doc/practical_guide.md @@ -125,14 +125,7 @@ After following these steps for the connections in both directions (although fro Do not forget adding the following lines in your .bashrc on the HPC machine. -If you are planning to run it on CTE-Power: -``` -if [[ $BSC_MACHINE == "power" ]] ; then - module unuse /apps/modules/modulefiles/applications - module use /gpfs/projects/bsc32/software/rhel/7.4/ppc64le/POWER9/modules/all/ -fi -``` -If you are on Nord3-v2, then you'll have to add: +If you are planning to run it on Nord3-v2, you have to add: ``` if [ $BSC_MACHINE == "nord3v2" ]; then module purge @@ -140,6 +133,13 @@ if [ $BSC_MACHINE == "nord3v2" ]; then module unuse /apps/modules/modulefiles/applications /apps/modules/modulefiles/compilers /apps/modules/modulefiles/tools /apps/modules/modulefiles/libraries /apps/modules/modulefiles/environment fi ``` +If you are using CTE-Power: +``` +if [[ $BSC_MACHINE == "power" ]] ; then + module unuse /apps/modules/modulefiles/applications + module use /gpfs/projects/bsc32/software/rhel/7.4/ppc64le/POWER9/modules/all/ +fi +``` You can add the following lines in your .bashrc file on your workstation for convenience: ``` @@ -585,6 +585,7 @@ The parameter `cluster` expects a list with a number of components that will hav cluster = list(queue_host = 'nord4.bsc.es', queue_type = 'slurm', temp_dir = temp_dir, + r_module = 'R/4.1.2-foss-2019b' cores_per_job = 4, job_wallclock = '00:10:00', max_jobs = 4, @@ -609,6 +610,7 @@ The cluster components and options are explained next: - `extra_queue_params`: list of character strings with additional queue headers for the jobs to be submitted to the HPC. Mainly used to specify the amount of memory to book for each job (e.g. '#SBATCH --mem-per-cpu=30000'), to request special queuing (e.g. '#SBATCH --qos=bsc_es'), or to request use of specific software (e.g. '#SBATCH --reservation=test-rhel-7.5'). - `bidirectional`: whether the connection between the R workstation and the HPC login node is bidirectional (TRUE) or unidirectional from the workstation to the login node (FALSE). - `polling_period`: when the connection is unidirectional, the workstation will ask the HPC login node for results each `polling_period` seconds. An excessively small value can overload the login node or result in temporary banning. +- `special_setup`: name of the machine if the computation requires an special setup. Only Marenostrum 4 needs this parameter (e.g. special_setup = 'marenostrum4'). After the `Compute()` call is executed, an EC-Flow server is automatically started on your workstation, which will orchestrate the work and dispatch jobs onto the HPC. Thanks to the use of EC-Flow, you will also be able to monitor visually the progress of the execution. See the "Collect and the EC-Flow GUI" section. @@ -903,10 +905,6 @@ res <- Compute(step, list(system4, erai), wait = FALSE) ``` -### Example of computation of weekly means - -### Example with data on an irregular grid with selection of a region - ### Example on MareNostrum 4 ```r @@ -1038,8 +1036,7 @@ cluster = list(queue_host = 'nord1.bsc.es', max_jobs = 4, extra_queue_params = list('#BSUB -q bsc_es'), bidirectional = FALSE, - polling_period = 10, - special_setup = 'marenostrum4' + polling_period = 10 ) ``` -- GitLab From bf27dcbe1d04208469d151afe3daf1f3fa9f6bf4 Mon Sep 17 00:00:00 2001 From: aho Date: Fri, 1 Jul 2022 09:50:29 +0200 Subject: [PATCH 11/49] Change R version to 4.1.2 --- .gitlab-ci.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml index ef540fe..c7deb1a 100644 --- a/.gitlab-ci.yml +++ b/.gitlab-ci.yml @@ -3,7 +3,7 @@ stages: build: stage: build script: - - module load R/3.6.1-foss-2015a-bare + - module load R/4.1.2-foss-2015a-bare - module load CDO/1.9.8-foss-2015a - R CMD build --resave-data . - R CMD check --as-cran --no-manual --run-donttest startR_*.tar.gz -- GitLab From 71ccf0e0cc853ab2dd527baf3e85f0b39aafcf79 Mon Sep 17 00:00:00 2001 From: aho Date: Fri, 1 Jul 2022 16:12:49 +0200 Subject: [PATCH 12/49] Fix if conditional statement that have length > 1 --- R/Start.R | 2 +- R/zzz.R | 2 +- .../testthat/test-Start-indices_list_vector.R | 76 +++++++++---------- 3 files changed, 40 insertions(+), 40 deletions(-) diff --git a/R/Start.R b/R/Start.R index d9e9b09..a6d3c02 100644 --- a/R/Start.R +++ b/R/Start.R @@ -1409,7 +1409,7 @@ Start <- function(..., # dim = indices/selectors, # Chunk it only if it is defined dim (i.e., list of character with names of depended dim) if (!(length(dat_selectors[[depending_dim_name]]) == 1 && dat_selectors[[depending_dim_name]] %in% c('all', 'first', 'last'))) { - if (sapply(dat_selectors[[depending_dim_name]], is.character)) { + if (any(sapply(dat_selectors[[depending_dim_name]], is.character))) { dat_selectors[[depending_dim_name]] <- dat_selectors[[depending_dim_name]][desired_chunk_indices] } diff --git a/R/zzz.R b/R/zzz.R index 6b6189b..0579b59 100644 --- a/R/zzz.R +++ b/R/zzz.R @@ -566,7 +566,7 @@ generate_vars_to_transform <- function(vars_to_transform, picked_vars, transform # Turn indices to values for transform_crop_domain generate_transform_crop_domain_values <- function(transform_crop_domain, picked_vars) { - if (transform_crop_domain == 'all') { + if (any(transform_crop_domain == 'all')) { transform_crop_domain <- c(picked_vars[1], tail(picked_vars, 1)) } else { # indices() if (is.list(transform_crop_domain)) { diff --git a/tests/testthat/test-Start-indices_list_vector.R b/tests/testthat/test-Start-indices_list_vector.R index 0ad897a..82e5cb1 100644 --- a/tests/testthat/test-Start-indices_list_vector.R +++ b/tests/testthat/test-Start-indices_list_vector.R @@ -126,44 +126,18 @@ as.vector(exp2) # .. ..$ latitude : num [1:3(1d)] -81 -84.6 -88.2 -test_that("3. transform, indices reverse", { - -# lat and lon are lists of indices -suppressWarnings( -exp1 <- Start(dat = '/esarchive/exp/ecmwf/system5_m1/monthly_mean/$var$_f6h/$var$_$sdate$.nc', - var = 'tas', - sdate = '20000101', - ensemble = indices(1), - time = indices(1), - latitude = indices(list(30, 1)), - latitude_reorder = Sort(), - longitude = indices(list(1, 40)), # can't reverse. Different meaning - longitude_reorder = CircularSort(0, 360), - transform = CDORemapper, - transform_params = list(grid = 'r100x50', - method = 'con', - crop = c(0, 11, -90, -81)), - transform_vars = c('latitude', 'longitude'), - transform_extra_cells = 8, - synonims = list(latitude = c('lat', 'latitude'), - longitude = c('longitude', 'lon')), - return_vars = list(latitude = NULL, - longitude = NULL, - time = 'sdate'), - retrieve= T) -) - -# This test is not valid because it doesn't make sense to use longitude = 40:1. With the automatic "crop" values, the result is not correct. -## lat and lon are vectors of indices +#test_that("3. transform, indices reverse", { +# +## lat and lon are lists of indices #suppressWarnings( -#exp2 <- Start(dat = '/esarchive/exp/ecmwf/system5_m1/monthly_mean/$var$_f6h/$var$_$sdate$.nc', +#exp1 <- Start(dat = '/esarchive/exp/ecmwf/system5_m1/monthly_mean/$var$_f6h/$var$_$sdate$.nc', # var = 'tas', # sdate = '20000101', # ensemble = indices(1), # time = indices(1), -# latitude = 30:1, +# latitude = indices(list(30, 1)), # latitude_reorder = Sort(), -# longitude = 40:1, +# longitude = indices(list(1, 40)), # can't reverse. Different meaning # longitude_reorder = CircularSort(0, 360), # transform = CDORemapper, # transform_params = list(grid = 'r100x50', @@ -179,12 +153,38 @@ exp1 <- Start(dat = '/esarchive/exp/ecmwf/system5_m1/monthly_mean/$var$_f6h/$var # retrieve= T) #) # -#expect_equal( -#as.vector(drop(exp1)[, 4:1]), -#as.vector(exp2) -#) - -}) +## This test is not valid because it doesn't make sense to use longitude = 40:1. With the automatic "crop" values, the result is not correct. +### lat and lon are vectors of indices +##suppressWarnings( +##exp2 <- Start(dat = '/esarchive/exp/ecmwf/system5_m1/monthly_mean/$var$_f6h/$var$_$sdate$.nc', +## var = 'tas', +## sdate = '20000101', +## ensemble = indices(1), +## time = indices(1), +## latitude = 30:1, +## latitude_reorder = Sort(), +## longitude = 40:1, +## longitude_reorder = CircularSort(0, 360), +## transform = CDORemapper, +## transform_params = list(grid = 'r100x50', +## method = 'con', +## crop = c(0, 11, -90, -81)), +## transform_vars = c('latitude', 'longitude'), +## transform_extra_cells = 8, +## synonims = list(latitude = c('lat', 'latitude'), +## longitude = c('longitude', 'lon')), +## return_vars = list(latitude = NULL, +## longitude = NULL, +## time = 'sdate'), +## retrieve= T) +##) +## +##expect_equal( +##as.vector(drop(exp1)[, 4:1]), +##as.vector(exp2) +##) +# +#}) ################################################################ ################################################################ -- GitLab From e715b34b705d544d6711f985d4e90be0b65094a3 Mon Sep 17 00:00:00 2001 From: aho Date: Tue, 26 Jul 2022 15:24:41 +0200 Subject: [PATCH 13/49] Use destination grid instead of values to count sri; improve unit tests --- R/Start.R | 104 +--- tests/testthat/test-Compute-transform_all.R | 93 ++- .../testthat/test-Compute-transform_indices.R | 382 ++---------- .../testthat/test-Compute-transform_values.R | 566 +++--------------- 4 files changed, 173 insertions(+), 972 deletions(-) diff --git a/R/Start.R b/R/Start.R index a6d3c02..43aa6d1 100644 --- a/R/Start.R +++ b/R/Start.R @@ -3046,97 +3046,18 @@ Start <- function(..., # dim = indices/selectors, sub_array_of_sri <- sub_array_of_sri[[1]]:sub_array_of_sri[[2]] } - # Chunk sub_array_of_sri if this inner_dim needs to be chunked - #TODO: Potential problem: the transformed_subset_var value falls between - # the end of sub_sub_array_of_values of the 1st chunk and the beginning - # of sub_sub_array_of_values of the 2nd chunk. Then, one sub_array_of_sri - # will miss. 'previous_sri' is checked and will be included if this - # situation happens, but don't know if the transformed result is - # correct or not. - # NOTE: The chunking criteria may not be 100% correct. The current way - # is to pick the sri that larger than the minimal sub_sub_array_of_values - # and smaller than the maximal sub_sub_array_of_values; if it's - # the first chunk, make sure the 1st sri is included; if it's the - # last chunk, make sure the last sri is included. - if (chunks[[inner_dim]]["n_chunks"] > 1) { - sub_array_of_sri_complete <- sub_array_of_sri - if (is.list(sub_sub_array_of_values)) { # list - sub_array_of_sri <- - which(transformed_subset_var >= min(unlist(sub_sub_array_of_values)) & - transformed_subset_var <= max(unlist(sub_sub_array_of_values))) - # if it's 1st chunk & the first sri is not included, include it. - if (chunks[[inner_dim]]["chunk"] == 1 & - !(sub_array_of_sri_complete[1] %in% sub_array_of_sri)) { - sub_array_of_sri <- c(sub_array_of_sri_complete[1], sub_array_of_sri) - } - # if it's last chunk & the last sri is not included, include it. - if (chunks[[inner_dim]]["chunk"] == chunks[[inner_dim]]["n_chunks"] & - !(tail(sub_array_of_sri_complete, 1) %in% sub_array_of_sri)) { - sub_array_of_sri <- c(sub_array_of_sri, tail(sub_array_of_sri_complete, 1)) - } +#======================================================== - # Check if sub_array_of_sri perfectly connects to the previous sri. - # If not, inlclude the previous sri. - #NOTE 1: don't know if the transform for the previous sri is - # correct or not. - #NOTE 2: If crop = T, sub_array_of_sri always starts from 1. - # Don't know if the cropping will miss some sri or not. - if (sub_array_of_sri[1] != 1) { - if (!is.null(previous_sub_sub_array_of_values)) { - # if decreasing = F - if (transformed_subset_var[1] < transformed_subset_var[2]) { - previous_sri <- max(which(transformed_subset_var <= previous_sub_sub_array_of_values)) - } else { - # if decreasing = T - previous_sri <- max(which(transformed_subset_var >= previous_sub_sub_array_of_values)) - } - if (previous_sri + 1 != sub_array_of_sri[1]) { - sub_array_of_sri <- (previous_sri + 1):sub_array_of_sri[length(sub_array_of_sri)] - } - } - } - - } else { # is vector - tmp <- which(transformed_subset_var >= min(sub_sub_array_of_values) & - transformed_subset_var <= max(sub_sub_array_of_values)) - # Ensure tmp and sub_array_of_sri are both ascending or descending - if (is.unsorted(tmp) != is.unsorted(sub_array_of_sri)) { - tmp <- rev(tmp) - } - # Include first or last sri if tmp doesn't have. It's only for - # ""vectors"" because vectors look for the closest value. - #NOTE: The condition here is not correct. The criteria should be - # 'vector' instead of indices. - if (chunks[[inner_dim]]["chunk"] == 1) { - sub_array_of_sri <- unique(c(sub_array_of_sri[1], tmp)) - } else if (chunks[[inner_dim]]["chunk"] == - chunks[[inner_dim]]["n_chunks"]) { # last chunk - sub_array_of_sri <- unique(c(tmp, sub_array_of_sri[length(sub_array_of_sri)])) - } else { - sub_array_of_sri <- tmp - } - # Check if sub_array_of_sri perfectly connects to the previous sri. - # If not, inlclude the previous sri. - #NOTE 1: don't know if the transform for the previous sri is - # correct or not. - #NOTE 2: If crop = T, sub_array_of_sri always starts from 1. - # Don't know if the cropping will miss some sri or not. - if (sub_array_of_sri[1] != 1) { - if (!is.null(previous_sub_sub_array_of_values)) { - # if decreasing = F - if (transformed_subset_var[1] < transformed_subset_var[2]) { - previous_sri <- max(which(transformed_subset_var <= previous_sub_sub_array_of_values)) - } else { - # if decreasing = T - previous_sri <- max(which(transformed_subset_var >= previous_sub_sub_array_of_values)) - } - if (previous_sri + 1 != which(sub_array_of_sri[1] == sub_array_of_sri_complete)) { - sub_array_of_sri <- (previous_sri + 1):sub_array_of_sri[length(sub_array_of_sri)] - } - } - } - } +# Instead of using values to find sri, directly use the destination grid to count. +#NOTE: sub_array_of_sri seems to start at 1 always (because crop = c(lonmin, lonmax, latmin, latmax) already?) + if (chunks[[inner_dim]]["n_chunks"] > 1) { + sub_array_of_sri <- sub_array_of_sri[get_chunk_indices( + length(sub_array_of_sri), + chunks[[inner_dim]]["chunk"], + chunks[[inner_dim]]["n_chunks"], + inner_dim)] } +#======================================================== ordered_sri <- sub_array_of_sri sub_array_of_sri <- transformed_subset_var_unorder[sub_array_of_sri] @@ -3333,6 +3254,11 @@ Start <- function(..., # dim = indices/selectors, selector_store_position <- chunk } sub_array_of_indices <- transformed_indices[which(indices_chunk == chunk)] + + #NOTE: This 'with_transform' part is probably not tested because + # here is for the inner dim that goes across a file dim, which + # is normally not lat and lon dimension. If in the future, we + # can interpolate time, this part needs to be examined. if (with_transform) { # If the provided selectors are expressed in the world # before transformation diff --git a/tests/testthat/test-Compute-transform_all.R b/tests/testthat/test-Compute-transform_all.R index 2a676e4..e6363f4 100644 --- a/tests/testthat/test-Compute-transform_all.R +++ b/tests/testthat/test-Compute-transform_all.R @@ -15,33 +15,36 @@ data <- Start(dat = path, member = indices(1:2), transform = CDORemapper, transform_extra_cells = 2, - transform_params = list(grid = 'r100x50', method = 'conservative', crop = FALSE), - transform_vars = c('lat','lon'), + transform_params = list(grid = 'r100x50', method = 'conservative'), + transform_vars = c('lat', 'lon'), synonims = list(lon = c('lon', 'longitude'), lat = c('lat', 'latitude')), return_vars = list(lat = 'dat', lon = 'dat', time = 'sdate'), retrieve = FALSE) ) - func <- function(x) { - a <- mean(x, na.rm = TRUE) - return(a) - } - step <- Step(func, target_dims = c('time'), - output_dims = NULL) - wf <- AddStep(data, step) +func <- function(x) { + return(x) +} + +step <- Step(func, target_dims = c('time'), + output_dims = 'time') +wf <- AddStep(data, step) + +#--- suppressWarnings( - res <- Compute(wf, - chunks = list(member = 2)) +resT <- eval(data) +) +suppressWarnings( +res1 <- Compute(wf, chunks = list(member = 2)) ) expect_equal( -dim(res$output1), -c(dat = 1, var = 1, sdate = 1, lat = 50, lon = 100, fyear = 1, member = 2) +dim(res1$output1), +c(time = 2, dat = 1, var = 1, sdate = 1, lat = 50, lon = 100, fyear = 1, member = 2) ) expect_equal( -res$output1[1, 1, 1, 10:12, 20, 1, 1], -c(274.2808, 275.8509, 277.7623), -tolerance = 0.0001 +as.vector(resT), +as.vector(res1$output1) ) }) @@ -49,8 +52,7 @@ tolerance = 0.0001 test_that("2. chunk along lon", { #skip_on_cran() -#!!!!!!!!!!!!!!!!!!!NOTE: the results are not identical when exp has extra cells = 2!!!!!!!!!!!!!!!!!! -# But exp2 (retrieve = T) has the same results with extra_cells = 2 and 8. +#NOTE: the results are not identical when exp has extra cells = 2 suppressWarnings( exp <- Start(dat = '/esarchive/exp/ecmwf/system5_m1/monthly_mean/$var$_f6h/$var$_$sdate$.nc', @@ -64,8 +66,8 @@ exp <- Start(dat = '/esarchive/exp/ecmwf/system5_m1/monthly_mean/$var$_f6h/$var$ longitude_reorder = CircularSort(0, 360), transform = CDORemapper, transform_params = list(grid = 'r100x50', - method = 'con', - crop = FALSE), + method = 'con'), +# crop = FALSE), transform_vars = c('latitude', 'longitude'), transform_extra_cells = 8, synonims = list(latitude = c('lat', 'latitude'), @@ -81,46 +83,35 @@ exp <- Start(dat = '/esarchive/exp/ecmwf/system5_m1/monthly_mean/$var$_f6h/$var$ } step <- Step(func, target_dims = 'time', output_dims = 'time') wf <- AddStep(exp, step) + +#--- suppressWarnings( - res <- Compute(wf, chunks = list(longitude = 2)) +resT <- eval(exp) ) suppressWarnings( - res2 <- Compute(wf, chunks = list(ensemble = 1)) +res1 <- Compute(wf, chunks = list(longitude = 2))$output1 ) - -expect_equal( -res$output1, -res2$output1 +#suppressWarnings( +# res2 <- Compute(wf, chunks = list(ensemble = 1)) +#) +suppressWarnings( +res3 <- Compute(wf, chunks = list(longitude = 2, latitude = 2))$output1 ) - -# Check with retrieve = TRUE suppressWarnings( -exp2 <- Start(dat = '/esarchive/exp/ecmwf/system5_m1/monthly_mean/$var$_f6h/$var$_$sdate$.nc', - var = 'tas', - sdate = '20000101', - ensemble = indices(1), - time = indices(1), - latitude = 'all', - latitude_reorder = Sort(), - longitude = 'all', - longitude_reorder = CircularSort(0, 360), - transform = CDORemapper, - transform_params = list(grid = 'r100x50', - method = 'con', - crop = FALSE), - transform_vars = c('latitude', 'longitude'), - transform_extra_cells = 2, - synonims = list(latitude = c('lat', 'latitude'), - longitude = c('longitude', 'lon')), - return_vars = list(latitude = 'dat',#NULL, - longitude = 'dat',#NULL, - time = 'sdate'), - retrieve = T) +res4 <- Compute(wf, chunks = list(longitude = 3))$output1 ) expect_equal( -as.vector(res$output1), -as.vector(exp2) +as.vector(resT), +as.vector(res1) +) +expect_equal( +res1, +res3 +) +expect_equal( +res1, +res4 ) }) diff --git a/tests/testthat/test-Compute-transform_indices.R b/tests/testthat/test-Compute-transform_indices.R index 3d7bb7d..34ddf48 100644 --- a/tests/testthat/test-Compute-transform_indices.R +++ b/tests/testthat/test-Compute-transform_indices.R @@ -40,8 +40,8 @@ exp <- Start(dat = path, lon_reorder = CircularSort(0, 360), transform = CDORemapper, transform_extra_cells = 8, - transform_params = list(grid = 'r100x50', method = 'conservative', - crop = c(0, 360, -90, 90)), + transform_params = list(grid = 'r100x50', method = 'conservative'), +# crop = c(0, 360, -90, 90)), transform_vars = c('lat','lon'), synonims = list(lon = c('lon', 'longitude'), lat = c('lat', 'latitude')), return_vars = list(lat = 'dat', lon = 'dat', time = 'sdate'), @@ -53,20 +53,24 @@ func <- function(x) { step <- Step(func, target_dims = 'time', output_dims = 'time') wf <- AddStep(exp, step) +#--- suppressWarnings( -res1 <- Compute(wf, chunks = list(lon = 2)) +resT <- eval(exp) ) suppressWarnings( -res2 <- Compute(wf, chunks = list(ensemble = 1)) +res1 <- Compute(wf, chunks = list(lon = 2)) ) +#suppressWarnings( +#res2 <- Compute(wf, chunks = list(ensemble = 1)) +#) suppressWarnings( res3 <- Compute(wf, chunks = list(lon = 3)) ) expect_equal( -res1$output1, -res2$output1 +as.vector(res1$output1), +as.vector(resT) ) expect_equal( res1$output1, @@ -88,8 +92,8 @@ exp <- Start(dat = path, lon_reorder = CircularSort(0, 360), transform = CDORemapper, transform_extra_cells = 8, - transform_params = list(grid = 'r100x50', method = 'conservative', - crop = c(0, 360, -90, 90)), + transform_params = list(grid = 'r100x50', method = 'conservative'), +# crop = c(0, 360, -90, 90)), transform_vars = c('lat','lon'), synonims = list(lon = c('lon', 'longitude'), lat = c('lat', 'latitude')), return_vars = list(lat = 'dat', lon = 'dat', time = 'sdate'), @@ -101,6 +105,7 @@ func <- function(x) { step <- Step(func, target_dims = 'time', output_dims = 'time') wf <- AddStep(exp, step) +#--- suppressWarnings( res1_list <- Compute(wf, chunks = list(lon = 2)) ) @@ -109,116 +114,6 @@ res1$output1, res1_list$output1 ) -#----------------------------------- -# crop = FALSE -suppressWarnings( -exp <- Start(dat = path, - var = 'tas', - sdate = '20000101', - ensemble = indices(1), - time = indices(1), - lat = indices(1:640), - lon = indices(1:1296), - lat_reorder = Sort(), - lon_reorder = CircularSort(0, 360), - transform = CDORemapper, - transform_extra_cells = 8, - transform_params = list(grid = 'r100x50', method = 'conservative', - crop = FALSE), - transform_vars = c('lat','lon'), - synonims = list(lon = c('lon', 'longitude'), lat = c('lat', 'latitude')), - return_vars = list(lat = 'dat', lon = 'dat', time = 'sdate'), - retrieve = F) -) -func <- function(x) { - return(x) -} -step <- Step(func, target_dims = 'time', output_dims = 'time') -wf <- AddStep(exp, step) - -suppressWarnings( -res_crop_F_1 <- Compute(wf, chunks = list(lon = 2)) -) -suppressWarnings( -res_crop_F_2 <- Compute(wf, chunks = list(ensemble = 1)) -) -suppressWarnings( -res_crop_F_3 <- Compute(wf, chunks = list(lon = 3)) -) - -expect_equal( -res1$output1, -res_crop_F_1$output1 -) -expect_equal( -res_crop_F_1$output1, -res_crop_F_2$output1 -) -expect_equal( -res_crop_F_1$output1, -res_crop_F_3$output1 -) - -#--------------------------------------------- -#!!!!!!!!!!!!!!!!!!!!Problem when global + crop = T + chunk along lon!!!!!!!!!!!!!!!! -# crop = TRUE -suppressWarnings( -exp <- Start(dat = path, - var = 'tas', - sdate = '20000101', - ensemble = indices(1), - time = indices(1), - lat = indices(1:640), - lon = indices(1:1296), - lat_reorder = Sort(), - lon_reorder = CircularSort(0, 360), - transform = CDORemapper, - transform_extra_cells = 8, - transform_params = list(grid = 'r100x50', method = 'conservative', - crop = TRUE), - transform_vars = c('lat','lon'), - synonims = list(lon = c('lon', 'longitude'), lat = c('lat', 'latitude')), - return_vars = list(lat = 'dat', lon = 'dat', time = 'sdate'), - retrieve = F) -) -func <- function(x) { - return(x) -} -step <- Step(func, target_dims = 'time', output_dims = 'time') -wf <- AddStep(exp, step) - -#WRONG?????? -suppressWarnings( -res_crop_T_1 <- Compute(wf, chunks = list(lon = 2)) -) -suppressWarnings( -res_crop_T_2 <- Compute(wf, chunks = list(ensemble = 1)) -) -#WRONG????? -suppressWarnings( -res_crop_T_3 <- Compute(wf, chunks = list(lon = 3)) -) -suppressWarnings( -res_crop_T_4 <- Compute(wf, chunks = list(lat = 2)) -) - -expect_equal( -res1$output1, -res_crop_T_1$output1 -) -expect_equal( -res1$output1, -res_crop_T_2$output1 -) -expect_equal( -res1$output1, -res_crop_T_3$output1 -) -expect_equal( -res1$output1, -res_crop_T_4$output1 -) - }) @@ -281,149 +176,45 @@ func <- function(x) { step <- Step(func, target_dims = 'time', output_dims = 'time') wf <- AddStep(exp, step) +#--- suppressWarnings( -res <- Compute(wf, chunks = list(lon = 2)) +resT <- eval(exp) ) suppressWarnings( -res2 <- Compute(wf, chunks = list(ensemble = 1)) +res1 <- Compute(wf, chunks = list(lon = 2)) ) +#suppressWarnings( +#res2 <- Compute(wf, chunks = list(ensemble = 1)) +#) suppressWarnings( res3 <- Compute(wf, chunks = list(lon = 3)) ) - expect_equal( -res$output1, -res2$output1 +as.vector(res1$output1), +as.vector(resT) ) expect_equal( -res$output1, +res1$output1, res3$output1 ) expect_equal( -drop(res$output1)[, 1], +drop(res1$output1)[, 1], c(241.4042, 242.5804, 246.8507, 245.8008, 246.4318, 267.0983), tolerance = 0.001 ) expect_equal( -drop(res$output1)[, 2], +drop(res1$output1)[, 2], c(241.2223, 242.2564, 245.9863, 244.5377, 244.8937, 266.5749), tolerance = 0.001 ) expect_equal( -drop(res$output1)[, 3], +drop(res1$output1)[, 3], c(241.0895, 242.1896, 245.3183, 243.1169, 243.9446, 266.4386), tolerance = 0.001 ) -#------------------------------------------------------ -# crop = FALSE -suppressWarnings( -exp <- Start(dat = path, - var = 'tas', - sdate = '20000101', - ensemble = indices(1), - time = indices(1), - lat = indices(1:80), # 1:80 = -89.78488:-67.58778 - lon = indices(19:65), # 19:65 = 5.00000:17.7777778 - lat_reorder = Sort(), - lon_reorder = CircularSort(0, 360), - transform = CDORemapper, - transform_extra_cells = 8, - transform_params = list(grid = 'r100x50', - method = 'conservative', - crop = FALSE), - transform_vars = c('lat','lon'), - synonims = list(lon = c('lon', 'longitude'), lat = c('lat', 'latitude')), - return_vars = list(lat = 'dat', lon = 'dat', time = 'sdate'), - retrieve = F) -) - -func <- function(x) { - return(x) -} -step <- Step(func, target_dims = 'time', output_dims = 'time') -wf <- AddStep(exp, step) - -suppressWarnings( -res_crop_F_1 <- Compute(wf, chunks = list(lon = 2)) -) -suppressWarnings( -res_crop_F_2 <- Compute(wf, chunks = list(ensemble = 1)) -) -suppressWarnings( -res_crop_F_3 <- Compute(wf, chunks = list(lon = 3)) -) - -expect_equal( -res$output1, -res_crop_F_1$output1 -) -expect_equal( -res$output1, -res_crop_F_2$output1 -) -expect_equal( -res$output1, -res_crop_F_3$output1 -) - - - -#------------------------------------------------------ -# crop = TRUE -suppressWarnings( -exp <- Start(dat = path, - var = 'tas', - sdate = '20000101', - ensemble = indices(1), - time = indices(1), - lat = indices(1:80), # 1:80 = -89.78488:-67.58778 - lon = indices(19:65), # 19:65 = 5.00000:17.7777778 - lat_reorder = Sort(), - lon_reorder = CircularSort(0, 360), - transform = CDORemapper, - transform_extra_cells = 8, - transform_params = list(grid = 'r100x50', - method = 'conservative', - crop = T), - transform_vars = c('lat','lon'), - synonims = list(lon = c('lon', 'longitude'), lat = c('lat', 'latitude')), - return_vars = list(lat = 'dat', lon = 'dat', time = 'sdate'), - retrieve = F) -) - -func <- function(x) { - return(x) -} -step <- Step(func, target_dims = 'time', output_dims = 'time') -wf <- AddStep(exp, step) - -suppressWarnings( -res_crop_T_1 <- Compute(wf, chunks = list(lat = 2, lon = 2)) -) -suppressWarnings( -res_crop_T_2 <- Compute(wf, chunks = list(ensemble = 1)) -) -suppressWarnings( -res_crop_T_3 <- Compute(wf, chunks = list(lon = 3)) -) - - -expect_equal( -res$output1, -res_crop_T_1$output1 -) -expect_equal( -res$output1, -res_crop_T_2$output1 -) -expect_equal( -res$output1, -res_crop_T_3$output1 -) - }) @@ -485,18 +276,21 @@ step <- Step(func, target_dims = 'time', output_dims = 'time') wf <- AddStep(exp, step) suppressWarnings( -res1 <- Compute(wf, chunks = list(lon = 2)) +resT <- eval(exp) ) suppressWarnings( -res2 <- Compute(wf, chunks = list(ensemble = 1)) +res1 <- Compute(wf, chunks = list(lon = 2)) ) +#suppressWarnings( +#res2 <- Compute(wf, chunks = list(ensemble = 1)) +#) suppressWarnings( res3 <- Compute(wf, chunks = list(lon = 3)) ) expect_equal( -res1$output1, -res2$output1 +as.vector(res1$output1), +as.vector(resT) ) expect_equal( res1$output1, @@ -556,13 +350,20 @@ func <- function(x) { step <- Step(func, target_dims = 'time', output_dims = 'time') wf <- AddStep(exp, step) +#--- +suppressWarnings( +resT <- eval(exp) +) suppressWarnings( res4 <- Compute(wf, chunks = list(lon = 2)) ) suppressWarnings( res5 <- Compute(wf, chunks = list(lat = 2)) ) - +expect_equal( +as.vector(res4$output1), +as.vector(resT) +) expect_equal( res4$output1, res5$output1 @@ -572,107 +373,4 @@ as.vector(drop(res1$output1)[6:1, ]), as.vector(drop(res4$output1)) ) -#------------------------------------------------------ -#NOTE_19/01/2022: crop is deprecated -## crop = FALSE -#suppressWarnings( -#exp <- Start(dat = path, -# var = 'tas', -# sdate = '20000101', -# ensemble = indices(1), -# time = indices(1), -# lat = indices(1:80), # 1:80 = -89.78488:-67.58778 -# lon = indices(1:65),# 1:65 = 0.00000:17.7777778 -# lat_reorder = Sort(), -# lon_reorder = CircularSort(0, 360), -# transform = CDORemapper, -# transform_extra_cells = 8, -# transform_params = list(grid = 'r100x50', method = 'conservative', -# crop = F), -# transform_vars = c('lat','lon'), -# synonims = list(lon = c('lon', 'longitude'), lat = c('lat', 'latitude')), -# return_vars = list(lat = 'dat', lon = 'dat', time = 'sdate'), -# retrieve = F) -#) -# -#func <- function(x) { -# return(x) -#} -#step <- Step(func, target_dims = 'time', output_dims = 'time') -#wf <- AddStep(exp, step) -# -#suppressWarnings( -#res_crop_F_1 <- Compute(wf, chunks = list(lon = 2)) -#) -#suppressWarnings( -#res_crop_F_2 <- Compute(wf, chunks = list(ensemble = 1)) -#) -#suppressWarnings( -#res_crop_F_3 <- Compute(wf, chunks = list(lon = 3)) -#) -# -#expect_equal( -#as.vector(res1$output1), -#as.vector(drop(res_crop_F_1$output1)[1:6, ]) -#) -#expect_equal( -#res_crop_F_1$output1, -#res_crop_F_2$output1 -#) -#expect_equal( -#res_crop_F_1$output1, -#res_crop_F_3$output1 -#) -# -##---------------------------------------------- -## crop = TRUE -#suppressWarnings( -#exp <- Start(dat = path, -# var = 'tas', -# sdate = '20000101', -# ensemble = indices(1), -# time = indices(1), -# lat = indices(1:80), # 1:80 = -89.78488:-67.58778 -# lon = indices(1:65),# 1:65 = 0.00000:17.7777778 -# lat_reorder = Sort(), -# lon_reorder = CircularSort(0, 360), -# transform = CDORemapper, -# transform_extra_cells = 8, -# transform_params = list(grid = 'r100x50', method = 'conservative', -# crop = T), -# transform_vars = c('lat','lon'), -# synonims = list(lon = c('lon', 'longitude'), lat = c('lat', 'latitude')), -# return_vars = list(lat = 'dat', lon = 'dat', time = 'sdate'), -# retrieve = F) -#) -# -#func <- function(x) { -# return(x) -#} -#step <- Step(func, target_dims = 'time', output_dims = 'time') -#wf <- AddStep(exp, step) -# -#suppressWarnings( -#res_crop_T_1 <- Compute(wf, chunks = list(lon = 2)) -#) -#suppressWarnings( -#res_crop_T_2 <- Compute(wf, chunks = list(ensemble = 1)) -#) -#suppressWarnings( -#res_crop_T_3 <- Compute(wf, chunks = list(lon = 3)) -#) -# -#expect_equal( -#res_crop_F_1$output1, -#res_crop_T_1$output1 -#) -#expect_equal( -#res_crop_T_1$output1, -#res_crop_T_2$output1 -#) -#expect_equal( -#res_crop_T_1$output1, -#res_crop_T_3$output1 -#) -# }) diff --git a/tests/testthat/test-Compute-transform_values.R b/tests/testthat/test-Compute-transform_values.R index 1029b60..e6b6c26 100644 --- a/tests/testthat/test-Compute-transform_values.R +++ b/tests/testthat/test-Compute-transform_values.R @@ -29,8 +29,8 @@ exp <- Start(dat = '/esarchive/exp/ecmwf/system5_m1/monthly_mean/$var$_f6h/$var$ longitude_reorder = CircularSort(0, 360), transform = CDORemapper, transform_params = list(grid = 'r100x50', - method = 'con', - crop = c(lons.min, lons.max, lats.min, lats.max)), + method = 'con'), +# crop = c(lons.min, lons.max, lats.min, lats.max)), transform_vars = c('latitude', 'longitude'), transform_extra_cells = 8, synonims = list(latitude = c('lat', 'latitude'), @@ -46,12 +46,18 @@ func <- function(exp) { step <- Step(func, target_dims = 'sdate', output_dims = 'sdate') wf <- AddStep(exp, step) + +#--- suppressWarnings( -res1 <- Compute(wf, chunks = list(latitude = 2, longitude = 2))$output1 +resT <- eval(exp) ) + suppressWarnings( -res2 <- Compute(wf, chunks = list(ensemble = 1))$output1 +res1 <- Compute(wf, chunks = list(latitude = 2, longitude = 2))$output1 ) +#suppressWarnings( +#res2 <- Compute(wf, chunks = list(ensemble = 1))$output1 +#) suppressWarnings( res3 <- Compute(wf, chunks = list(longitude = 3))$output1 ) @@ -61,8 +67,8 @@ dim(res1), c(sdate = 1, dat = 1, var = 1, ensemble = 1, time = 1, latitude = 50, longitude = 100) ) expect_equal( -res1, -res2 +as.vector(res1), +as.vector(resT) ) expect_equal( res1, @@ -112,8 +118,8 @@ exp <- Start(dat = '/esarchive/exp/ecmwf/system5_m1/monthly_mean/$var$_f6h/$var$ longitude_reorder = CircularSort(0, 360), transform = CDORemapper, transform_params = list(grid = 'r100x50', - method = 'con', - crop = c(lons.min, lons.max, lats.min, lats.max)), + method = 'con'), +# crop = c(lons.min, lons.max, lats.min, lats.max)), transform_vars = c('latitude', 'longitude'), transform_extra_cells = 8, synonims = list(latitude = c('lat', 'latitude'), @@ -129,6 +135,8 @@ func <- function(exp) { step <- Step(func, target_dims = 'sdate', output_dims = 'sdate') wf <- AddStep(exp, step) + +#--- suppressWarnings( res1_vector <- Compute(wf, chunks = list(latitude = 2, longitude = 2))$output1 ) @@ -156,8 +164,8 @@ exp <- Start(dat = '/esarchive/exp/ecmwf/system5_m1/monthly_mean/$var$_f6h/$var$ longitude_reorder = CircularSort(-180, 180), transform = CDORemapper, transform_params = list(grid = 'r100x50', - method = 'con', - crop = c(lons.min, lons.max, lats.min, lats.max)), + method = 'con'), +# crop = c(lons.min, lons.max, lats.min, lats.max)), transform_vars = c('latitude', 'longitude'), transform_extra_cells = 8, synonims = list(latitude = c('lat', 'latitude'), @@ -173,12 +181,17 @@ func <- function(exp) { step <- Step(func, target_dims = 'sdate', output_dims = 'sdate') wf <- AddStep(exp, step) + +#--- suppressWarnings( -res1_180 <- Compute(wf, chunks = list(latitude = 2, longitude = 2))$output1 +resT_180 <- eval(exp) ) suppressWarnings( -res2_180 <- Compute(wf, chunks = list(ensemble = 1))$output1 +res1_180 <- Compute(wf, chunks = list(latitude = 2, longitude = 2))$output1 ) +#suppressWarnings( +#res2_180 <- Compute(wf, chunks = list(ensemble = 1))$output1 +#) suppressWarnings( res3_180 <- Compute(wf, chunks = list(longitude = 3))$output1 ) @@ -189,139 +202,14 @@ as.vector(res1_180), tolerance = 0.0001 ) expect_equal( -res1_180, -res2_180 +as.vector(res1_180), +as.vector(resT_180) ) expect_equal( res1_180, res3_180 ) -#============================================================ - -# crop = FALSE -lons.min <- 0 -lons.max <- 359.9 -lats.min <- -90 -lats.max <- 90 - -suppressWarnings( -exp <- Start(dat = '/esarchive/exp/ecmwf/system5_m1/monthly_mean/$var$_f6h/$var$_$sdate$.nc', - var = 'tas', - sdate = '20000101', - ensemble = indices(1), - time = indices(1), - latitude = values(list(lats.min, lats.max)), - latitude_reorder = Sort(), - longitude = values(list(lons.min, lons.max)), - longitude_reorder = CircularSort(0, 360), - transform = CDORemapper, - transform_params = list(grid = 'r100x50', - method = 'con', - crop = FALSE), - transform_vars = c('latitude', 'longitude'), - transform_extra_cells = 8, - synonims = list(latitude = c('lat', 'latitude'), - longitude = c('longitude', 'lon')), - return_vars = list(latitude = NULL, - longitude = NULL, - time = 'sdate'), - retrieve= F) -) -func <- function(exp) { - return(exp) -} -step <- Step(func, - target_dims = 'sdate', output_dims = 'sdate') -wf <- AddStep(exp, step) -suppressWarnings( -res_crop_F_1 <- Compute(wf, chunks = list(latitude = 2, longitude = 2))$output1 -) -suppressWarnings( -res_crop_F_2 <- Compute(wf, chunks = list(ensemble = 1))$output1 -) -suppressWarnings( -res_crop_F_3 <- Compute(wf, chunks = list(longitude = 3))$output1 -) - -expect_equal( -res1, -res_crop_F_1 -) -expect_equal( -res_crop_F_1, -res_crop_F_2 -) -expect_equal( -res_crop_F_1, -res_crop_F_3 -) - -#------------------------------------------------------- -#!!!!!!!!!!!!!!!!!!!!Problem when global + crop = T + chunk along lon!!!!!!!!!!!!!!!! - -# crop = TRUE -suppressWarnings( -exp <- Start(dat = '/esarchive/exp/ecmwf/system5_m1/monthly_mean/$var$_f6h/$var$_$sdate$.nc', - var = 'tas', - sdate = '20000101', - ensemble = indices(1), - time = indices(1), - latitude = values(list(lats.min, lats.max)), - latitude_reorder = Sort(), - longitude = values(list(lons.min, lons.max)), - longitude_reorder = CircularSort(0, 360), - transform = CDORemapper, - transform_params = list(grid = 'r100x50', - method = 'con', - crop = TRUE), - transform_vars = c('latitude', 'longitude'), - transform_extra_cells = 8, - synonims = list(latitude = c('lat', 'latitude'), - longitude = c('longitude', 'lon')), - return_vars = list(latitude = NULL, - longitude = NULL, - time = 'sdate'), - retrieve= F) -) -func <- function(exp) { - return(exp) -} -step <- Step(func, - target_dims = 'sdate', output_dims = 'sdate') -wf <- AddStep(exp, step) -#WRONG? -suppressWarnings( -res_crop_T_1 <- Compute(wf, chunks = list(latitude = 2, longitude = 2))$output1 -) -suppressWarnings( -res_crop_T_2 <- Compute(wf, chunks = list(ensemble = 1))$output1 -) -#WRONG? -suppressWarnings( -res_crop_T_3 <- Compute(wf, chunks = list(longitude = 3))$output1 -) -suppressWarnings( -res_crop_T_4 <- Compute(wf, chunks = list(latitude = 3))$output1 -) - -expect_equal( -res1, -res_crop_T_1 -) -expect_equal( -res1, -res_crop_T_2 -) -expect_equal( -res1, -res_crop_T_3 -) -expect_equal( -res1, -res_crop_T_4 -) - }) ############################################################################ @@ -366,10 +254,10 @@ exp <- Start(dat = '/esarchive/exp/ecmwf/system5_m1/monthly_mean/$var$_f6h/$var$ longitude_reorder = CircularSort(0, 360), transform = CDORemapper, transform_params = list(grid = 'r100x50', - method = 'con', - crop = c(lons.min, lons.max, lats.min, lats.max)), + method = 'con'), +# crop = c(lons.min, lons.max, lats.min, lats.max)), transform_vars = c('latitude', 'longitude'), - transform_extra_cells = 8, + transform_extra_cells = 16, #8, synonims = list(latitude = c('lat', 'latitude'), longitude = c('longitude', 'lon')), return_vars = list(latitude = NULL, #'dat', @@ -383,12 +271,17 @@ func <- function(exp) { step <- Step(func, target_dims = 'sdate', output_dims = 'sdate') wf <- AddStep(exp, step) + +#--- suppressWarnings( -res1 <- Compute(wf, chunks = list(latitude = 2, longitude = 2))$output1 +resT <- eval(exp) ) suppressWarnings( -res2 <- Compute(wf, chunks = list(ensemble = 1))$output1 +res1 <- Compute(wf, chunks = list(latitude = 2, longitude = 2))$output1 ) +#suppressWarnings( +#res2 <- Compute(wf, chunks = list(ensemble = 1))$output1 +#) suppressWarnings( res3 <- Compute(wf, chunks = list(longitude = 3))$output1 ) @@ -398,8 +291,8 @@ dim(res1), c(sdate = 1, dat = 1, var = 1, ensemble = 1, time = 1, latitude = 5, longitude = 3) ) expect_equal( -res1, -res2 +as.vector(res1), +as.vector(resT) ) expect_equal( res1, @@ -424,114 +317,6 @@ tolerance = 0.0001 #------------------------------------------------------- -# crop = FALSE -suppressWarnings( -exp <- Start(dat = '/esarchive/exp/ecmwf/system5_m1/monthly_mean/$var$_f6h/$var$_$sdate$.nc', - var = 'tas', - sdate = '20000101', - ensemble = indices(1), - time = indices(1), - latitude = values(list(lats.min, lats.max)), - latitude_reorder = Sort(), - longitude = values(list(lons.min, lons.max)), - longitude_reorder = CircularSort(0, 360), - transform = CDORemapper, - transform_params = list(grid = 'r100x50', - method = 'con', - crop = FALSE), - transform_vars = c('latitude', 'longitude'), - transform_extra_cells = 8, - synonims = list(latitude = c('lat', 'latitude'), - longitude = c('longitude', 'lon')), - return_vars = list(latitude = NULL, - longitude = NULL, - time = 'sdate'), - retrieve= F) -) -func <- function(exp) { - return(exp) -} -step <- Step(func, - target_dims = 'sdate', output_dims = 'sdate') -wf <- AddStep(exp, step) -suppressWarnings( -res_crop_F_1 <- Compute(wf, chunks = list(latitude = 2, longitude = 2))$output1 -) -suppressWarnings( -res_crop_F_2 <- Compute(wf, chunks = list(ensemble = 1))$output1 -) -suppressWarnings( -res_crop_F_3 <- Compute(wf, chunks = list(longitude = 3))$output1 -) - -expect_equal( -res1, -res_crop_F_1 -) -expect_equal( -res_crop_F_1, -res_crop_F_2 -) -expect_equal( -res_crop_F_1, -res_crop_F_3 -) - -#------------------------------------------------------- - -# crop = TRUE -suppressWarnings( -exp <- Start(dat = '/esarchive/exp/ecmwf/system5_m1/monthly_mean/$var$_f6h/$var$_$sdate$.nc', - var = 'tas', - sdate = '20000101', - ensemble = indices(1), - time = indices(1), - latitude = values(list(lats.min, lats.max)), - latitude_reorder = Sort(), - longitude = values(list(lons.min, lons.max)), - longitude_reorder = CircularSort(0, 360), - transform = CDORemapper, - transform_params = list(grid = 'r100x50', - method = 'con', - crop = TRUE), - transform_vars = c('latitude', 'longitude'), - transform_extra_cells = 8, - synonims = list(latitude = c('lat', 'latitude'), - longitude = c('longitude', 'lon')), - return_vars = list(latitude = NULL, - longitude = NULL, - time = 'sdate'), - retrieve= F) -) -func <- function(exp) { - return(exp) -} -step <- Step(func, - target_dims = 'sdate', output_dims = 'sdate') -wf <- AddStep(exp, step) -suppressWarnings( -res_crop_T_1 <- Compute(wf, chunks = list(latitude = 2, longitude = 2))$output1 -) -suppressWarnings( -res_crop_T_2 <- Compute(wf, chunks = list(ensemble = 1))$output1 -) -suppressWarnings( -res_crop_T_3 <- Compute(wf, chunks = list(longitude = 3))$output1 -) - -expect_equal( -res1, -res_crop_T_1 -) -expect_equal( -res_crop_T_1, -res_crop_T_2 -) -expect_equal( -res_crop_T_1, -res_crop_T_3 -) - # The region borders do not exist in the original grid value. For example, # the original grid is [longitude = 1296], so 11 and 21 do not exist there # (but 10 and 20 do, in the cases above) @@ -553,8 +338,8 @@ exp <- Start(dat = '/esarchive/exp/ecmwf/system5_m1/monthly_mean/$var$_f6h/$var$ longitude_reorder = CircularSort(0, 360), transform = CDORemapper, transform_params = list(grid = 'r100x50', - method = 'con', - crop = c(lons.min, lons.max, lats.min, lats.max)), + method = 'con'), +# crop = c(lons.min, lons.max, lats.min, lats.max)), transform_vars = c('latitude', 'longitude'), transform_extra_cells = 8, synonims = list(latitude = c('lat', 'latitude'), @@ -570,12 +355,17 @@ func <- function(exp) { step <- Step(func, target_dims = 'sdate', output_dims = 'sdate') wf <- AddStep(exp, step) + +#--- suppressWarnings( -res1 <- Compute(wf, chunks = list(latitude = 2, longitude = 2))$output1 +resT <- eval(exp) ) suppressWarnings( -res2 <- Compute(wf, chunks = list(ensemble = 1))$output1 +res1 <- Compute(wf, chunks = list(latitude = 2, longitude = 2))$output1 ) +#suppressWarnings( +#res2 <- Compute(wf, chunks = list(ensemble = 1))$output1 +##) suppressWarnings( res3 <- Compute(wf, chunks = list(latitude = 3))$output1 ) @@ -585,8 +375,8 @@ dim(res1), c(sdate = 1, dat = 1, var = 1, ensemble = 1, time = 1, latitude = 5, longitude = 2) ) expect_equal( -res1, -res2 +as.vector(res1), +as.vector(resT) ) expect_equal( res1, @@ -635,6 +425,7 @@ lons.max <- 20 lats.min <- 20 lats.max <- 40 +#NOTE: transform_extra_cells = 8 the results are not equal # crop = region suppressWarnings( exp <- Start(dat = '/esarchive/exp/ecmwf/system5_m1/monthly_mean/$var$_f6h/$var$_$sdate$.nc', @@ -648,10 +439,10 @@ exp <- Start(dat = '/esarchive/exp/ecmwf/system5_m1/monthly_mean/$var$_f6h/$var$ longitude_reorder = CircularSort(0, 360), transform = CDORemapper, transform_params = list(grid = 'r100x50', - method = 'con', - crop = c(lons.min, lons.max, lats.min, lats.max)), + method = 'con'), +# crop = c(lons.min, lons.max, lats.min, lats.max)), transform_vars = c('latitude', 'longitude'), - transform_extra_cells = 8, + transform_extra_cells = 16, #8, synonims = list(latitude = c('lat', 'latitude'), longitude = c('longitude', 'lon')), return_vars = list(latitude = NULL, @@ -665,12 +456,17 @@ func <- function(exp) { step <- Step(func, target_dims = 'sdate', output_dims = 'sdate') wf <- AddStep(exp, step) + +#--- suppressWarnings( -res1 <- Compute(wf, chunks = list(latitude = 2, longitude = 2))$output1 +resT <- eval(exp) ) suppressWarnings( -res2 <- Compute(wf, chunks = list(ensemble = 1))$output1 +res1 <- Compute(wf, chunks = list(latitude = 2, longitude = 2))$output1 ) +#suppressWarnings( +#res2 <- Compute(wf, chunks = list(ensemble = 1))$output1 +#) suppressWarnings( res3 <- Compute(wf, chunks = list(longitude = 3))$output1 ) @@ -680,8 +476,8 @@ dim(res1), c(sdate = 1, dat = 1, var = 1, ensemble = 1, time = 1, latitude = 5, longitude = 6) ) expect_equal( -res1, -res2 +as.vector(res1), +as.vector(resT) ) expect_equal( res1, @@ -723,6 +519,7 @@ tolerance = 0.001 #-------------------------------------------------------------- # crop = region, CircularSort(-180, 180) +#NOTE: transform_extra_cells = 8 the results are not equal suppressWarnings( exp <- Start(dat = '/esarchive/exp/ecmwf/system5_m1/monthly_mean/$var$_f6h/$var$_$sdate$.nc', var = 'tas', @@ -735,10 +532,10 @@ exp <- Start(dat = '/esarchive/exp/ecmwf/system5_m1/monthly_mean/$var$_f6h/$var$ longitude_reorder = CircularSort(-180, 180), transform = CDORemapper, transform_params = list(grid = 'r100x50', - method = 'con', - crop = c(lons.min, lons.max, lats.min, lats.max)), + method = 'con'), +# crop = c(lons.min, lons.max, lats.min, lats.max)), transform_vars = c('latitude', 'longitude'), - transform_extra_cells = 8, + transform_extra_cells = 16, #8, synonims = list(latitude = c('lat', 'latitude'), longitude = c('longitude', 'lon')), return_vars = list(latitude = NULL, @@ -752,12 +549,17 @@ func <- function(exp) { step <- Step(func, target_dims = 'sdate', output_dims = 'sdate') wf <- AddStep(exp, step) + +#--- suppressWarnings( -res1_180 <- Compute(wf, chunks = list(latitude = 2, longitude = 2))$output1 +resT_180 <- eval(exp) ) suppressWarnings( -res2_180 <- Compute(wf, chunks = list(ensemble = 1))$output1 +res1_180 <- Compute(wf, chunks = list(latitude = 2, longitude = 2))$output1 ) +#suppressWarnings( +#res2_180 <- Compute(wf, chunks = list(ensemble = 1))$output1 +#) suppressWarnings( res3_180 <- Compute(wf, chunks = list(longitude = 3))$output1 ) @@ -767,8 +569,8 @@ res1, res1_180 ) expect_equal( -res1_180, -res2_180 +as.vector(res1_180), +as.vector(resT_180) ) expect_equal( res1_180, @@ -777,220 +579,4 @@ res3_180 #================================================================ -# crop = FALSE -suppressWarnings( -exp <- Start(dat = '/esarchive/exp/ecmwf/system5_m1/monthly_mean/$var$_f6h/$var$_$sdate$.nc', - var = 'tas', - sdate = '20000101', - ensemble = indices(1), - time = indices(1), - latitude = values(list(lats.min, lats.max)), - latitude_reorder = Sort(), - longitude = values(list(lons.min, lons.max)), - longitude_reorder = CircularSort(0, 360), - transform = CDORemapper, - transform_params = list(grid = 'r100x50', - method = 'con', - crop = FALSE), - transform_vars = c('latitude', 'longitude'), - transform_extra_cells = 8, - synonims = list(latitude = c('lat', 'latitude'), - longitude = c('longitude', 'lon')), - return_vars = list(latitude = NULL, - longitude = NULL, - time = 'sdate'), - retrieve= F) -) -func <- function(exp) { - return(exp) -} -step <- Step(func, - target_dims = 'sdate', output_dims = 'sdate') -wf <- AddStep(exp, step) -suppressWarnings( -res_crop_F_1 <- Compute(wf, chunks = list(latitude = 2, longitude = 2))$output1 -) -suppressWarnings( -res_crop_F_2 <- Compute(wf, chunks = list(ensemble = 1))$output1 -) -suppressWarnings( -res_crop_F_3 <- Compute(wf, chunks = list(longitude = 3))$output1 -) - -expect_equal( -res1, -res_crop_F_1 -) -expect_equal( -res_crop_F_1, -res_crop_F_2 -) -expect_equal( -res_crop_F_1, -res_crop_F_3 -) - -#------------------------------------------------------- - -# crop = FALSE, CircularSort(-180, 180) -suppressWarnings( -exp <- Start(dat = '/esarchive/exp/ecmwf/system5_m1/monthly_mean/$var$_f6h/$var$_$sdate$.nc', - var = 'tas', - sdate = '20000101', - ensemble = indices(1), - time = indices(1), - latitude = values(list(lats.min, lats.max)), - latitude_reorder = Sort(), - longitude = values(list(lons.min, lons.max)), - longitude_reorder = CircularSort(-180, 180), - transform = CDORemapper, - transform_params = list(grid = 'r100x50', - method = 'con', - crop = FALSE), - transform_vars = c('latitude', 'longitude'), - transform_extra_cells = 8, - synonims = list(latitude = c('lat', 'latitude'), - longitude = c('longitude', 'lon')), - return_vars = list(latitude = NULL, - longitude = NULL, - time = 'sdate'), - retrieve = F) -) -func <- function(exp) { - return(exp) -} -step <- Step(func, - target_dims = 'sdate', output_dims = 'sdate') -wf <- AddStep(exp, step) -suppressWarnings( -res_crop_F_1_180 <- Compute(wf, chunks = list(latitude = 2, longitude = 2))$output1 -) -suppressWarnings( -res_crop_F_2_180 <- Compute(wf, chunks = list(ensemble = 1))$output1 -) -suppressWarnings( -res_crop_F_3_180 <- Compute(wf, chunks = list(longitude = 3))$output1 -) - -expect_equal( -res1, -res_crop_F_1_180 -) -expect_equal( -res_crop_F_1, -res_crop_F_2_180 -) -expect_equal( -res_crop_F_1, -res_crop_F_3_180 -) - -#=========================================================== - -# crop = TRUE -suppressWarnings( -exp <- Start(dat = '/esarchive/exp/ecmwf/system5_m1/monthly_mean/$var$_f6h/$var$_$sdate$.nc', - var = 'tas', - sdate = '20000101', - ensemble = indices(1), - time = indices(1), - latitude = values(list(lats.min, lats.max)), - latitude_reorder = Sort(), - longitude = values(list(lons.min, lons.max)), - longitude_reorder = CircularSort(0, 360), - transform = CDORemapper, - transform_params = list(grid = 'r100x50', - method = 'con', - crop = TRUE), - transform_vars = c('latitude', 'longitude'), - transform_extra_cells = 8, - synonims = list(latitude = c('lat', 'latitude'), - longitude = c('longitude', 'lon')), - return_vars = list(latitude = NULL, - longitude = NULL, - time = 'sdate'), - retrieve= F) -) -func <- function(exp) { - return(exp) -} -step <- Step(func, - target_dims = 'sdate', output_dims = 'sdate') -wf <- AddStep(exp, step) -suppressWarnings( -res_crop_T_1 <- Compute(wf, chunks = list(latitude = 2, longitude = 2))$output1 -) -suppressWarnings( -res_crop_T_2 <- Compute(wf, chunks = list(ensemble = 1))$output1 -) -suppressWarnings( -res_crop_T_3 <- Compute(wf, chunks = list(longitude = 3))$output1 -) - -expect_equal( -res1, -res_crop_T_1 -) -expect_equal( -res_crop_T_1, -res_crop_T_2 -) -expect_equal( -res_crop_T_1, -res_crop_T_3 -) -#-------------------------------------------------- -# crop = TRUE, CircularSort(-180, 180) -suppressWarnings( -exp <- Start(dat = '/esarchive/exp/ecmwf/system5_m1/monthly_mean/$var$_f6h/$var$_$sdate$.nc', - var = 'tas', - sdate = '20000101', - ensemble = indices(1), - time = indices(1), - latitude = values(list(lats.min, lats.max)), - latitude_reorder = Sort(), - longitude = values(list(lons.min, lons.max)), - longitude_reorder = CircularSort(-180, 180), - transform = CDORemapper, - transform_params = list(grid = 'r100x50', - method = 'con', - crop = TRUE), - transform_vars = c('latitude', 'longitude'), - transform_extra_cells = 8, - synonims = list(latitude = c('lat', 'latitude'), - longitude = c('longitude', 'lon')), - return_vars = list(latitude = NULL, - longitude = NULL, - time = 'sdate'), - retrieve = F) -) -func <- function(exp) { - return(exp) -} -step <- Step(func, - target_dims = 'sdate', output_dims = 'sdate') -wf <- AddStep(exp, step) -suppressWarnings( -res_crop_T_1_180 <- Compute(wf, chunks = list(latitude = 2, longitude = 2))$output1 -) -suppressWarnings( -res_crop_T_2_180 <- Compute(wf, chunks = list(ensemble = 1))$output1 -) -suppressWarnings( -res_crop_T_3_180 <- Compute(wf, chunks = list(longitude = 3))$output1 -) - -expect_equal( -res1, -res_crop_T_1_180 -) -expect_equal( -res_crop_T_1, -res_crop_T_2_180 -) -expect_equal( -res_crop_T_1, -res_crop_T_3_180 -) - }) -- GitLab From afee3a00541bdbf768393187f1e09feffee1f4e0 Mon Sep 17 00:00:00 2001 From: aho Date: Tue, 23 Aug 2022 11:43:58 +0200 Subject: [PATCH 14/49] If calendar attr doesn't exist, force it to be standard --- R/NcDataReader.R | 12 ++++++++++++ 1 file changed, 12 insertions(+) diff --git a/R/NcDataReader.R b/R/NcDataReader.R index 9c85e33..1c83d0a 100644 --- a/R/NcDataReader.R +++ b/R/NcDataReader.R @@ -210,6 +210,17 @@ NcDataReader <- function(file_path = NULL, file_object = NULL, } else if (grepl(' since ', units)) { # Find the calendar calendar <- attr(result, 'variables')[[var_name]]$calendar + # Calendar types recognized by as.PCICt() + cal.list <- c("365_day", "365", "noleap", "360_day", "360", "gregorian", "standard", "proleptic_gregorian") + + if (is.null(calendar)) { + warning("Calendar is missing. Use the standard calendar to calculate time values.") + calendar <- 'gregorian' + } else if (!calendar %in% cal.list) { + # if calendar is not recognized by as.PCICt(), forced it to be standard + warning("The calendar type '", calendar, "' is not recognized by NcDataReader(). It is forced to be standard type.") + calendar <- 'gregorian' + } if (calendar == 'standard') calendar <- 'gregorian' parts <- strsplit(units, ' since ')[[1]] @@ -291,6 +302,7 @@ NcDataReader <- function(file_path = NULL, file_object = NULL, result <- result * 30 * 24 * 60 * 60 # day to sec } else { #old code. The calendar is not in any of the above. + #NOTE: Should not have a chance to be used because the calendar types are forced to be standard above already. result <- result * 30.5 result <- result * 24 * 60 * 60 # day to sec } -- GitLab From 4ac331e92e5aa637123988a436b7b2787f1c6bdc Mon Sep 17 00:00:00 2001 From: aho Date: Tue, 23 Aug 2022 15:20:21 +0200 Subject: [PATCH 15/49] Hide empty tests; correct tests for the update of files --- tests/testthat/test-Start-calendar.R | 2 +- tests/testthat/test-Start-reorder-lat.R | 12 ++++++------ tests/testthat/test-Start-reorder-latCoarse.R | 18 +++++++++--------- 3 files changed, 16 insertions(+), 16 deletions(-) diff --git a/tests/testthat/test-Start-calendar.R b/tests/testthat/test-Start-calendar.R index 7e2c7cf..fde9c5e 100644 --- a/tests/testthat/test-Start-calendar.R +++ b/tests/testthat/test-Start-calendar.R @@ -211,7 +211,7 @@ suppressWarnings( expect_equal( attr(obs, 'Variables')$common$time[1], - as.POSIXct('2005-05-16 12:00:00', tz = 'UTC') + as.POSIXct('2005-05-01', tz = 'UTC') ) expect_equal( dim(attr(obs, 'Variables')$common$time), diff --git a/tests/testthat/test-Start-reorder-lat.R b/tests/testthat/test-Start-reorder-lat.R index 4133cf0..2fe5de9 100644 --- a/tests/testthat/test-Start-reorder-lat.R +++ b/tests/testthat/test-Start-reorder-lat.R @@ -872,13 +872,13 @@ res <- Start(dat = list(list(path=path_exp)), }) ############################################## -test_that("1-3. Selector type: indices(list)", { - -}) +#test_that("1-3. Selector type: indices(list)", { +# +#}) ############################################## -test_that("1-4. Selector type: indices(vector)", { - -}) +#test_that("1-4. Selector type: indices(vector)", { +# +#}) ############################################## test_that("4-x-2-12-123-2-1-x", { diff --git a/tests/testthat/test-Start-reorder-latCoarse.R b/tests/testthat/test-Start-reorder-latCoarse.R index 4fc62ad..6ca7b15 100644 --- a/tests/testthat/test-Start-reorder-latCoarse.R +++ b/tests/testthat/test-Start-reorder-latCoarse.R @@ -876,15 +876,15 @@ res <- Start(dat = list(list(path=path_exp)), }) ############################################## -test_that("1-3. Selector type: indices(list)", { - -}) +#test_that("1-3. Selector type: indices(list)", { +# +#}) ############################################## -test_that("1-4. Selector type: indices(vector)", { - -}) +#test_that("1-4. Selector type: indices(vector)", { +# +#}) ############################################## -test_that("1-4. Selector type: indices(vector)", { - -}) +#test_that("1-4. Selector type: indices(vector)", { +# +#}) -- GitLab From ba874e123c9faeda1dd89abca54f66748bb702ce Mon Sep 17 00:00:00 2001 From: aho Date: Tue, 23 Aug 2022 17:34:12 +0200 Subject: [PATCH 16/49] Revise scripts for file change --- inst/doc/usecase/ex2_13_irregular_regrid.R | 37 +++++++++---------- .../testthat/test-Compute-irregular_regrid.R | 30 ++++++++------- 2 files changed, 34 insertions(+), 33 deletions(-) diff --git a/inst/doc/usecase/ex2_13_irregular_regrid.R b/inst/doc/usecase/ex2_13_irregular_regrid.R index e09a691..3fe3fc1 100644 --- a/inst/doc/usecase/ex2_13_irregular_regrid.R +++ b/inst/doc/usecase/ex2_13_irregular_regrid.R @@ -10,8 +10,8 @@ library(startR) library(s2dv) -path <- paste0('/esarchive/exp/CMIP6/dcppA-hindcast/cmcc-cm2-sr5/cmip6-dcppA-hindcast_i1p1/', - 'DCPP/CMCC/CMCC-CM2-SR5/dcppA-hindcast/$member$/Omon/$var$/gn/v20210312/', +path <- paste0('/esarchive/exp/CMIP6/dcppA-hindcast/CMCC-CM2-SR5/', + 'DCPP/CMCC/CMCC-CM2-SR5/dcppA-hindcast/$member$/Omon/$var$/gn/v20200101/', '$var$_*_s$sdate$-$member$_gn_$aux$.nc') data <- Start(dataset = path, @@ -19,38 +19,35 @@ data <- Start(dataset = path, sdate = c('1960', '1961'), aux = 'all', aux_depends = 'sdate', - j = indices(2:361), # remove two indices to avoid white strips - i = indices(2:291), # remove two indices to avoid white strips + x = indices(2:361), # remove two indices to avoid white strips + y = indices(2:291), # remove two indices to avoid white strips time = indices(1:12), member = 'r1i1p1f1', - return_vars = list(j = NULL, i = NULL, - latitude = NULL, longitude = NULL), + return_vars = list(nav_lat = NULL, nav_lon = NULL), retrieve = F) attr(data, 'Dimensions') -#dataset var sdate aux j i time member +#dataset var sdate aux x y time member # 1 1 2 1 360 290 12 1 -dim(attr(data, 'Variables')$common$longitude) -# j i -#360 290 -dim(attr(data, 'Variables')$common$latitude) -# j i -#360 290 +dim(attr(data, 'Variables')$common$nav_lon) +# x y +#362 292 +dim(attr(data, 'Variables')$common$nav_lat) +# x y +#362 292 func_regrid <- function(data) { - lons <- attr(data, 'Variables')$common$longitude - lats <- attr(data, 'Variables')$common$latitude - data <- s2dv::CDORemap(data, lons, lats, grid = 'r360x180', - method = 'bil', crop = FALSE) + lons <- attr(data, 'Variables')$common$nav_lon + lats <- attr(data, 'Variables')$common$nav_lat + data <- s2dv::CDORemap(data, lons[2:361, 2:291], lats[2:361, 2:291], + grid = 'r360x180', method = 'bil', crop = FALSE) lons_reg <- data[['lons']] lats_reg <- data[['lats']] return(list(data = data[[1]], lats = lats_reg, lons = lons_reg)) } -#NOTE: The data transposes if target_dims are only 'j' and 'i'. -# If only 'j' and 'i', output_dims will be 'lat', 'lon'. step <- Step(fun = func_regrid, - target_dims = list(data = c('j', 'i')), + target_dims = list(data = c('x', 'y')), output_dims = list(data = c('lon', 'lat'), lats = 'lat', lons = 'lon'), use_attributes = list(data = "Variables")) diff --git a/tests/testthat/test-Compute-irregular_regrid.R b/tests/testthat/test-Compute-irregular_regrid.R index d92380a..00a5c1d 100644 --- a/tests/testthat/test-Compute-irregular_regrid.R +++ b/tests/testthat/test-Compute-irregular_regrid.R @@ -5,7 +5,7 @@ context("Irregular regriding in the workflow") test_that("1. ex2_13", { path <- paste0('/esarchive/exp/CMIP6/dcppA-hindcast/CMCC-CM2-SR5/', - 'DCPP/CMCC/CMCC-CM2-SR5/dcppA-hindcast/$member$/Omon/$var$/gn/v20210312/', + 'DCPP/CMCC/CMCC-CM2-SR5/dcppA-hindcast/$member$/Omon/$var$/gn/v20200101/', '$var$_*_s$sdate$-$member$_gn_$aux$.nc') suppressWarnings( data <- Start(dataset = path, @@ -13,28 +13,27 @@ data <- Start(dataset = path, sdate = '1960', aux = 'all', aux_depends = 'sdate', - j = indices(2:361), # remove two indices to avoid white strips - i = indices(2:291), # remove two indices to avoid white strips + x = indices(2:361), # remove two indices to avoid white strips + y = indices(2:291), # remove two indices to avoid white strips time = indices(1), member = 'r1i1p1f1', - return_vars = list(j = NULL, i = NULL, - latitude = NULL, longitude = NULL), +# synonims = list(j = c(j, x), i = c(i, y)), + return_vars = list(#x = NULL, y = NULL, + nav_lat = NULL, nav_lon = NULL), retrieve = F) ) func_regrid <- function(data) { - lons <- attr(data, 'Variables')$common$longitude - lats <- attr(data, 'Variables')$common$latitude - data <- s2dv::CDORemap(data, lons, lats, grid = 'r360x180', + lons <- attr(data, 'Variables')$common$nav_lon + lats <- attr(data, 'Variables')$common$nav_lat + data <- s2dv::CDORemap(data, lons[2:361, 2:291], lats[2:361, 2:291], grid = 'r360x180', method = 'bil', crop = FALSE) lons_reg <- data[['lons']] lats_reg <- data[['lats']] return(list(data = data[[1]], lats = lats_reg, lons = lons_reg)) } -#NOTE: The data transposes if target_dims are only 'j' and 'i'. -# If only 'j' and 'i', output_dims will be 'lat', 'lon'. step <- Step(fun = func_regrid, - target_dims = list(data = c('j', 'i')), + target_dims = list(data = c('x', 'y')), output_dims = list(data = c('lon', 'lat'), lats = 'lat', lons = 'lon'), use_attributes = list(data = "Variables")) @@ -55,11 +54,11 @@ c(lon = 360, dataset = 1, var = 1, sdate = 1, aux = 1, time = 1, member = 1) ) expect_equal( attr(data, 'Dimensions'), -c(dataset = 1, var = 1, sdate = 1, aux = 1, j = 360, i = 290, time = 1, member = 1) +c(dataset = 1, var = 1, sdate = 1, aux = 1, x = 360, y = 290, time = 1, member = 1) ) expect_equal( mean(res$data, na.rm = T), -13.20951, +8.782398, tolerance = 0.0001 ) expect_equal( @@ -67,5 +66,10 @@ drop(res$data)[120,105:110], c(28.32521, 28.07044, 27.59033, 27.02514, 26.55184, 26.67090), tolerance = 0.0001 ) +expect_equal( +range(res$data), +c(-1.799982, 31.130471), +tolerance = 0.0001 +) }) -- GitLab From 49d8fe345765e45bd6f5731ddf101adca9e2839a Mon Sep 17 00:00:00 2001 From: aho Date: Thu, 25 Aug 2022 19:16:35 +0200 Subject: [PATCH 17/49] Update document. Change version to 2.2.0-2 --- DESCRIPTION | 4 ++-- NEWS.md | 5 +++++ man/Compute.Rd | 2 +- 3 files changed, 8 insertions(+), 3 deletions(-) diff --git a/DESCRIPTION b/DESCRIPTION index af073b1..4c800e7 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -1,6 +1,6 @@ Package: startR Title: Automatically Retrieve Multidimensional Distributed Data Sets -Version: 2.2.0-1 +Version: 2.2.0-2 Authors@R: c( person("Nicolau", "Manubens", , "nicolau.manubens@bsc.es", role = c("aut")), person("An-Chi", "Ho", , "an.ho@bsc.es", role = c("aut", "cre")), @@ -39,4 +39,4 @@ License: Apache License 2.0 URL: https://earth.bsc.es/gitlab/es/startR/ BugReports: https://earth.bsc.es/gitlab/es/startR/-/issues SystemRequirements: cdo ecFlow -RoxygenNote: 7.0.1 +RoxygenNote: 7.2.0 diff --git a/NEWS.md b/NEWS.md index 11f5a30..a3ac518 100644 --- a/NEWS.md +++ b/NEWS.md @@ -1,3 +1,8 @@ +# startR v2.2.0-2 (Release date: 2022-08-25) +- Use the destination grid to decide which indices to take after interpolation. +- Bugfix when Start() parameter "return_vars" is not used. +- Allow netCDF files to not have calendar attributes (force it to be standard calendar) + # startR v2.2.0-1 (Release date: 2022-04-19) - Bugfix for the case that the variable has units like time, e.g., "days". - Development of metadata reshaping. The metadata should correspond to data if data are reshaped by parameter "merge_across_dims" and "split_multiselected_dims", as well as if data selectors are not continuous indices. diff --git a/man/Compute.Rd b/man/Compute.Rd index 7d6db4d..5b03abd 100644 --- a/man/Compute.Rd +++ b/man/Compute.Rd @@ -36,7 +36,7 @@ to use for the computation. The default value is 1.} \item{cluster}{A list of components that define the configuration of the machine to be run on. The comoponents vary from the different machines. -Check \href{https://earth.bsc.es/gitlab/es/startR/}{startR GitLab} for more +Check \href{https://earth.bsc.es/gitlab/es/startR/-/blob/master/inst/doc/practical_guide.md}{Practical guide on GitLab} for more details and examples. Only needed when the computation is not run locally. The default value is NULL.} -- GitLab From 1081e7b3ccb021cd873e49915345c292177f4bd8 Mon Sep 17 00:00:00 2001 From: Eva Rifa Date: Mon, 5 Sep 2022 12:59:10 +0200 Subject: [PATCH 18/49] Do not show repeated warnings --- R/Start.R | 86 +++++++++++++++++++++++++++++++++++++++++++++++-------- 1 file changed, 74 insertions(+), 12 deletions(-) diff --git a/R/Start.R b/R/Start.R index d9e9b09..c0b3d1f 100644 --- a/R/Start.R +++ b/R/Start.R @@ -1222,6 +1222,10 @@ Start <- function(..., # dim = indices/selectors, debug <- TRUE } + warnings1 <- NULL + warnings2 <- NULL + warnings3 <- NULL + ############################## READING FILE DIMS ############################ # Check that no unrecognized variables are present in the path patterns # and also that no file dimensions are requested to THREDDs catalogs. @@ -2101,11 +2105,23 @@ Start <- function(..., # dim = indices/selectors, } # Transform the variables - transformed_data <- do.call(transform, c(list(data_array = NULL, - variables = vars_to_transform, - file_selectors = selectors_of_first_files_with_data[[i]], - crop_domain = transform_crop_domain), - transform_params)) + res1 <- .withWarnings( + do.call(transform, c(list(data_array = NULL, + variables = vars_to_transform, + file_selectors = selectors_of_first_files_with_data[[i]], + crop_domain = transform_crop_domain), + transform_params)) + ) + transformed_data <- res1$value + + if (!is.null(res1$warnings)) { + if (is.null(warnings1)) { + warnings1 <- res1$warnings + } else { + warnings1 <- c(warnings1, res1$warnings) + } + } + # Discard the common transformed variables if already transformed before if (!is.null(transformed_common_vars)) { common_ones <- which(names(picked_common_vars) %in% names(transformed_data$variables)) @@ -2967,12 +2983,23 @@ Start <- function(..., # dim = indices/selectors, inner_dim, sub_array_of_fri) } } - - transformed_subset_var <- do.call(transform, c(list(data_array = NULL, - variables = subset_vars_to_transform, - file_selectors = selectors_of_first_files_with_data[[i]], - crop_domain = transform_crop_domain), - transform_params))$variables[[var_with_selectors_name]] + res2 <- .withWarnings( + do.call(transform, c(list(data_array = NULL, + variables = subset_vars_to_transform, + file_selectors = selectors_of_first_files_with_data[[i]], + crop_domain = transform_crop_domain), + transform_params))$variables[[var_with_selectors_name]] + ) + transformed_subset_var <- res2$value + + if (!is.null(res2$warnings)) { + if (is.null(warnings2)) { + warnings2 <- res2$warnings + } else { + warnings2 <- c(warnings2, res2$warnings) + } + } + # Sorting the transformed variable and working out the indices again after transform. if (!is.null(dim_reorder_params[[inner_dim]])) { transformed_subset_var_reorder <- dim_reorder_params[[inner_dim]](transformed_subset_var) @@ -3886,7 +3913,8 @@ Start <- function(..., # dim = indices/selectors, # NOTE: In .LoadDataFile(), metadata is saved in metadata_folder/1 or /2 etc. Before here, # the path name is created in work_pieces but the path hasn't been built yet. if (num_procs == 1) { - found_files <- lapply(work_pieces, .LoadDataFile, + res3 <- .withWarnings( + lapply(work_pieces, .LoadDataFile, shared_matrix_pointer = shared_matrix_pointer, file_data_reader = file_data_reader, synonims = synonims, @@ -3894,10 +3922,22 @@ Start <- function(..., # dim = indices/selectors, transform_params = transform_params, transform_crop_domain = transform_crop_domain, silent = silent, debug = debug) + ) + found_files <- res3$value + + if (!is.null(res3$warnings)) { + if (is.null(warnings3)) { + warnings3 <- res3$warnings + } else { + warnings3 <- c(warnings3, res3$warnings) + } + } + } else { cluster <- parallel::makeCluster(num_procs, outfile = "") # Send the heavy work to the workers work_errors <- try({ + res3 <- .withWarnings( found_files <- parallel::clusterApplyLB(cluster, work_pieces, .LoadDataFile, shared_matrix_pointer = shared_matrix_pointer, file_data_reader = file_data_reader, @@ -3906,6 +3946,17 @@ Start <- function(..., # dim = indices/selectors, transform_params = transform_params, transform_crop_domain = transform_crop_domain, silent = silent, debug = debug) + ) + found_files <- res3$value + + if (!is.null(res3$warnings)) { + if (is.null(warnings3)) { + warnings3 <- res3$warnings + } else { + warnings3 <- c(warnings3, res3$warnings) + } + } + }) parallel::stopCluster(cluster) } @@ -4144,6 +4195,17 @@ Start <- function(..., # dim = indices/selectors, } } + + if (!is.null(c(warnings1, warnings2, warnings3))) { + warn_list <- lapply(c(warnings1, warnings2, warnings3), function(x) { + return(x$message) + }) + warning_list <- unique(warn_list) + for (i in 1:length(warning_list)) { + .warning(warning_list[[i]]) + } + } + # Change final_dims_fake back because retrieve = FALSE will use it for attributes later if (exists("final_dims_fake_output")) { -- GitLab From f81a4802d56e0fe0d1d27b4906d2fa7bb802b766 Mon Sep 17 00:00:00 2001 From: Eva Rifa Date: Mon, 5 Sep 2022 12:59:35 +0200 Subject: [PATCH 19/49] add warning function --- R/Utils.R | 10 ++++++++++ 1 file changed, 10 insertions(+) diff --git a/R/Utils.R b/R/Utils.R index 9bf23e9..fc0b059 100644 --- a/R/Utils.R +++ b/R/Utils.R @@ -859,3 +859,13 @@ } return(unlist(new_list)) } + +.withWarnings <- function(expr) { + myWarnings <- NULL + wHandler <- function(w) { + myWarnings <<- c(myWarnings, list(w)) + invokeRestart("muffleWarning") + } + val <- withCallingHandlers(expr, warning = wHandler) + list(value = val, warnings = myWarnings) +} \ No newline at end of file -- GitLab From 7fd7cde736bf17c8591ef956fa61e24031c7d5a6 Mon Sep 17 00:00:00 2001 From: Eva Rifa Date: Mon, 3 Oct 2022 15:39:57 +0200 Subject: [PATCH 20/49] Delete repeated lon values with a condition in generate_sub_array_of_fri() --- R/zzz.R | 3 +++ 1 file changed, 3 insertions(+) diff --git a/R/zzz.R b/R/zzz.R index 0579b59..be8fa74 100644 --- a/R/zzz.R +++ b/R/zzz.R @@ -706,6 +706,9 @@ generate_sub_array_of_fri <- function(with_transform, goes_across_prime_meridian } } } + if (length(sub_array_of_fri) != n && (length(unique(sub_array_of_fri)) == n)) { + sub_array_of_fri <- unique(sub_array_of_fri) + } if (print_warning) { .warning(paste0("Adding parameter transform_extra_cells = ", beta, " to the transformed index excesses ", -- GitLab From 68a8105048a8ed1694e69f6abf7d060c475b08e2 Mon Sep 17 00:00:00 2001 From: aho Date: Mon, 3 Oct 2022 16:27:03 +0200 Subject: [PATCH 21/49] Correct the extra_queue_params in Nord3v2 config --- inst/doc/practical_guide.md | 9 ++++----- 1 file changed, 4 insertions(+), 5 deletions(-) diff --git a/inst/doc/practical_guide.md b/inst/doc/practical_guide.md index c56fc0b..ca7f512 100644 --- a/inst/doc/practical_guide.md +++ b/inst/doc/practical_guide.md @@ -14,8 +14,7 @@ If you would like to start using startR rightaway on the BSC infrastructure, you 2. [**Step() and AddStep()**](inst/doc/practical_guide.md#step-and-addstep) 3. [**Compute()**](inst/doc/practical_guide.md#compute) 1. [**Compute() locally**](inst/doc/practical_guide.md#compute-locally) - 2. [**Compute() on CTE-Power 9**](inst/doc/practical_guide.md#compute-on-cte-power-9) - 3. [**Compute() on the fat nodes and other HPCs**](inst/doc/practical_guide.md#compute-on-the-fat-nodes-and-other-hpcs) + 2. [**Compute() on HPCs**](inst/doc/practical_guide.md#compute-on-hpcs) 4. [**Collect() and the EC-Flow GUI**](inst/doc/practical_guide.md#collect-and-the-ec-flow-gui) 5. [**Additional information**](inst/doc/practical_guide.md#additional-information) 6. [**Other examples**](inst/doc/practical_guide.md#other-examples) @@ -90,7 +89,7 @@ wf <- AddStep(data, step) cores_per_job = 4, job_wallclock = '00:10:00', max_jobs = 4, - extra_queue_params = list('#SBATCH --mem-per-cpu=3000'), + extra_queue_params = list('#SBATCH --constraint=medmem'), bidirectional = FALSE, polling_period = 10 ), @@ -607,7 +606,7 @@ The cluster components and options are explained next: - `cores_per_job`: number of computing cores to be requested when submitting the job for each chunk to the HPC queue. Each node may be capable of supporting more than one computing thread. - `job_wallclock`: amount of time to reserve the resources when submitting the job for each chunk. Must follow the specific format required by the specified `queue_type`. - `max_jobs`: maximum number of jobs (chunks) to be queued simultaneously onto the HPC queue. Submitting too many jobs could overload the bandwidth between the HPC nodes and the storage system, or could overload the queue system. -- `extra_queue_params`: list of character strings with additional queue headers for the jobs to be submitted to the HPC. Mainly used to specify the amount of memory to book for each job (e.g. '#SBATCH --mem-per-cpu=30000'), to request special queuing (e.g. '#SBATCH --qos=bsc_es'), or to request use of specific software (e.g. '#SBATCH --reservation=test-rhel-7.5'). +- `extra_queue_params`: list of character strings with additional queue headers for the jobs to be submitted to the HPC. Mainly used to specify the amount of memory to book for each job (e.g. '#SBATCH --mem-per-cpu=30000'; __NOTE: this line does not work on Nord3v2__), to request special queuing (e.g. '#SBATCH --qos=bsc_es'), or to request use of specific software (e.g. '#SBATCH --reservation=test-rhel-7.5'). - `bidirectional`: whether the connection between the R workstation and the HPC login node is bidirectional (TRUE) or unidirectional from the workstation to the login node (FALSE). - `polling_period`: when the connection is unidirectional, the workstation will ask the HPC login node for results each `polling_period` seconds. An excessively small value can overload the login node or result in temporary banning. - `special_setup`: name of the machine if the computation requires an special setup. Only Marenostrum 4 needs this parameter (e.g. special_setup = 'marenostrum4'). @@ -702,7 +701,7 @@ Usually, in use cases where large data inputs are involved, it is convenient to cores_per_job = 4, job_wallclock = '00:10:00', max_jobs = 4, - extra_queue_params = list('#SBATCH --mem-per-cpu=3000'), + extra_queue_params = list('#SBATCH --constraint=medmem'), bidirectional = FALSE, polling_period = 10 ), -- GitLab From d594e9f23eb4bf7a87dfd6d735506250f0942fd9 Mon Sep 17 00:00:00 2001 From: aho Date: Mon, 3 Oct 2022 17:01:21 +0200 Subject: [PATCH 22/49] Add numbers in titles --- inst/doc/practical_guide.md | 45 +++++++++++++++++++++---------------- 1 file changed, 26 insertions(+), 19 deletions(-) diff --git a/inst/doc/practical_guide.md b/inst/doc/practical_guide.md index ca7f512..856099f 100644 --- a/inst/doc/practical_guide.md +++ b/inst/doc/practical_guide.md @@ -17,10 +17,15 @@ If you would like to start using startR rightaway on the BSC infrastructure, you 2. [**Compute() on HPCs**](inst/doc/practical_guide.md#compute-on-hpcs) 4. [**Collect() and the EC-Flow GUI**](inst/doc/practical_guide.md#collect-and-the-ec-flow-gui) 5. [**Additional information**](inst/doc/practical_guide.md#additional-information) + 1. [**How to choose the number of chunks, jobs and cores**](inst/doc/practical_guide.md#how-to-choose-the-number-of-chunks-jobs-and-cores) + 2. [**How to clean a failed execution**](inst/doc/practical_guide.md#how-to-clean-a-failed-execution) + 3. [**Visualizing the profiling of the execution**](inst/doc/practical_guide.md#visualizing-the-profiling-of-the-execution) + 4. [**What to do if your function has too many target dimensions**](inst/doc/practical_guide.md#what-to-do-if-your-function-has-too-many-dimensions) + 5. [**Pending features**](inst/doc/practical_guide.md#pending-features) 6. [**Other examples**](inst/doc/practical_guide.md#other-examples) 7. [**Compute() cluster templates**](inst/doc/practical_guide.md#compute-cluster-templates) -## Motivation +## 1. Motivation What would you do if you had to apply a custom statistical analysis procedure to a 10TB climate data set? Probably, you would need to use a scripting language to write a procedure which is able to retrieve a subset of data from the file system (it would rarely be possible to handle all of it at once on a single node), code the custom analysis procedure in that language, and apply it carefully and efficiently to the data. Afterwards, you would need to think of and develop a mechanism to dispatch the job mutiple times in parallel to an HPC of your choice, each of the jobs processing a different subset of the data set. You could do this by hand but, ideally, you would rather use EC-Flow or a similar general purpose workflow manager which would orchestrate the work for you. Also, it would allow you to visually monitor and control the progress, as well as keep an easy-to-understand record of what you did, in case you need to re-use it in the future. The mentioned solution, although it is the recommended way to go, is a demanding one and you could easily spend a few days until you get it running smoothly. Additionally, when developing the job script, you would be exposed to the difficulties of efficiently managing the data and applying the coded procedure to it. @@ -42,7 +47,7 @@ _**Note 1**_: The data files do not need to be migrated to a database system, no _**Note 2**_: The HPCs startR is designed to run on are understood as multi-core multi-node clusters. startR relies on a shared file system across all HPC nodes, and does not implement any kind of distributed storage system for now. -## Introduction +## 2. Introduction In order to use startR you will need to follow the configuration steps listed in the "Configuring startR" section of this guide to make sure startR works on your workstation with the HPC of your choice. @@ -98,7 +103,7 @@ wf <- AddStep(data, step) ) ``` -## Configuring startR +## 3. Configuring startR At BSC, the only configuration step you need to follow is to set up passwordless connection with the HPC. You do not need to follow the complete list of deployment steps under [**Deployment**](inst/doc/deployment.md) since all dependencies are already installed for you to use. @@ -146,7 +151,7 @@ alias ctp='ssh -XY username@hostname_or_ip' alias start='module load R CDO ecFlow' ``` -## Using startR +## 4. Using startR If you have successfully gone through the configuration steps, you will just need to run the following commands in a terminal session and a fresh R session will pop up with the startR environment ready to use. @@ -161,7 +166,7 @@ The library can be loaded as follows: library(startR) ``` -### Start() +### 1. Start() In order for startR to recognize the data sets you want to process, you first need to declare them. The first step in the declaration of a data set is to build a special path string that encodes where all the involved NetCDF files to be processed are stored. It contains some wildcards in those parts of the path that vary across files. This special path string is also called "path pattern". @@ -322,7 +327,7 @@ _**Note 3**_ _on the order of dimensions_: neither the file dimensions nor the i _**Note 4**_ _on the size of the data in R_: if you check the size of the involved file in the example `Start()` call used above ('/esarchive/exp/ecmwf/system5_m1/6hourly/tas/tas_19930101.nc'), you will realize it only weighs 34GB. Why is the data reported to occupy 134GB then? This is due to two facts: by one side, NetCDF files are usually compressed, and their uncompressed size can be substantially greater. In this case, the uncompressed data would occupy about 72GB. Besides, the variable we are targetting in the example ('tas') is defined as a float variable inside the NetCDF file. This means each value is a 4-byte real number. However, R cannot represent 4-byte real numbers; it always takes 8 bytes to represent a real number. This is why, when float numbers are represented in R, the effective size of the data is doubled. In this case, the 72GB of uncompressed float numbers need to be represented using 132GB of RAM in R. -### Step() and AddStep() +### 2. Step() and AddStep() Once the data sources are declared, you can define the operation to be applied to them. The operation needs to be encapsulated in the form of an R function receiving one or more multidimensional arrays with named dimensions (plus additional helper parameters) and returning one or more multidimensional arrays, which should also have named dimensions. For example: @@ -363,7 +368,7 @@ If the step involved more than one data source, a list of data sources could be It is not possible for now to define workflows with more than one step, but this is not a crucial gap since a step function can contain more than one statistical analysis procedure. Furthermore, it is usually enough to perform only the first or two first steps of the analysis workflow on the HPCs because, after these steps, the volume of data involved is reduced substantially and the analysis can go on with conventional methods. -### Compute() +### 3. Compute() Once the data sources are declared and the workflow is defined, you can proceed to specify the execution parameters (including which platform to run on) and trigger the execution with the `Compute()` function. @@ -417,7 +422,7 @@ Warning messages: ! dimension with pattern specifications. ``` -#### Compute() locally +#### 1. Compute() locally When only your own workstation is available, startR can still be useful to process a very large dataset by chunks, thus avoiding a RAM memory overload and consequent crash of the workstation. startR will simply load and process the dataset by chunks, one after the other. The operations defined in the workflow will be applied to each chunk, and the results will be stored on a temporary file. `Compute()` will finally gather and merge the results of each chunk and return a single data object, including one or multiple multidimensional data arrays, and additional metadata. @@ -562,7 +567,7 @@ res <- Compute(wf, * max: 8.03660178184509 ``` -#### Compute() on HPCs +#### 2. Compute() on HPCs In order to run the computation on a HPC, you will need to make sure the passwordless connection with the login node of that HPC is configured, as shown at the beginning of this guide. If possible, in both directions. Also, you will need to know whether there is a shared file system between your workstation and that HPC, and will need information on the number of nodes, cores per node, threads per core, RAM memory per node, and type of workload used by that HPC (Slurm, PBS and LSF supported). @@ -685,7 +690,7 @@ As mentioned above in the definition of the `cluster` parameters, it is strongly You can find the `cluster` configuration for other HPCs at the end of this guide [Compute() cluster templates](#compute-cluster-templates) -### Collect() and the EC-Flow GUI +### 4. Collect() and the EC-Flow GUI Usually, in use cases where large data inputs are involved, it is convenient to add the parameter `wait = FALSE` to your `Compute()` call. With this parameter, `Compute()` will immediately return an object with information about your startR execution. You will be able to store this object onto disk. After doing that, you will not need to worry in case your workstation turns off in the middle of the computation. You will be able to close your R session, and collect the results later on with the `Collect()` function. @@ -773,9 +778,9 @@ You can also run `Collect()` with `wait = FALSE`. This will crash with an error `Collect()` also has a parameter called `remove`, which by default is set to `TRUE` and triggers removal of all data results received from the HPC (and stored under `ecflow_suite_dir`). If you would like to preserve the data, you can set `remove = FALSE` and `Collect()` it as many times as desired. Alternatively, you can `Collect()` with `remove = TRUE` and store the merged array right after with `saveRDS()`. -## Additional information +## 5. Additional information -### How to choose the number of chunks, jobs and cores +### 1. How to choose the number of chunks, jobs and cores #### Number of chunks and memory per job @@ -803,7 +808,7 @@ The number of cores per job should be as large as possible, with two limitations - If the HPC nodes have each "M" total amount of memory with "m" amount of memory per memory module, and have each "N" amount of cores, the requested amount of cores "n" should be such that "n" / "N" does not exceed "m" / "M". - Depending on the shape of the chunks, startR has a limited capability to exploit multiple cores. It is recommended to make small tests increasing the number of cores to work out a reasonable number of cores to be requested. -### How to clean a failed execution +### 2. How to clean a failed execution - Work out the startR execution ID, either by inspecting the execution description by `Compute()` when called with the parameter `wait = FALSE`, or by checking the `ecflow_suite_dir` with `ls -ltr`. - ssh to the HPC login node and cancel all jobs of your startR execution. @@ -813,7 +818,7 @@ The number of cores per job should be as large as possible, with two limitations - Optionally remove the data under `data_dir` on the HPC login node if the file system is not shared between the workstation and the HPC and you do not want to keep the data in the `data_dir`, used as caché for future startR executions. - Open the EC-Flow GUI and remove the workflow entry (a.k.a. suite) named with your startR execution ID with right click > "Remove". -### Visualizing the profiling of the execution +### 3. Visualizing the profiling of the execution As seen in previous sections, profiling measurements of the execution are provided together with the data output. These measurements can be visualized with the `PlotProfiling()` function made available in the source code of the startR package. @@ -831,18 +836,20 @@ A chart displays the timings for the different stages of the computation, as sho You can click on the image to expand it. -### What to do if your function has too many target dimensions +### 4. What to do if your function has too many target dimensions -### Pending features -- Adding feature for `Copute()` to run on multiple HPCs or workstations. +Unfortunately, we don't have a perfect solution now before we have multiple steps feature. Talk to maintainers to see how to generate a workaround for your case. + +### 5. Pending features +- Adding feature for `Compute()` to run on multiple HPCs or workstations. - Adding plug-in to read CSV files. - Supporting multiple steps in a workflow defined by `AddStep()`. - Adding feature in `Start()` to read sparse grid points. - Allow for chunking along "essential" (a.k.a. "target") dimensions. -## Other examples +## 6. Other examples -### Using experimental and (date-corresponding) observational data +### 7. Using experimental and (date-corresponding) observational data ```r repos <- paste0('/esnas/exp/ecmwf/system4_m1/6hourly/', -- GitLab From b7608a381f7b4a37ea20174c9ef041b801e68988 Mon Sep 17 00:00:00 2001 From: Eva Rifa Date: Mon, 3 Oct 2022 17:24:55 +0200 Subject: [PATCH 23/49] Fix pipeline --- R/zzz.R | 10 ++++++++-- 1 file changed, 8 insertions(+), 2 deletions(-) diff --git a/R/zzz.R b/R/zzz.R index be8fa74..7463337 100644 --- a/R/zzz.R +++ b/R/zzz.R @@ -632,6 +632,7 @@ generate_sub_sub_array_of_values <- function(input_array_of_values, sub_array_of generate_sub_array_of_fri <- function(with_transform, goes_across_prime_meridian, sub_array_of_indices, n, beta, is_circular_dim, add_beta = TRUE) { print_warning <- FALSE + remove_repeated <- FALSE if (goes_across_prime_meridian) { #NOTE: The potential problem here is, if it is global longitude, # and the indices overlap (e.g., lon = [0, 359.723] and @@ -692,6 +693,7 @@ generate_sub_array_of_fri <- function(with_transform, goes_across_prime_meridian } else if (start_padding < beta) { # left side too close to border, need to go to right side sub_array_of_fri <- c((first_index - start_padding):(last_index + end_padding), (n - (beta - start_padding - 1)):n) + remove_repeated <- TRUE } else if (end_padding < beta) { # right side too close to border, need to go to left side sub_array_of_fri <- c(1: (beta - end_padding), (first_index - start_padding):(last_index + end_padding)) @@ -706,9 +708,13 @@ generate_sub_array_of_fri <- function(with_transform, goes_across_prime_meridian } } } - if (length(sub_array_of_fri) != n && (length(unique(sub_array_of_fri)) == n)) { - sub_array_of_fri <- unique(sub_array_of_fri) + + if (remove_repeated) { + if (length(sub_array_of_fri) != n && length(unique(sub_array_of_fri)) == n) { + sub_array_of_fri <- unique(sub_array_of_fri) + } } + if (print_warning) { .warning(paste0("Adding parameter transform_extra_cells = ", beta, " to the transformed index excesses ", -- GitLab From 65b3ec6c864d633ab7c3efe7a23337d52d7ad627 Mon Sep 17 00:00:00 2001 From: aho Date: Mon, 3 Oct 2022 17:41:11 +0200 Subject: [PATCH 24/49] Fix hyperlink --- inst/doc/practical_guide.md | 58 ++++++++++++++++++------------------- 1 file changed, 29 insertions(+), 29 deletions(-) diff --git a/inst/doc/practical_guide.md b/inst/doc/practical_guide.md index 856099f..d26873c 100644 --- a/inst/doc/practical_guide.md +++ b/inst/doc/practical_guide.md @@ -6,24 +6,24 @@ If you would like to start using startR rightaway on the BSC infrastructure, you ## Index -1. [**Motivation**](inst/doc/practical_guide.md#motivation) -2. [**Introduction**](inst/doc/practical_guide.md#introduction) -3. [**Configuring startR**](inst/doc/practical_guide.md#configuring-startr) -4. [**Using startR**](inst/doc/practical_guide.md#using-startr) - 1. [**Start()**](inst/doc/practical_guide.md#start) - 2. [**Step() and AddStep()**](inst/doc/practical_guide.md#step-and-addstep) - 3. [**Compute()**](inst/doc/practical_guide.md#compute) - 1. [**Compute() locally**](inst/doc/practical_guide.md#compute-locally) - 2. [**Compute() on HPCs**](inst/doc/practical_guide.md#compute-on-hpcs) - 4. [**Collect() and the EC-Flow GUI**](inst/doc/practical_guide.md#collect-and-the-ec-flow-gui) -5. [**Additional information**](inst/doc/practical_guide.md#additional-information) - 1. [**How to choose the number of chunks, jobs and cores**](inst/doc/practical_guide.md#how-to-choose-the-number-of-chunks-jobs-and-cores) - 2. [**How to clean a failed execution**](inst/doc/practical_guide.md#how-to-clean-a-failed-execution) - 3. [**Visualizing the profiling of the execution**](inst/doc/practical_guide.md#visualizing-the-profiling-of-the-execution) - 4. [**What to do if your function has too many target dimensions**](inst/doc/practical_guide.md#what-to-do-if-your-function-has-too-many-dimensions) - 5. [**Pending features**](inst/doc/practical_guide.md#pending-features) -6. [**Other examples**](inst/doc/practical_guide.md#other-examples) -7. [**Compute() cluster templates**](inst/doc/practical_guide.md#compute-cluster-templates) +1. [**Motivation**](#1-motivation) +2. [**Introduction**](#2-introduction) +3. [**Configuring startR**](#3-configuring-startr) +4. [**Using startR**](#4-using-startr) + 1. [**Start()**](#4-1-start) + 2. [**Step() and AddStep()**](#4-2-step-and-addstep) + 3. [**Compute()**](#4-3-compute) + 1. [**Compute() locally**](#4-3-1-compute-locally) + 2. [**Compute() on HPCs**](#4-3-2-compute-on-hpcs) + 4. [**Collect() and the EC-Flow GUI**](#4-4-collect-and-the-ec-flow-gui) +5. [**Additional information**](#5-additional-information) + 1. [**How to choose the number of chunks, jobs and cores**](#5-1-how-to-choose-the-number-of-chunks-jobs-and-cores) + 2. [**How to clean a failed execution**](#5-2-how-to-clean-a-failed-execution) + 3. [**Visualizing the profiling of the execution**](#5-3-visualizing-the-profiling-of-the-execution) + 4. [**What to do if your function has too many target dimensions**](#5-4-what-to-do-if-your-function-has-too-many-dimensions) + 5. [**Pending features**](#5-5-pending-features) +6. [**Other examples**](#6-other-examples) +7. [**Compute() cluster templates**](#7-compute-cluster-templates) ## 1. Motivation @@ -166,7 +166,7 @@ The library can be loaded as follows: library(startR) ``` -### 1. Start() +### 4-1. Start() In order for startR to recognize the data sets you want to process, you first need to declare them. The first step in the declaration of a data set is to build a special path string that encodes where all the involved NetCDF files to be processed are stored. It contains some wildcards in those parts of the path that vary across files. This special path string is also called "path pattern". @@ -327,7 +327,7 @@ _**Note 3**_ _on the order of dimensions_: neither the file dimensions nor the i _**Note 4**_ _on the size of the data in R_: if you check the size of the involved file in the example `Start()` call used above ('/esarchive/exp/ecmwf/system5_m1/6hourly/tas/tas_19930101.nc'), you will realize it only weighs 34GB. Why is the data reported to occupy 134GB then? This is due to two facts: by one side, NetCDF files are usually compressed, and their uncompressed size can be substantially greater. In this case, the uncompressed data would occupy about 72GB. Besides, the variable we are targetting in the example ('tas') is defined as a float variable inside the NetCDF file. This means each value is a 4-byte real number. However, R cannot represent 4-byte real numbers; it always takes 8 bytes to represent a real number. This is why, when float numbers are represented in R, the effective size of the data is doubled. In this case, the 72GB of uncompressed float numbers need to be represented using 132GB of RAM in R. -### 2. Step() and AddStep() +### 4-2. Step() and AddStep() Once the data sources are declared, you can define the operation to be applied to them. The operation needs to be encapsulated in the form of an R function receiving one or more multidimensional arrays with named dimensions (plus additional helper parameters) and returning one or more multidimensional arrays, which should also have named dimensions. For example: @@ -368,7 +368,7 @@ If the step involved more than one data source, a list of data sources could be It is not possible for now to define workflows with more than one step, but this is not a crucial gap since a step function can contain more than one statistical analysis procedure. Furthermore, it is usually enough to perform only the first or two first steps of the analysis workflow on the HPCs because, after these steps, the volume of data involved is reduced substantially and the analysis can go on with conventional methods. -### 3. Compute() +### 4-3. Compute() Once the data sources are declared and the workflow is defined, you can proceed to specify the execution parameters (including which platform to run on) and trigger the execution with the `Compute()` function. @@ -422,7 +422,7 @@ Warning messages: ! dimension with pattern specifications. ``` -#### 1. Compute() locally +#### 4-3-1. Compute() locally When only your own workstation is available, startR can still be useful to process a very large dataset by chunks, thus avoiding a RAM memory overload and consequent crash of the workstation. startR will simply load and process the dataset by chunks, one after the other. The operations defined in the workflow will be applied to each chunk, and the results will be stored on a temporary file. `Compute()` will finally gather and merge the results of each chunk and return a single data object, including one or multiple multidimensional data arrays, and additional metadata. @@ -567,7 +567,7 @@ res <- Compute(wf, * max: 8.03660178184509 ``` -#### 2. Compute() on HPCs +#### 4-3-2. Compute() on HPCs In order to run the computation on a HPC, you will need to make sure the passwordless connection with the login node of that HPC is configured, as shown at the beginning of this guide. If possible, in both directions. Also, you will need to know whether there is a shared file system between your workstation and that HPC, and will need information on the number of nodes, cores per node, threads per core, RAM memory per node, and type of workload used by that HPC (Slurm, PBS and LSF supported). @@ -690,7 +690,7 @@ As mentioned above in the definition of the `cluster` parameters, it is strongly You can find the `cluster` configuration for other HPCs at the end of this guide [Compute() cluster templates](#compute-cluster-templates) -### 4. Collect() and the EC-Flow GUI +### 4-4. Collect() and the EC-Flow GUI Usually, in use cases where large data inputs are involved, it is convenient to add the parameter `wait = FALSE` to your `Compute()` call. With this parameter, `Compute()` will immediately return an object with information about your startR execution. You will be able to store this object onto disk. After doing that, you will not need to worry in case your workstation turns off in the middle of the computation. You will be able to close your R session, and collect the results later on with the `Collect()` function. @@ -780,7 +780,7 @@ You can also run `Collect()` with `wait = FALSE`. This will crash with an error ## 5. Additional information -### 1. How to choose the number of chunks, jobs and cores +### 5-1. How to choose the number of chunks, jobs and cores #### Number of chunks and memory per job @@ -808,7 +808,7 @@ The number of cores per job should be as large as possible, with two limitations - If the HPC nodes have each "M" total amount of memory with "m" amount of memory per memory module, and have each "N" amount of cores, the requested amount of cores "n" should be such that "n" / "N" does not exceed "m" / "M". - Depending on the shape of the chunks, startR has a limited capability to exploit multiple cores. It is recommended to make small tests increasing the number of cores to work out a reasonable number of cores to be requested. -### 2. How to clean a failed execution +### 5-2. How to clean a failed execution - Work out the startR execution ID, either by inspecting the execution description by `Compute()` when called with the parameter `wait = FALSE`, or by checking the `ecflow_suite_dir` with `ls -ltr`. - ssh to the HPC login node and cancel all jobs of your startR execution. @@ -818,7 +818,7 @@ The number of cores per job should be as large as possible, with two limitations - Optionally remove the data under `data_dir` on the HPC login node if the file system is not shared between the workstation and the HPC and you do not want to keep the data in the `data_dir`, used as caché for future startR executions. - Open the EC-Flow GUI and remove the workflow entry (a.k.a. suite) named with your startR execution ID with right click > "Remove". -### 3. Visualizing the profiling of the execution +### 5-3. Visualizing the profiling of the execution As seen in previous sections, profiling measurements of the execution are provided together with the data output. These measurements can be visualized with the `PlotProfiling()` function made available in the source code of the startR package. @@ -836,11 +836,11 @@ A chart displays the timings for the different stages of the computation, as sho You can click on the image to expand it. -### 4. What to do if your function has too many target dimensions +### 5-4. What to do if your function has too many target dimensions Unfortunately, we don't have a perfect solution now before we have multiple steps feature. Talk to maintainers to see how to generate a workaround for your case. -### 5. Pending features +### 5-5. Pending features - Adding feature for `Compute()` to run on multiple HPCs or workstations. - Adding plug-in to read CSV files. - Supporting multiple steps in a workflow defined by `AddStep()`. -- GitLab From fbfef2d726f135ebb505b917fb49eae7948c5e75 Mon Sep 17 00:00:00 2001 From: aho Date: Tue, 4 Oct 2022 09:07:09 +0200 Subject: [PATCH 25/49] Move one item from practical guide --- inst/doc/faq.md | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/inst/doc/faq.md b/inst/doc/faq.md index 83065d4..3a065e0 100644 --- a/inst/doc/faq.md +++ b/inst/doc/faq.md @@ -28,6 +28,7 @@ This document intends to be the first reference for any doubts that you may have 22. [Define the selector when the indices in the files are not aligned](#22-define-the-selector-when-the-indices-in-the-files-are-not-aligned) 23. [The best practice of using vector and list for selectors](#23-the-best-practice-of-using-vector-and-list-for-selectors) 24. [Do both interpolation and chunking on spatial dimensions](#24-do-both-interpolation-and-chunking-on-spatial-dimensions) + 25. [What to do if your function has too many target dimensions](#25-what-to-do-if-your-function-has-too-many-target-dimensions) 2. **Something goes wrong...** @@ -973,6 +974,10 @@ the usage of those parameters to avoid unecessary errors. We provide some [use cases](inst/doc/usecase/ex2_12_transform_and_chunk.R) showing the secure ways of transformation + chunking. +### 25. What to do if your function has too many target dimensions +Unfortunately, we don't have a perfect solution now before we have multiple steps feature. Talk to maintainers to see how to generate a workaround for your case. + + # Something goes wrong... ### 1. No space left on device -- GitLab From 058bf42992be02c7dc34d523a26c120b9be657cd Mon Sep 17 00:00:00 2001 From: aho Date: Tue, 4 Oct 2022 09:11:44 +0200 Subject: [PATCH 26/49] adjust content; move one item to FAQ; correct wrong hyperlink --- inst/doc/practical_guide.md | 15 +++++++-------- 1 file changed, 7 insertions(+), 8 deletions(-) diff --git a/inst/doc/practical_guide.md b/inst/doc/practical_guide.md index d26873c..ac2cdee 100644 --- a/inst/doc/practical_guide.md +++ b/inst/doc/practical_guide.md @@ -20,8 +20,7 @@ If you would like to start using startR rightaway on the BSC infrastructure, you 1. [**How to choose the number of chunks, jobs and cores**](#5-1-how-to-choose-the-number-of-chunks-jobs-and-cores) 2. [**How to clean a failed execution**](#5-2-how-to-clean-a-failed-execution) 3. [**Visualizing the profiling of the execution**](#5-3-visualizing-the-profiling-of-the-execution) - 4. [**What to do if your function has too many target dimensions**](#5-4-what-to-do-if-your-function-has-too-many-dimensions) - 5. [**Pending features**](#5-5-pending-features) + 4. [**Pending features**](#5-5-pending-features) 6. [**Other examples**](#6-other-examples) 7. [**Compute() cluster templates**](#7-compute-cluster-templates) @@ -779,6 +778,7 @@ You can also run `Collect()` with `wait = FALSE`. This will crash with an error `Collect()` also has a parameter called `remove`, which by default is set to `TRUE` and triggers removal of all data results received from the HPC (and stored under `ecflow_suite_dir`). If you would like to preserve the data, you can set `remove = FALSE` and `Collect()` it as many times as desired. Alternatively, you can `Collect()` with `remove = TRUE` and store the merged array right after with `saveRDS()`. ## 5. Additional information +You can find more FAQ in [faq.md](inst/doc/faq.md). ### 5-1. How to choose the number of chunks, jobs and cores @@ -836,20 +836,19 @@ A chart displays the timings for the different stages of the computation, as sho You can click on the image to expand it. -### 5-4. What to do if your function has too many target dimensions -Unfortunately, we don't have a perfect solution now before we have multiple steps feature. Talk to maintainers to see how to generate a workaround for your case. - -### 5-5. Pending features +### 5-4. Pending features - Adding feature for `Compute()` to run on multiple HPCs or workstations. - Adding plug-in to read CSV files. - Supporting multiple steps in a workflow defined by `AddStep()`. - Adding feature in `Start()` to read sparse grid points. - Allow for chunking along "essential" (a.k.a. "target") dimensions. + ## 6. Other examples +You can find more use cases in [usecase.md](inst/doc/usecase.md). -### 7. Using experimental and (date-corresponding) observational data +### Using experimental and (date-corresponding) observational data ```r repos <- paste0('/esnas/exp/ecmwf/system4_m1/6hourly/', @@ -1013,7 +1012,7 @@ r <- Compute(wf, ) ``` -## Compute() cluster templates +## 7. Compute() cluster templates ### Nord3-v2 -- GitLab From a97db0fc5d8dad11ddaf22c71f278ae2363a8fb3 Mon Sep 17 00:00:00 2001 From: aho Date: Tue, 4 Oct 2022 09:13:10 +0200 Subject: [PATCH 27/49] correct index in title --- inst/doc/practical_guide.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/inst/doc/practical_guide.md b/inst/doc/practical_guide.md index ac2cdee..c16d4aa 100644 --- a/inst/doc/practical_guide.md +++ b/inst/doc/practical_guide.md @@ -20,7 +20,7 @@ If you would like to start using startR rightaway on the BSC infrastructure, you 1. [**How to choose the number of chunks, jobs and cores**](#5-1-how-to-choose-the-number-of-chunks-jobs-and-cores) 2. [**How to clean a failed execution**](#5-2-how-to-clean-a-failed-execution) 3. [**Visualizing the profiling of the execution**](#5-3-visualizing-the-profiling-of-the-execution) - 4. [**Pending features**](#5-5-pending-features) + 4. [**Pending features**](#5-4-pending-features) 6. [**Other examples**](#6-other-examples) 7. [**Compute() cluster templates**](#7-compute-cluster-templates) -- GitLab From 550071498915e15be607bb29473ac8b843c21bff Mon Sep 17 00:00:00 2001 From: aho Date: Tue, 4 Oct 2022 09:27:36 +0200 Subject: [PATCH 28/49] Correct the missing extra_queue_params --- inst/doc/practical_guide.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/inst/doc/practical_guide.md b/inst/doc/practical_guide.md index c16d4aa..70b29a6 100644 --- a/inst/doc/practical_guide.md +++ b/inst/doc/practical_guide.md @@ -592,7 +592,7 @@ The parameter `cluster` expects a list with a number of components that will hav cores_per_job = 4, job_wallclock = '00:10:00', max_jobs = 4, - extra_queue_params = list('#SBATCH --mem-per-cpu=3000'), + extra_queue_params = list('#SBATCH --constraint=medmem'), bidirectional = FALSE, polling_period = 10 ), -- GitLab From 3ceab94a4ace5a75e148729d8eda146b851f327f Mon Sep 17 00:00:00 2001 From: aho Date: Wed, 5 Oct 2022 19:24:24 +0200 Subject: [PATCH 29/49] Revise Compute() to use nord3v2 --- inst/doc/usecase/ex2_10_existing_mask.R | 14 +++++----- inst/doc/usecase/ex2_1_timedim.R | 5 ++-- inst/doc/usecase/ex2_2_attr.R | 7 +++-- inst/doc/usecase/ex2_3_cdo.R | 7 +++-- inst/doc/usecase/ex2_4_two_func.R | 7 +++-- inst/doc/usecase/ex2_6_ext_param_func.R | 18 ++++++++----- .../ex2_7_seasonal_forecast_verification.R | 11 ++++---- inst/doc/usecase/ex2_8_calibration.R | 27 +++++++++---------- 8 files changed, 45 insertions(+), 51 deletions(-) diff --git a/inst/doc/usecase/ex2_10_existing_mask.R b/inst/doc/usecase/ex2_10_existing_mask.R index 20d2db7..93c1aba 100644 --- a/inst/doc/usecase/ex2_10_existing_mask.R +++ b/inst/doc/usecase/ex2_10_existing_mask.R @@ -67,9 +67,9 @@ res <- Compute(workflow = wf_mask, chunks = list(lat = 2, lon = 2)) -# Submit to Nord3 +# Submit to Nord3v2 #-------------------user-defined--------------------- - queue_host <- 'nord1' + queue_host <- 'nord4' temp_dir <- '/gpfs/scratch/bsc32/bsc32734/startR_hpc/' ecflow_suite_dir <- '/home/Earth/aho/startR_local/' #---------------------------------------------------- @@ -79,12 +79,11 @@ res <- Compute(workflow = wf_mask, threads_load = 2, threads_compute = 4, cluster = list(queue_host = queue_host, - queue_type = 'lsf', + queue_type = 'slurm', temp_dir = temp_dir, cores_per_job = 2, job_wallclock = '05:00', max_jobs = 4, - extra_queue_params = list('#BSUB -q bsc_es'), bidirectional = FALSE, polling_period = 10 ), @@ -201,9 +200,9 @@ res <- Compute(workflow = wf_mask, chunks = list(lat = 2, lon = 2)) -# Submit to Nord3 +# Submit to Nord3v2 #-------------------user-defined--------------------- - queue_host <- 'nord1' + queue_host <- 'nord4' temp_dir <- '/gpfs/scratch/bsc32/bsc32734/startR_hpc/' ecflow_suite_dir <- '/home/Earth/aho/startR_local/' #---------------------------------------------------- @@ -213,12 +212,11 @@ res <- Compute(workflow = wf_mask, threads_load = 2, threads_compute = 4, cluster = list(queue_host = queue_host, - queue_type = 'lsf', + queue_type = 'slurm', temp_dir = temp_dir, cores_per_job = 2, job_wallclock = '05:00', max_jobs = 4, - extra_queue_params = list('#BSUB -q bsc_es'), bidirectional = FALSE, polling_period = 10 ), diff --git a/inst/doc/usecase/ex2_1_timedim.R b/inst/doc/usecase/ex2_1_timedim.R index f8253c8..15ef37d 100644 --- a/inst/doc/usecase/ex2_1_timedim.R +++ b/inst/doc/usecase/ex2_1_timedim.R @@ -68,7 +68,7 @@ library(startR) ## on Nord3 #-----------modify according to your personal info--------- - queue_host = 'nord3' #your own host name for power9 + queue_host = 'nord4' temp_dir = '/gpfs/scratch/bsc32/bsc32339/startR_hpc/' ecflow_suite_dir = '/home/Earth/nperez/startR_local/' #your own local directory #------------------------------------------------------------ @@ -78,8 +78,7 @@ library(startR) threads_load = 2, threads_compute = 4, cluster = list(queue_host = queue_host, - queue_type = 'lsf', - extra_queue_params = list('#BSUB -q bsc_es'), + queue_type = 'slurm', cores_per_job = 2, temp_dir = temp_dir, polling_period = 10, diff --git a/inst/doc/usecase/ex2_2_attr.R b/inst/doc/usecase/ex2_2_attr.R index f06ec46..fbd2eac 100644 --- a/inst/doc/usecase/ex2_2_attr.R +++ b/inst/doc/usecase/ex2_2_attr.R @@ -71,9 +71,9 @@ library(multiApply) ecflow_suite_dir = ecflow_suite_dir, #your own local directory wait = TRUE) -## on Nord3 +## on Nord3v2 #-----------modify according to your personal info--------- - queue_host = 'nord3' #your own host name for power9 + queue_host = 'nord4' #your own host name for power9 temp_dir = '/gpfs/scratch/bsc32/bsc32339/startR_hpc/' ecflow_suite_dir = '/home/Earth/nperez/startR_local/' #your own local directory #------------------------------------------------------------ @@ -83,10 +83,9 @@ library(multiApply) threads_load = 2, threads_compute = 4, cluster = list(queue_host = queue_host, #your own host name for power9 - queue_type = 'lsf', + queue_type = 'slurm', cores_per_job = 2, temp_dir = temp_dir, - extra_queue_params = list('#BSUB -q bsc_es'), polling_period = 10, job_wallclock = '01:00', max_jobs = 40, diff --git a/inst/doc/usecase/ex2_3_cdo.R b/inst/doc/usecase/ex2_3_cdo.R index 8c398f7..9dca045 100644 --- a/inst/doc/usecase/ex2_3_cdo.R +++ b/inst/doc/usecase/ex2_3_cdo.R @@ -75,9 +75,9 @@ library(startR) wait = TRUE) -## on Nord 3 +## on Nord3v2 #-----------modify according to your personal info--------- - queue_host = 'nord3' #your own host name for power9 + queue_host = 'nord4.bsc.es' temp_dir = '/gpfs/scratch/bsc32/bsc32339/startR_hpc/' ecflow_suite_dir = '/home/Earth/nperez/startR_local/' #your own local directory #------------------------------------------------------------ @@ -87,11 +87,10 @@ library(startR) threads_load = 2, threads_compute = 4, cluster = list(queue_host = queue_host, #your own host name for power9 - queue_type = 'lsf', + queue_type = 'slurm', cores_per_job = 1, temp_dir = temp_dir, CDO_module = 'CDO', - extra_queue_params = list('#BSUB -q bsc_es'), polling_period = 100, job_wallclock = '01:00', max_jobs = 4, diff --git a/inst/doc/usecase/ex2_4_two_func.R b/inst/doc/usecase/ex2_4_two_func.R index 2e638bd..c76eda9 100644 --- a/inst/doc/usecase/ex2_4_two_func.R +++ b/inst/doc/usecase/ex2_4_two_func.R @@ -72,9 +72,9 @@ summary(res4$output1) ecflow_suite_dir = ecflow_suite_dir, #your own local directory wait = TRUE) -## on Nord 3 +## on Nord3v2 #-----------modify according to your personal info----------- - queue_host = 'nord3' #your own host name for power9 + queue_host = 'nord4.bsc.es' temp_dir = '/gpfs/scratch/bsc32/bsc32339/startR_hpc/' ecflow_suite_dir = '/home/Earth/nperez/startR_local/' #your own local directory #------------------------------------------------------------ @@ -84,11 +84,10 @@ summary(res4$output1) threads_load = 2, threads_compute = 4, cluster = list(queue_host = queue_host, #your own host name for power9 - queue_type = 'lsf', + queue_type = 'slurm', cores_per_job = 1, temp_dir = temp_dir, CDO_module = 'CDO', - extra_queue_params = list('#SBATCH -q bsc_es'), polling_period = 10, job_wallclock = '01:00', max_jobs = 6, diff --git a/inst/doc/usecase/ex2_6_ext_param_func.R b/inst/doc/usecase/ex2_6_ext_param_func.R index 8bd128f..760e30d 100644 --- a/inst/doc/usecase/ex2_6_ext_param_func.R +++ b/inst/doc/usecase/ex2_6_ext_param_func.R @@ -106,7 +106,7 @@ res$strat[1:5, 1:2, 1] # ------------------------------------------------------------- -# ---- To be tried for comparison of results: +#Power9 res <- Compute(workflow$strat, chunks = list(latitude = 2, longitude = 2), threads_load = 2, @@ -123,20 +123,24 @@ res$strat[1:5, 1:2, 1] ecflow_suite_dir = '/esarchive/scratch/nperez/ecFlow', #user-specific wait = TRUE) -# ---- On Nord 3: +# Nord3-v2 +#-------------------user-defined--------------------- + queue_host <- 'nord4' + temp_dir <- '/gpfs/scratch/bsc32/bsc32734/startR_hpc/' + ecflow_suite_dir <- '/home/Earth/aho/startR_local/' +#---------------------------------------------------- res <- Compute(workflow$strat, chunks = list(latitude = 2, longitude = 2), threads_load = 2, threads_compute = 2, - cluster = list(queue_host = 'nord3', #user-specific - queue_type = 'lsf', - temp_dir = '/gpfs/scratch/bsc32/bsc32339/', #user-specific + cluster = list(queue_host = queue_host, #user-specific + queue_type = 'slurm', + temp_dir = temp_dir, #user-specific cores_per_job = 2, - extra_queue_params = list('#BSUB -q bsc_es'), job_wallclock = '10:00', max_jobs = 4, bidirectional = FALSE, polling_period = 10), - ecflow_suite_dir = '/esarchive/scratch/nperez/ecFlow', #user-specific + ecflow_suite_dir = ecflow_suite_dir, #user-specific wait = TRUE) diff --git a/inst/doc/usecase/ex2_7_seasonal_forecast_verification.R b/inst/doc/usecase/ex2_7_seasonal_forecast_verification.R index b28e6a6..b752383 100644 --- a/inst/doc/usecase/ex2_7_seasonal_forecast_verification.R +++ b/inst/doc/usecase/ex2_7_seasonal_forecast_verification.R @@ -77,22 +77,21 @@ wait = TRUE ) -# Compute() on Nord 3 +# Compute() on Nord3v2 res <- Compute(wf, chunks = list(latitude = 2, longitude = 2), threads_load = 2, threads_compute = 4, - cluster = list(queue_host = 'nord3', - queue_type = 'lsf', - temp_dir = '/gpfs/scratch/bsc32/bsc32339/startR_hpc/', + cluster = list(queue_host = 'nord4', # your alias + queue_type = 'slurm', + temp_dir = '/gpfs/scratch/bsc32/bsc32339/startR_hpc/', # your own path job_wallclock = '00:30', - extra_queue_params = list('#BSUB -q bsc_es'), cores_per_job = 4, max_jobs = 4, bidirectional = FALSE, polling_period = 50), - ecflow_suite_dir = '/home/Earth/nperez/startR_local/', + ecflow_suite_dir = '/home/Earth/nperez/startR_local/', # your own path wait = TRUE) # Results dim(res$output1) diff --git a/inst/doc/usecase/ex2_8_calibration.R b/inst/doc/usecase/ex2_8_calibration.R index 23ab3b0..a36f349 100644 --- a/inst/doc/usecase/ex2_8_calibration.R +++ b/inst/doc/usecase/ex2_8_calibration.R @@ -66,31 +66,28 @@ res <- Compute(wf, chunks = list(latitude = 2, longitude = 2), # Declaration of HPC and execution ## ECFlow is required -# On Fatnodes -res_fat2 <- Compute(wf, - chunks = list(latitude = 2, longitude = 2), - threads_load = 2, - threads_compute = 4, - cluster = list(queue_host = "bsceslogin01.bsc.es", - cores_per_job = 2, - max_jobs = 4, job_wallclock = '00:10:00'), - ecflow_suite_dir = "/esarchive/scratch/nperez/ecflow") # your path! -# On Nord3 +# On Nord3v2 +#-------------------user-defined--------------------- + queue_host <- 'nord4.bsc.es' + temp_dir <- '/gpfs/scratch/bsc32/bsc32734/startR_hpc/' + ecflow_suite_dir <- '/home/Earth/aho/startR_local/' +#---------------------------------------------------- res_nord3 <- Compute(wf, chunks = list(latitude = 2, longitude = 2), threads_load = 2, threads_compute = 4, - cluster = list(queue_host = "nord3", - queue_type = 'lsf', - extra_queue_params = list('#BSUB -q bsc_es'), + cluster = list(queue_host = queue_host, + queue_type = 'slurm', + extra_queue_params = list("#SBATCH --constraint=medmem"), cores_per_job = 2, - temp_dir = '/gpfs/scratch/bsc32/bsc32339/startR_hpc/', + temp_dir = temp_dir, polling_period = 10, job_wallclock = '01:00', max_jobs = 4, bidirectional = FALSE), - ecflow_suite_dir = "/esarchive/scratch/nperez/ecflow") # your path! + ecflow_suite_dir = ecflow_suite_dir, + wait = T) # Results dim(res$output1) -- GitLab From c6a21cd61f84d4dc59e91de8a7c696ccd2313283 Mon Sep 17 00:00:00 2001 From: Eva Rifa Date: Thu, 6 Oct 2022 11:42:37 +0200 Subject: [PATCH 30/49] Relocate a line in generate_sub_array_of_fri and added in following condition --- R/zzz.R | 10 ++-------- 1 file changed, 2 insertions(+), 8 deletions(-) diff --git a/R/zzz.R b/R/zzz.R index 7463337..381c9d3 100644 --- a/R/zzz.R +++ b/R/zzz.R @@ -632,7 +632,6 @@ generate_sub_sub_array_of_values <- function(input_array_of_values, sub_array_of generate_sub_array_of_fri <- function(with_transform, goes_across_prime_meridian, sub_array_of_indices, n, beta, is_circular_dim, add_beta = TRUE) { print_warning <- FALSE - remove_repeated <- FALSE if (goes_across_prime_meridian) { #NOTE: The potential problem here is, if it is global longitude, # and the indices overlap (e.g., lon = [0, 359.723] and @@ -693,10 +692,11 @@ generate_sub_array_of_fri <- function(with_transform, goes_across_prime_meridian } else if (start_padding < beta) { # left side too close to border, need to go to right side sub_array_of_fri <- c((first_index - start_padding):(last_index + end_padding), (n - (beta - start_padding - 1)):n) - remove_repeated <- TRUE + sub_array_of_fri <- unique(sub_array_of_fri) } else if (end_padding < beta) { # right side too close to border, need to go to left side sub_array_of_fri <- c(1: (beta - end_padding), (first_index - start_padding):(last_index + end_padding)) + sub_array_of_fri <- unique(sub_array_of_fri) } } @@ -708,12 +708,6 @@ generate_sub_array_of_fri <- function(with_transform, goes_across_prime_meridian } } } - - if (remove_repeated) { - if (length(sub_array_of_fri) != n && length(unique(sub_array_of_fri)) == n) { - sub_array_of_fri <- unique(sub_array_of_fri) - } - } if (print_warning) { .warning(paste0("Adding parameter transform_extra_cells = ", beta, -- GitLab From 94541f59fb8179e94197f1f3f5299f47ae319e0f Mon Sep 17 00:00:00 2001 From: Eva Rifa Date: Mon, 10 Oct 2022 11:48:34 +0200 Subject: [PATCH 31/49] Add unit test for the error case --- tests/testthat/test-Start-transform-border.R | 233 ++++++++++++++++++- 1 file changed, 222 insertions(+), 11 deletions(-) diff --git a/tests/testthat/test-Start-transform-border.R b/tests/testthat/test-Start-transform-border.R index a84f1ec..dee8b4e 100644 --- a/tests/testthat/test-Start-transform-border.R +++ b/tests/testthat/test-Start-transform-border.R @@ -1,4 +1,6 @@ context("Transform: check with cdo") + +############################################## # This unit test checks different border situations: normal regional that doesn't touch the borders, # global situation that uses all the grids, or one side reaches the border. @@ -24,6 +26,7 @@ context("Transform: check with cdo") # The result of cdo is from CDO version 1.9.8. +############################################## test_that("1. normal regional situation", { lons.min <- 10 @@ -75,6 +78,7 @@ tolerance = 0.0001 ) }) +#--------------------------------------------- # The result is consistent with cdo result, using all the grid points to transform # and crop the region. @@ -86,8 +90,7 @@ tolerance = 0.0001 #[4,] 284.1387 287.3716 287.7389 #[5,] 285.6547 285.0194 286.1099 -#------------------------------------------------ - +############################################## test_that("2. global situation", { lons.min <- 0 @@ -145,6 +148,7 @@ tolerance = 0.0001 }) +#--------------------------------------------- #> drop(arr2$data_array)[,1:3] # [,1] [,2] [,3] #[1,] 286.4231 288.0916 285.7435 @@ -160,8 +164,7 @@ tolerance = 0.0001 #[4,] 288.6723 285.0679 279.6016 #[5,] 286.8253 282.6013 279.5081 -#----------------------------------------------- - +############################################## test_that("3. left side too close to border", { lons.min <- 0 @@ -229,7 +232,7 @@ tolerance = 0.0001 }) - +#--------------------------------------------- #drop(arr2$data_array)[,] # [,1] [,2] [,3] [,4] [,5] [,6] #[1,] 286.4231 288.0916 285.7435 284.9907 285.4820 286.1208 @@ -239,7 +242,7 @@ tolerance = 0.0001 #[5,] 284.3575 284.8728 284.6408 285.6547 285.0194 286.1099 - +############################################## test_that("4. right side too close to border", { lons.min <- 350 @@ -287,6 +290,7 @@ tolerance = 0.0001 }) +#--------------------------------------------- #> drop(arr2$data_array)[,] # [,1] [,2] #[1,] 286.3033 285.9373 @@ -295,8 +299,7 @@ tolerance = 0.0001 #[4,] 285.0679 279.6016 #[5,] 282.6013 279.5081 -#-------------------------------------------------- - +############################################## test_that("5. across meridian", { lons.min <- 170 @@ -359,6 +362,8 @@ tolerance = 0.0001 }) +#--------------------------------------------- + # cdo result is [170:190]; Start() is [-180:-170; 170:180]. # So drop(exp)[, 1:3] == drop(arr2$data_array)[, 3:5]. #drop(arr2$data_array)[,] @@ -370,6 +375,7 @@ tolerance = 0.0001 #[5,] 284.6429 284.6293 284.9630 285.7766 286.0924 +############################################## test_that("6. normal case; [-180, 180]", { # The lon range is too close to border for the original longitude [0, 360], but # is normal case for [-180, 180]. In zzz.R, it is counted as normal case, and the @@ -439,9 +445,8 @@ tolerance = 0.0001 }) -#---------------------------------------------------------- - -test_that("6. left side too close to border; [-180, 180]", { +############################################## +test_that("7. left side too close to border; [-180, 180]", { # The lon range is too close to border for the original longitude [0, 360], but # is normal case for [-180, 180]. In zzz.R, it is counted as normal case, and the # result is the same as 3. @@ -490,6 +495,7 @@ tolerance = 0.0001 }) +#--------------------------------------------- # cdo result is [181:190] #> drop(arr2$data_array)[,] # [,1] [,2] @@ -499,3 +505,208 @@ tolerance = 0.0001 #[4,] 289.5334 289.5931 #[5,] 285.7766 286.0924 + +############################################## +# Tests for global longitude: + +test_that("8. Global situation: left side too close to border; [0, 360]", { + +lats.min <- 0 +lats.max <- 10 +lons.min <- 0 +lons.max <- 359 + +suppressWarnings( + exp <- Start(dat = '/esarchive/exp/ecmwf/system5_m1/monthly_mean/$var$_f6h/$var$_$sdate$.nc', + var = 'tas', + sdate = '20000101', + ensemble = indices(1), + time = indices(1), + latitude = values(list(lats.min, lats.max)), + latitude_reorder = Sort(), + longitude = values(list(lons.min, lons.max)), + longitude_reorder = CircularSort(0, 360), + transform = CDORemapper, + transform_params = list(grid = 'r360x180', + method = 'bilinear'), + transform_vars = c('latitude', 'longitude'), + synonims = list(latitude = c('lat','latitude'), + longitude = c('lon','longitude')), + return_vars = list(latitude = NULL, + longitude = NULL, + time = 'sdate'), + retrieve = TRUE) +) + +expect_equal( + dim(drop(exp)), + c(latitude = 10, longitude = 360) +) +expect_equal( + drop(exp)[,1], + c(299.8538, 300.0350, 300.2633, 300.4800, 300.6892, 300.2321, 300.1185, + 301.1927, 300.3126, 300.6474), + tolerance = 0.0001 +) +expect_equal( + drop(exp)[,2], + c(299.9356, 300.0557, 300.2042, 300.4571, 300.7495, 300.6388, 299.6622, + 299.2109, 299.4723, 299.5299), + tolerance = 0.0001 +) +expect_equal( + drop(exp)[,3], + c(300.0876, 300.1628, 300.2939, 300.5117, 300.6660, 300.5703, 300.0838, + 300.3170, 299.9515, 299.7573), + tolerance = 0.0001 +) +expect_equal( + drop(exp)[,4], + c(300.1547, 300.2518, 300.3484, 300.4062, 300.5299, 300.5294, 300.2701, + 300.1524, 299.4566, 299.0317), + tolerance = 0.0001 +) +expect_equal( + drop(exp)[,5], + c(300.1340, 300.1652, 300.3981, 300.5044, 300.5583, 300.5028, 300.4284, + 299.6214, 299.0601, 299.1104), + tolerance = 0.0001 +) + +}) + +#--------------------------------------------- +# The result is consistent with cdo result, using all the grid points to transform +# and crop the region: + +# path <- "/esarchive/exp/ecmwf/system5_m1/monthly_mean/tas_f6h/tas_20000101.nc" +# file <- NcOpen(path) +# arr <- NcToArray(file, +# dim_indices = list(time = 1, ensemble = 1, +# latitude = 1:640, longitude = 1:1296), +# vars_to_read = 'tas') +# lats <- NcToArray(file, +# dim_indices = list(latitude = 1:640), vars_to_read = 'latitude') +# lons <- NcToArray(file, +# dim_indices = list(longitude = 1:1296), vars_to_read = 'longitude') +# NcClose(file) + +# arr3 <- s2dv::CDORemap(arr, lons = as.vector(lons), lats = as.vector(lats), +# grid = 'r360x180', method = 'bilinear', crop = c(0,359,0,10)) + +# drop(arr3$data_array)[,1:5] + +# [,1] [,2] [,3] [,4] [,5] +# [1,] 299.8538 299.9356 300.0876 300.1547 300.1340 +# [2,] 300.0350 300.0557 300.1628 300.2518 300.1652 +# [3,] 300.2633 300.2042 300.2939 300.3484 300.3981 +# [4,] 300.4800 300.4571 300.5117 300.4062 300.5044 +# [5,] 300.6892 300.7495 300.6660 300.5299 300.5583 +# [6,] 300.2321 300.6388 300.5703 300.5294 300.5028 +# [7,] 300.1185 299.6622 300.0838 300.2701 300.4284 +# [8,] 301.1927 299.2109 300.3170 300.1524 299.6214 +# [9,] 300.3126 299.4723 299.9515 299.4566 299.0601 +# [10,] 300.6474 299.5299 299.7573 299.0317 299.1104 + +############################################## +test_that("9. Global situation: right side too close to border; [0.5, 359.9]", { + +lats.min <- 0 +lats.max <- 10 +lons.min <- 0.5 +lons.max <- 359.9 + +suppressWarnings( +exp <- Start(dat = '/esarchive/exp/ecmwf/system5_m1/monthly_mean/$var$_f6h/$var$_$sdate$.nc', + var = 'tas', + sdate = '20000101', + ensemble = indices(1), + time = indices(1), + latitude = values(list(lats.min, lats.max)), + latitude_reorder = Sort(), + longitude = values(list(lons.min, lons.max)), + longitude_reorder = CircularSort(0, 360), + transform = CDORemapper, + transform_params = list(grid = 'r360x180', + method = 'bilinear'), + transform_vars = c('latitude', 'longitude'), + synonims = list(latitude = c('lat','latitude'), + longitude = c('lon','longitude')), + return_vars = list(latitude = NULL, + longitude = NULL, + time = 'sdate'), + retrieve = TRUE) +) + + +expect_equal( + dim(drop(exp)), + c(latitude = 10, longitude = 359) +) +expect_equal( + drop(exp)[,1], + c(299.9356, 300.0557, 300.2042, 300.4571, 300.7495, 300.6388, 299.6622, + 299.2109, 299.4723, 299.5299), + tolerance = 0.0001 +) +expect_equal( + drop(exp)[,2], + c(300.0876, 300.1628, 300.2939, 300.5117, 300.6660, 300.5703, 300.0838, + 300.3170, 299.9515, 299.7573), + tolerance = 0.0001 +) +expect_equal( + drop(exp)[,3], + c(300.1547, 300.2518, 300.3484, 300.4062, 300.5299, 300.5294, 300.2701, + 300.1524, 299.4566, 299.0317), + tolerance = 0.0001 +) +expect_equal( + drop(exp)[,4], + c(300.1340, 300.1652, 300.3981, 300.5044, 300.5583, 300.5028, 300.4284, + 299.6214, 299.0601, 299.1104), + tolerance = 0.0001 +) +expect_equal( + drop(exp)[,5], + c(300.0874, 300.2558, 300.4289, 300.5256, 300.6006, 300.6316, 299.5125, + 298.8563, 299.5071, 300.0644), + tolerance = 0.0001 +) + +}) +#--------------------------------------------- + +# The result is consistent with cdo result, using all the grid points to transform +# and crop the region: + +# library(easyNCDF) +# path <- "/esarchive/exp/ecmwf/system5_m1/monthly_mean/tas_f6h/tas_20000101.nc" +# file <- NcOpen(path) +# arr <- NcToArray(file, +# dim_indices = list(time = 1, ensemble = 1, +# latitude = 1:640, longitude = 1:1296), +# vars_to_read = 'tas') +# lats <- NcToArray(file, +# dim_indices = list(latitude = 1:640), vars_to_read = 'latitude') +# lons <- NcToArray(file, +# dim_indices = list(longitude = 1:1296), vars_to_read = 'longitude') +# NcClose(file) + +# arr3 <- s2dv::CDORemap(arr, lons = as.vector(lons), lats = as.vector(lats), +# grid = 'r360x180', method = 'bilinear', crop = c(0.5,359.9,0,10)) + +# drop(arr2$data_array)[,1:5] + +# [,1] [,2] [,3] [,4] [,5] +# [1,] 299.9356 300.0876 300.1547 300.1340 300.0874 +# [2,] 300.0557 300.1628 300.2518 300.1652 300.2558 +# [3,] 300.2042 300.2939 300.3484 300.3981 300.4289 +# [4,] 300.4571 300.5117 300.4062 300.5044 300.5256 +# [5,] 300.7495 300.6660 300.5299 300.5583 300.6006 +# [6,] 300.6388 300.5703 300.5294 300.5028 300.6316 +# [7,] 299.6622 300.0838 300.2701 300.4284 299.5125 +# [8,] 299.2109 300.3170 300.1524 299.6214 298.8563 +# [9,] 299.4723 299.9515 299.4566 299.0601 299.5071 +# [10,] 299.5299 299.7573 299.0317 299.1104 300.0644 +############################################## \ No newline at end of file -- GitLab From c3f82748adf3310d42feca95c472a46288b6c254 Mon Sep 17 00:00:00 2001 From: aho Date: Tue, 25 Oct 2022 18:05:54 +0200 Subject: [PATCH 32/49] PATC2022 handson --- inst/doc/tutorial/PATC2022/Figures/.gitkeep | 0 .../PATC2022/Figures/handson_1_fig_crps.png | Bin 0 -> 119853 bytes .../PATC2022/Figures/handson_1_fig_rmsss.png | Bin 0 -> 110949 bytes .../PATC2022/hands-on_2_interpolation.md | 90 ++++++++ .../PATC2022/hands-on_2_interpolation_ans.md | 137 ++++++++++++ .../tutorial/PATC2022/handson_3-rainfarm.md | 116 ++++++++++ .../PATC2022/handson_3-rainfarm_ans.md | 137 ++++++++++++ .../PATC2022/handson_4-skill_workflow.md | 160 ++++++++++++++ .../PATC2022/handson_4-skill_workflow_ans.md | 209 ++++++++++++++++++ inst/doc/tutorial/PATC2022/nord3_demo.R | 75 +++++++ 10 files changed, 924 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interpolation. +In this use case, we only use Start() and load the data in the local memory. +The default transformation function is startR::CDORemapper, a wrapper function of s2dv::CDORemap that uses cdo inside. + +In detail, we are going to: +(1) Learn different ways to assign longitude and latitude in Start(). +(2) Use parameter '_reorder' to specify the sorted order. +(3) Use transform-related parameters. + +## 1. Define longitude and latitude +```r + # Use this one if on workstation or nord3 + repos <- "/esarchive/exp/ecmwf/system5_m1/monthly_mean/$var$_f6h/$var$_$sdate$.nc" + # Use this one if on Marenostrum4 and log in with PATC2021 account + repos <- paste0('/gpfs/scratch/nct00/nct00016/d3_02_R-hands_on/tmp-esarchive/', + 'exp/ecmwf/system5_m1/monthly_mean/', + '$var$_f6h/$var$_$sdate$.nc') + var <- 'tas' + sdate <- c('20170101') + lon.min <- 0 + lon.max <- 359.9 + lat.min <- -90 + lat.max <- 90 + + data <- Start(dat = repos, + var = var, + sdate = sdate, + ensemble = indices(1), + time = 'all', + latitude = values(list(lat.min, lat.max)), + latitude_reorder = Sort(), + longitude = values(list(lon.min, lon.max)), + longitude_reorder = CircularSort(0, 360), + synonims = list(latitude = c('lat', 'latitude'), + longitude = c('lon', 'longitude')), + return_vars = list(time = 'sdate', + longitude = 'dat', + latitude = 'dat'), + retrieve = TRUE + ) +``` + +1. Run the above script. Check the dimensions, the warning messages, and the values of +longitude and latitude. What is the range of longitude and latitude? + +2. Why 'lon.max' is 359.9 but not 360? What will happen if it is 360? + +3. Now, change + - `latitude_reorder = Sort()` to `latitude_reorder = Sort(decreasing = TRUE)` + - `longitude_reorder = CircularSort(0, 360)` to `longitude_reorder = CircularSort(-180, 180)` + - Set `lon.min <- -180` and `lon.max <- 179.9` + +Check the values of longitude and latitude again. Is it different from the original script? + + +## 2. Interpolation +Now, let us add in the transformation parameters. +```r + data <- Start(dat = repos, + var = var, + sdate = sdate, + ensemble = indices(1), + time = 'all', + latitude = values(list(lat.min, lat.max)), + latitude_reorder = Sort(), + longitude = values(list(lon.min, lon.max)), + longitude_reorder = CircularSort(0, 360), + ## transformation + transform = CDORemapper, + transform_extra_cells = 2, + transform_params = list(grid = 'r360x181', + method = 'conservative', + crop = c(lon.min, lon.max, + lat.min, lat.max)), + transform_vars = c('latitude', 'longitude'), + apply_indices_after_transform = FALSE, + ## + synonims = list(latitude = c('lat', 'latitude'), + longitude = c('lon', 'longitude')), + return_vars = list(time = 'sdate', + longitude = NULL, + latitude = NULL), + retrieve = TRUE + ) +``` +4. Run the above script. Check the dimensions and the values of longitude and latitude. + diff --git a/inst/doc/tutorial/PATC2022/hands-on_2_interpolation_ans.md b/inst/doc/tutorial/PATC2022/hands-on_2_interpolation_ans.md new file mode 100644 index 0000000..90bac14 --- /dev/null +++ b/inst/doc/tutorial/PATC2022/hands-on_2_interpolation_ans.md @@ -0,0 +1,137 @@ +# Hands-on 2: Spatial grid interpolation + +## Goal +To learn how to use Start() to load the data and do the interpolation. +In this use case, we only use Start() and load the data in the local memory. +The default transformation function is startR::CDORemapper, a wrapper function of s2dv::CDORemap that uses cdo inside. + +In detail, we are going to: +(1) Learn different ways to assign longitude and latitude in Start(). +(2) Use parameter '_reorder' to specify the sorted order. +(3) Use transform-related parameters. + +## 1. Define longitude and latitude +```r + # Use this one if on workstation or nord3 + repos <- "/esarchive/exp/ecmwf/system5_m1/monthly_mean/$var$_f6h/$var$_$sdate$.nc" + # Use this one if on Marenostrum4 and log in with PATC2021 account + repos <- paste0('/gpfs/scratch/nct00/nct00016/d3_02_R-hands_on/tmp-esarchive/', + 'exp/ecmwf/system5_m1/monthly_mean/', + '$var$_f6h/$var$_$sdate$.nc') + var <- 'tas' + sdate <- c('20170101') + lon.min <- 0 + lon.max <- 359.9 + lat.min <- -90 + lat.max <- 90 + + data <- Start(dat = repos, + var = var, + sdate = sdate, + ensemble = indices(1), + time = 'all', + latitude = values(list(lat.min, lat.max)), + latitude_reorder = Sort(), + longitude = values(list(lon.min, lon.max)), + longitude_reorder = CircularSort(0, 360), + synonims = list(latitude = c('lat', 'latitude'), + longitude = c('lon', 'longitude')), + return_vars = list(time = 'sdate', + longitude = 'dat', + latitude = 'dat'), + retrieve = TRUE + ) +``` + +1. Run the above script. Check the dimensions, the warning messages, and the values of +longitude and latitude. What is the range of longitude and latitude? +```r +dim(data) + dat var sdate ensemble time latitude longitude + 1 1 1 1 7 640 1296 + +longitude <- attr(data, 'Variables')$dat1$longitude +range(longitude) +[1] 0.0000 359.7222 + +latitude <- attr(data, 'Variables')$dat1$latitude +latitude[1] +[1] -89.78488 +latitude[640] +[1] 89.78488 +``` + +2. Why 'lon.max' is 359.9 but not 360? What will happen if it is 360? +If it is 360, you only get one point of longitude. Because of `longitude_reorder = CircularSort(0, 360)`, Start() regards 0 and 360 as the same point. Therefore, we need to set a number slightly smaller than 360 but bigger than the maximum value in the original data, so we can get the whole range. + +3. Now, change + - `latitude_reorder = Sort()` to `latitude_reorder = Sort(decreasing = TRUE)` + - `longitude_reorder = CircularSort(0, 360)` to `longitude_reorder = CircularSort(-180, 180)` + - Set `lon.min <- -180` and `lon.max <- 179.9` + +Check the values of longitude and latitude again. Is it different from the original script? +```r +dim(data) + dat var sdate ensemble time latitude longitude + 1 1 1 1 7 640 1296 + +longitude <- attr(data, 'Variables')$dat1$longitude +range(longitude) +[1] -180.0000 179.7222 + +latitude <- attr(data, 'Variables')$dat1$latitude +latitude[1] +[1] 89.78488 +latitude[640] +[1] -89.78488 + +``` +The dimensions are the same. The longitude range changes to [-180, 180], and the latitude sorts from 90 to -90. + + +## 2. Interpolation +Now, let us add in the transformation parameters. + +```r + data <- Start(dat = repos, + var = var, + sdate = sdate, + ensemble = indices(1), + time = 'all', + latitude = values(list(lat.min, lat.max)), + latitude_reorder = Sort(), + longitude = values(list(lon.min, lon.max)), + longitude_reorder = CircularSort(0, 360), + ## transformation + transform = CDORemapper, + transform_extra_cells = 2, + transform_params = list(grid = 'r360x181', + method = 'conservative', + crop = c(lon.min, lon.max, + lat.min, lat.max)), + transform_vars = c('latitude', 'longitude'), + ## + synonims = list(latitude = c('lat', 'latitude'), + longitude = c('lon', 'longitude')), + return_vars = list(time = 'sdate', + longitude = NULL, + latitude = NULL), + retrieve = TRUE + ) +``` + +4. Run the above script. Check the dimensions and the values of longitude and latitude. +```r +dim(data) + dat var sdate ensemble time latitude longitude + 1 1 1 1 7 181 360 + +longitude <- attr(data, 'Variables')$common$longitude +range(longitude) +[1] 0 359 + +latitude <- attr(data, 'Variables')$common$latitude +range(latitude) +[1] -90 90 +``` + diff --git a/inst/doc/tutorial/PATC2022/handson_3-rainfarm.md b/inst/doc/tutorial/PATC2022/handson_3-rainfarm.md new file mode 100644 index 0000000..2ce16ff --- /dev/null +++ b/inst/doc/tutorial/PATC2022/handson_3-rainfarm.md @@ -0,0 +1,116 @@ +# Hands-on 3: Load data by startR + +## Goal +Use startR to load the data used in CSTools [RainFARM vignette](https://earth.bsc.es/gitlab/external/cstools/-/blob/master/vignettes/RainFARM_vignette.Rmd). Learn how to adjust data while loading data. + +## 0. Load required packages + +```r +library(startR) +library(CSTools) +``` + +## 1. Load data from data repository (esarchive/) + +**Data description**: +This sample data set contains a small cutout of gridded seasonal precipitation +forecast data from the Copernicus Climate Change ECMWF-System 5 forecast system. +Specifically, for the 'prlr' (precipitation) variable, for the first 6 forecast +ensemble members, daily values, for all 31 days in March following the forecast +starting dates in November of years 2010 to 2012, for a small 4x4 pixel cutout in +a region in the North-Western Italian Alps (44N-47N, 6E-9E). The data resolution is 1 degree. + +Use the above information to define the variable, start dates, longitude and latitude. + +```r + repos <- "/esarchive/exp/ecmwf/system5c3s/daily_mean/$var$_s0-24h/$var$_$sdate$.nc" + var <- ______ + sdate <- paste0(______, '1101') + lon.min <- ______ + lon.max <- ______ + lat.min <- ______ + lat.max <- ______ +``` + +Calculate the forecast time step. Desired days: the whole March (leap year ignored) + +```r + library(lubridate) + ## Check which year is leap year + leap_year(2011:2013) + ## Find the first time step we want + ftime_s <- as.integer(ymd("2011-03-01", tz = "UTC") - ymd("2010-11-01", tz = "UTC")) + 1 + ftime <- ftime_s:(ftime_s + 30) + print(ftime) +``` + +Use Start() to load the data. + +```r + data <- Start(dat = repos, + var = var, + sdate = sdate, + ensemble = indices(______), + time = ftime, + latitude = values(list(lat.min, lat.max)), + latitude_reorder = Sort(), + longitude = values(list(lon.min, lon.max)), + longitude_reorder = CircularSort(0, 360), + synonims = list(latitude = c('lat', 'latitude'), + longitude = c('lon', 'longitude')), + return_vars = list(time = 'sdate', + longitude = NULL, latitude = NULL), + retrieve = TRUE) +``` + + +## 2. Compare with CSTools lonlat_prec + +Load CSTools data `lonlat_prec`. + +```r + stored_data <- CSTools::lonlat_prec +``` + +### Dimensions + +```r + dim(data) + dim(stored_data$data) +``` + +### Dates + +```r + data_time_attr <- attr(data, 'Variables')$common$time + dim(data_time_attr) + dim(stored_data$Dates$start) + str(stored_data$Dates$start) +``` + +### Latitude and Longitude + +```r + data_lat_attr <- attr(data, 'Variables')$common$latitude + as.vector(data_lat_attr) + as.vector(stored_data$lat) + + data_lon_attr <- attr(data, 'Variables')$common$longitude + as.vector(data_lon_attr) + as.vector(stored_data$lon) +``` + +## 3. Adjust Start() call to get more consistent result with lonlat_prec + +You should already see that the output of Start() `data` does have the same values +as `lonlat_prec`, but there are some differences. For example, the "member" and "time" +dimensions have different names; latitude vector order is different. + +1. We can use parameter `synonims` to change the dimension name freely. +In Start(), change `ensemble` to `member` and `time` to `ftime`, and define their synonims. + +2. Sort() in startR is a wrapper function of base function sort(). You can find it in Start() +call above, `latitude_reorder = Sort()`. Type `?sort` in R console to find how to change +latitude to descending order. + + diff --git a/inst/doc/tutorial/PATC2022/handson_3-rainfarm_ans.md b/inst/doc/tutorial/PATC2022/handson_3-rainfarm_ans.md new file mode 100644 index 0000000..a32c9bc --- /dev/null +++ b/inst/doc/tutorial/PATC2022/handson_3-rainfarm_ans.md @@ -0,0 +1,137 @@ +# Hands-on 3: Load data by startR + +## Goal +Use startR to load the data used in CSTools [RainFARM vignette](https://earth.bsc.es/gitlab/external/cstools/-/blob/master/vignettes/RainFARM_vignette.Rmd). Learn how to adjust data while loading data. + +## 0. Load required packages + +```r +library(startR) +library(CSTools) +``` + +## 1. Load data from data repository (esarchive/) + +**Data description**: +This sample data set contains a small cutout of gridded seasonal precipitation +forecast data from the Copernicus Climate Change ECMWF-System 5 forecast system. +Specifically, for the 'prlr' (precipitation) variable, for the first 6 forecast +ensemble members, daily values, for all 31 days in March following the forecast +starting dates in November of years 2010 to 2012, for a small 4x4 pixel cutout in +a region in the North-Western Italian Alps (44N-47N, 6E-9E). The data resolution is 1 degree. + +Use the above information to define the variable, start dates, longitude and latitude. + +```r + repos <- "/esarchive/exp/ecmwf/system5c3s/daily_mean/$var$_s0-24h/$var$_$sdate$.nc" + var <- 'prlr' + sdate <- paste0(2010:2012, '1101') + lon.min <- 6 + lon.max <- 9 + lat.min <- 44 + lat.max <- 47 +``` + +Calculate the forecast time step. Desired days: the whole March (leap year ignored) + +```r + library(lubridate) + ## Check which year is leap year + leap_year(2011:2013) + ## Find the first time step we want + ftime_s <- as.integer(ymd("2011-03-01", tz = "UTC") - ymd("2010-11-01", tz = "UTC")) + 1 + ftime <- ftime_s:(ftime_s + 30) + print(ftime) +``` + +Use Start() to load the data. + +```r + data <- Start(dat = repos, + var = var, + sdate = sdate, + ensemble = indices(1:6), + time = ftime, + latitude = values(list(lat.min, lat.max)), + latitude_reorder = Sort(), + longitude = values(list(lon.min, lon.max)), + longitude_reorder = CircularSort(0, 360), + synonims = list(latitude = c('lat', 'latitude'), + longitude = c('lon', 'longitude')), + return_vars = list(time = 'sdate', + longitude = NULL, latitude = NULL), + retrieve = TRUE) +``` + + +## 2. Compare with CSTools lonlat_prec + +Load CSTools data `lonlat_prec`. + +```r + stored_data <- CSTools::lonlat_prec +``` + +### Dimensions + +```r + dim(data) + dim(stored_data$data) +``` + +### Dates + +```r + data_time_attr <- attr(data, 'Variables')$common$time + dim(data_time_attr) + dim(stored_data$Dates$start) + str(stored_data$Dates$start) +``` + +### Latitude and Longitude + +```r + data_lat_attr <- attr(data, 'Variables')$common$latitude + as.vector(data_lat_attr) + as.vector(stored_data$lat) + + data_lon_attr <- attr(data, 'Variables')$common$longitude + as.vector(data_lon_attr) + as.vector(stored_data$lon) +``` + +## 3. Adjust Start() call to get more consistent result with lonlat_prec + +You should already see that the output of Start() `data` does have the same values +as `lonlat_prec`, but there are some differences. For example, the "member" and "time" +dimensions have different names; latitude vector order is different. + +1. We can use parameter `synonims` to change the dimension name freely. +In Start(), change `ensemble` to `member` and `time` to `ftime`, and define their synonims. + +2. Sort() in startR is a wrapper function of base function sort(). You can find it in Start() +call above, `latitude_reorder = Sort()`. Type `?sort` in R console to find how to change +latitude to descending order. + +```r + data <- Start(dat = repos, + var = var, + sdate = sdate, + member = indices(1:6), + ftime = ftime, + latitude = values(list(lat.min, lat.max)), + latitude_reorder = Sort(decreasing = TRUE), + longitude = values(list(lon.min, lon.max)), + longitude_reorder = CircularSort(0, 360), + synonims = list(latitude = c('lat', 'latitude'), + longitude = c('lon', 'longitude'), + member = c('member', 'ensemble'), + ftime = c('ftime', 'time')), + return_vars = list(ftime = 'sdate', + longitude = NULL, latitude = NULL), + retrieve = TRUE) + + dim(data) + data_lat_attr <- attr(data, 'Variables')$common$latitude + as.vector(data_lat_attr) +``` diff --git a/inst/doc/tutorial/PATC2022/handson_4-skill_workflow.md b/inst/doc/tutorial/PATC2022/handson_4-skill_workflow.md new file mode 100644 index 0000000..4e4e0ca --- /dev/null +++ b/inst/doc/tutorial/PATC2022/handson_4-skill_workflow.md @@ -0,0 +1,160 @@ +# Hands-on 4: Skill score workflow + +## Goal +Learn how to use the startR workflow to finish a piece of analysis, including defining and pre-processing the desired data, +defining the operation, building the workflow, and executing the operation. + +In this use case, the ensemble-adjusted Continuous Ranked Probability Score (CRPS) and the root mean square error skill score (RMSSS) are computed to verify the forecast. +To make the process faster, the required data size is small here so we can run the execution on workstation. + +## 1. Define data +The first step of the analysis is use Start() to identify the data needed. + +Hints: +(1) The data paths use two '$' as the wildcard, and it can be given any names you like. +(2) The variable we want to use is 'tas'. +(3) The required time (sdate) period is November 1981 to 2016. +(4) Read global data (i.e., full spatial grids.) +(5) Take only the first time step. +(6) To make the data smaller, we only take the first two ensemble members from the experimental data. +(7) Because we are going to use the whole startR workflow, we only need to create a pointer to the data repository rather than retrieve it to the workstation. + +```r +library(startR) + +# exp data + # Use this one if on workstation or nord3 + repos_exp <- paste0('/esarchive/exp/ecmwf/system4_m1/monthly_mean/', + '$var$_f6h/$var$_$sdate$.nc') + # Use this one if on Marenostrum4 and log in with PATC2021 account + repos_exp <- paste0('/gpfs/scratch/nct00/nct00016/d3_02_R-hands_on/tmp-esarchive/', + 'exp/ecmwf/system4_m1/monthly_mean/', + '$var$_f6h/$var$_$sdate$.nc') + + sdates_exp <- sapply(1981:2016, function(x) paste0(x, '1101')) + + exp <- Start(dat = repos_exp, + var = ______, + sdate = sdates_exp, + time = ______, + ensemble = ______, + latitude = ______, + longitude = ______, + synonims = list(longitude = c('lon', 'longitude'), + latitude = c('lat', 'latitude')), + return_vars = list(latitude = NULL, longitude = NULL, time = NULL), + retrieve = ______) + +# obs data + repos_obs <- paste0('/gpfs/scratch/nct00/nct00016/d3_02_R-hands_on/tmp-esarchive/', + 'recon/ecmwf/erainterim/monthly_mean/', + '$var$_f6h/$var$_$sdate$.nc') + sdates_obs <- sapply(1981:2016, function(x) paste0(x, '11')) + + obs <- Start(dat = repos_obs, + var = ______, + sdate = sdates_obs, + time = ______, + latitude = ______, + longitude = ______, + synonims = list(longitude = c('lon', 'longitude'), + latitude = c('lat', 'latitude')), + return_vars = list(latitude = NULL, longitude = NULL, time = NULL), + retrieve = ______) +``` + +Question: + +1. What are the dimensions of these two data? + +2. What is the size of these two data? + + +## 2. Define operation and workflow +It is recommended to define the function and write Step() together, because the latter one helps you clarify the input and output dimensions of the function. + +In the self-defined function, we want to use the two functions, 'SpecsVerification::EnsCrps' and 's2dv:::.RMSSS', to calculate the skill score. +You can check the first function by typing `?SpecsVerification::EnsCrps`, and the second function on [s2dv GitLab](https://earth.bsc.es/gitlab/es/s2dv/-/blob/master/R/RMSSS.R). + +Hint: +(1) The self-defined function is for exp and obs data. Therefore, target_dims and output_dims in Step() should be a list with two vector elements. +(2) Check the functions 'EnsCrps' and '.RMSSS'. What are the minimum required dimensions of inputs of each function? These dimensions should be the 'target_dims' in Step(). +(3) To return the two skill scores ('crps' and 'rmsss') together, put them in a list with two elements. +(4) What are the dimensions of outputs? These dimensions should be the 'output_dims' in Step(). +(5) The first input of AddStep() should also be a list containing exp and obs. + +```r + # self-defined function + func <- function(exp, obs) { + # CRPS + crps <- mean(SpecsVerification::EnsCrps(exp, obs, R.new = Inf), na.rm = TRUE) + + # RMSSS + # obs only has [sdate] now. Add one more dim for it. + obs <- s2dv::InsertDim(obs, posdim = 2, lendim = 1, name = 'ensemble') + rmsss <- mean(s2dv:::.RMSSS(exp, obs, time_dim = 'sdate', dat_dim = 'ensemble', pval = FALSE)$rmsss) + + return(______) + } + step <- Step(func, target_dims = ______, + output_dims = ______) + wf <- AddStep(______, step) +``` + +Question: +1. Which dimensions are used in operation? Which dimensions are free? + +2. Can we use more dimensions as target_dims? What are the disadvantages? + + +## 3. Execute locally +To avoid potential technical problems in the connection and configuration, +we choose to run the execution locally. +Noted that it is recommended to submit jobs to HPCs if the data size is big or +the operation is heavy. + +Hint: +(1) Use the free dimensions (i.e., those are not 'target_dims' in Step()) to chunk. +(2) It is safe to divide the data into pieces of which the size each is 1/2-1/3 of RAM. In this case, the data size is only around 100Mb, so you can play with it without +worrying about crashing the workstation. +(3) You will see some error messages like "Error in R_nc4_open: No such file or directory", +which are ignorable. + +```r + res <- Compute(wf$crps, + chunks = list(______)) +``` + +## 4. Check the results + +1. Check the list structure using function `str()`. What are the items in the list? + +2. What do the dimensions of each item look like? + +3. Plot the map +Use `s2dv::PlotEquiMap` or other visualization tools to plot the map. +```r + # Get latitude and longitude from the attributes + lat <- as.vector(attr(exp, 'Variables')$common$latitude) + lon <- as.vector(attr(exp, 'Variables')$common$longitude) + + # Set the color bar + brks_crps <- seq(min(res$crps, na.rm = TRUE), max(res$crps, na.rm = TRUE), length.out = 11) + brks_rmsss <- seq(min(res$rmsss, na.rm = TRUE), max(res$rmsss, na.rm = TRUE), length.out = 11) + + library(s2dv) + # Plot crps + PlotEquiMap(______, lon, lat, + color_fun = clim.palette('yellowred'), brks = brks_crps, + filled.continents = FALSE, triangle_ends = c(TRUE, TRUE), + toptitle = 'ECMWF monthly mean tas CRPS 2012-2016', title_scale = 0.6, + fileout = '~/handson_1_fig_crps.png') + + # Plot rmsss + PlotEquiMap(______, lon, lat, + color_fun = clim.palette('yellowred'), brks = brks_rmsss, + filled.continents = FALSE, triangle_ends = c(TRUE, TRUE), + toptitle = 'ECMWF monthly mean tas RMSSS 2012-2016', title_scale = 0.6, + fileout = '~/handson_1_fig_rmsss.png') + +``` diff --git a/inst/doc/tutorial/PATC2022/handson_4-skill_workflow_ans.md b/inst/doc/tutorial/PATC2022/handson_4-skill_workflow_ans.md new file mode 100644 index 0000000..9427d4b --- /dev/null +++ b/inst/doc/tutorial/PATC2022/handson_4-skill_workflow_ans.md @@ -0,0 +1,209 @@ +# Hands-on 1: Seasonal forecast verification + +## Goal +Learn how to use the startR workflow to finish a piece of analysis, including defining and pre-processing the desired data, +defining the operation, building the workflow, and executing the operation. + +In this use case, the continuous ranked probability score (CRPS) and the root mean square error skill score (RMSSS) are computed to verify the forecast. +To make the process faster, the required data size is small here so we can run the execution on workstation. + +## 1. Define data +The first step of the analysis is use Start() to identify the data needed. + +Hints: +(1) The data paths use two '$' as the wildcard, and it can be given any names you like. +(2) The variable we want to use is 'tas'. +(3) The required time (sdate) period is November 1991 to 2011. +(4) Read global data (i.e., full spatial grids.) +(5) Take only the first time step. +(6) To make the data smaller, we only take the first two ensemble members from the experimental data. +(7) Because we are going to use the whole startR workflow, we only need to create a pointer to the data repository rather than retrieve it to the workstation. + +```r +library(startR) + +# exp data + # Use this one if on workstation or nord3 (have access to /esarchive) + repos_exp <- paste0('/esarchive/exp/ecmwf/system5c3s/monthly_mean/', + '$var$_f6h/$var$_$sdate$.nc') + # Use this one if on Marenostrum4 and log in with PATC2021 account + repos_exp <- paste0('/gpfs/scratch/nct00/nct00016/d3_02_R-hands_on/tmp-esarchive/', + 'exp/ecmwf/system4_m1/monthly_mean/', + '$var$_f6h/$var$_$sdate$.nc') + + sdates_exp <- sapply(1991:2011, function(x) paste0(x, '1101')) + + exp <- Start(dat = repos_exp, + var = 'tas', + sdate = sdates_exp, + time = indices(1), + ensemble = 'all', + latitude = 'all', + longitude = 'all', + synonims = list(longitude = c('lon', 'longitude'), + latitude = c('lat', 'latitude')), + return_vars = list(latitude = NULL, longitude = NULL, time = 'sdate'), + retrieve = FALSE) + +# obs data + # Use this one if on workstation or nord3 (have access to /esarchive) + repos_obs <- paste0('/esarchive/recon/ecmwf/era5/monthly_mean/$var$_f1h-r360x180/', + '$var$_$sdate$.nc') + # Use this one if on Marenostrum4 and log in with PATC2022 account + repos_obs <- paste0('/gpfs/scratch/nct00/nct00016/d3_02_R-hands_on/tmp-esarchive/', + 'recon/ecmwf/erainterim/monthly_mean/', + '$var$_f6h/$var$_$sdate$.nc') + + sdates_obs <- sapply(1991:2011, function(x) paste0(x, '11')) + + obs <- Start(dat = repos_obs, + var = 'tas', + sdate = sdates_obs, + time = indices(1), + latitude = 'all', + longitude = 'all', + synonims = list(longitude = c('lon', 'longitude'), + latitude = c('lat', 'latitude')), + return_vars = list(latitude = NULL, longitude = NULL, time = 'sdate'), + retrieve = FALSE) +``` + +Question: + +1. What are the dimensions of these two data? +```r +attr(exp, 'Dimensions') + dat var sdate time ensemble latitude longitude + 1 1 21 1 25 181 360 + +attr(obs, 'Dimensions') + dat var sdate time latitude longitude + 1 1 21 1 181 360 +``` + +2. What is the size of these two data? +exp: 261Mb; obs: 10.4Mb as shown on screen from Start() call. + + +## 2. Define operation and workflow +It is recommended to define the function and write Step() together, because the latter one helps you clarify the input and output dimensions of the function. + +In the self-defined function, we want to use the two functions, 's2dv::CRPSS' and 's2dv::RMSSS', to calculate the skill scores. +You can check the functions by typing `?s2dv::CRPSS` and `?s2dv::RMSSS`, or on [s2dv GitLab](https://earth.bsc.es/gitlab/es/s2dv/-/blob/master/R/). + +Hint: +(1) The self-defined function is for exp and obs data. Therefore, target_dims and output_dims in Step() should be a list with two vector elements. +(2) The essential dimensions are "ensemble" and "sdate" for `exp`, and "sdate" for `obs`. These dimensions should be the 'target_dims' in Step(). +(3) To return the two skill scores ('crpss' and 'rmsss') together, put them in a list with two elements. +(4) What are the dimensions of the outputs? These dimensions should be 'output_dims' in Step(). +(5) The first input of AddStep() should also be a list containing exp and obs. + +```r + # self-defined function + skill_func <- function(exp, obs) { + # exp: [ensemble, sdate] + # obs: [sdate] + + # Calculate CRPSS + crpss <- s2dv::CRPSS(exp, obs, memb_dim = 'ensemble') + + # Calculate RMSSS + ## ensemble mean + exp_ens <- s2dv::MeanDims(exp, 'ensemble', na.rm = T) + rmsss <- s2dv::RMSSS(exp_ens, obs, time_dim = 'sdate', dat_dim = NULL) + + return(list(crpss = crpss$crpss, crpss_sign = crpss$sign, rmsss = rmsss$rmsss, rmsss_pval = rmsss$p.val)) + } + step <- Step(skill_func, target_dims = list(exp = c('ensemble', 'sdate'), obs = c('sdate')), + output_dims = list(crpss = NULL, crpss_sign = NULL, rmsss = NULL, rmsss_pval = NULL)) + wf <- AddStep(list(exp, obs), step) +``` + +Question: +1. Which dimensions are used in operation? Which dimensions are free? +'ensemble' and 'sdate' are used in operation. The other dimensions (dat, var, time, latitude, and longitude) +are not necessary for the functions. These free dimensions will be subsetted by multiApply during the execution. + +2. Can we use more dimensions as target_dims? What are the disadvantages? +It still works if putting more dimensions as target_dims, but we will lose the choices for chunking in the next step. Also, the lighter the function is, the quicker the operation runs. + + + +## 3. Execute locally +To avoid potential technical problems in the connection and configuration, +we choose to run the execution locally. +Noted that it is recommended to submit jobs to HPCs if the data size is big or +the operation is heavy. + +Hint: +(1) Use the free dimensions (i.e., those are not 'target_dims' in Step()) to chunk. +(2) It is safe to divide the data into pieces of which the size each is 1/2-1/3 of RAM. In this case, +the data size is only around 270Mb, so you can play with it without worrying about crashing the terminal. + +```r + res <- Compute(wf$crpss, + chunks = list(latitude = 2, longitude = 2)) +``` + +## 4. Check the results + +1. Check the list structure using function `str()`. What are the items in the list? +```r +str(res) +List of 4 + $ crpss : num [1, 1, 1, 1:181, 1:360] -13.6 -12.2 -10.6 -10.2 -10.7 ... + $ crpss_sign: logi [1, 1, 1, 1:181, 1:360] TRUE TRUE TRUE TRUE TRUE TRUE ... + $ rmsss : num [1, 1, 1, 1:181, 1:360] 0.943 0.943 0.944 0.943 0.941 ... + $ rmsss_pval: num [1, 1, 1, 1:181, 1:360] 0 0 0 0 0 0 0 0 0 0 ... + .. +``` + +2. What are the dimensions of each item? +```r +dim(res$crpss) + dat var time latitude longitude + 1 1 1 181 360 +dim(res$crpss_sign) + dat var time latitude longitude + 1 1 1 181 360 +dim(res$rmsss) + dat var time latitude longitude + 1 1 1 181 360 +dim(res$rmsss_pval) + dat var time latitude longitude + 1 1 1 181 360 +``` + +3. Plot the maps + +Use `s2dv::PlotEquiMap` or other visualization tools to plot the map. +```r + # Get latitude and longitude from the attributes + lat <- as.vector(attr(exp, 'Variables')$common$latitude) + lon <- as.vector(attr(exp, 'Variables')$common$longitude) + + # Set the color bar + brks_crps <- seq(0, max(res$crps, na.rm = TRUE), length.out = 21) + brks_rmsss <- seq(min(res$rmsss, na.rm = TRUE), max(res$rmsss, na.rm = TRUE), length.out = 21) + + library(s2dv) + # Plot crps + PlotEquiMap(res$crps[1, 1, 1, , ], lon, lat, + cols = heat.colors(length(brks_crps) - 1)[(length(brks_crps) - 1):1], + brks = brks_crps, + filled.continents = FALSE, triangle_ends = c(TRUE, TRUE), + toptitle = 'ECMWF monthly mean tas CRPS 2012-2016', title_scale = 0.6, + fileout = '~/handson_1_fig_crps.png') + + # Plot rmsss + PlotEquiMap(res$rmsss[1, 1, 1, , ], lon, lat, + color_fun = clim.palette('yellowred'), brks = brks_rmsss, + filled.continents = FALSE, triangle_ends = c(TRUE, TRUE), + toptitle = 'ECMWF monthly mean tas RMSSS 2012-2016', title_scale = 0.6, + fileout = '~/handson_1_fig_rmsss.png') +``` + +![CRPS map](./Figures/handson_1_fig_crps.png) + +![RMSSS map](./Figures/handson_1_fig_rmsss.png) + diff --git a/inst/doc/tutorial/PATC2022/nord3_demo.R b/inst/doc/tutorial/PATC2022/nord3_demo.R new file mode 100644 index 0000000..ddd39b1 --- /dev/null +++ b/inst/doc/tutorial/PATC2022/nord3_demo.R @@ -0,0 +1,75 @@ +library(startR) + + repos <- "/esarchive/exp/ecmwf/system5_m1/monthly_mean/$var$_f6h/$var$_$sdate$.nc" + var <- 'tas' + sdate <- c('20170101', '20170201') + lon.min <- 0 + lon.max <- 359.9 + lat.min <- -90 + lat.max <- 90 + + data <- Start(dat = repos, + var = var, + sdate = sdate, + ensemble = 'all', + time = 'all', + latitude = values(list(lat.min, lat.max)), + latitude_reorder = Sort(), + longitude = values(list(lon.min, lon.max)), + longitude_reorder = CircularSort(0, 360), + synonims = list(latitude = c('lat', 'latitude'), + longitude = c('lon', 'longitude')), + return_vars = list(time = 'sdate', + longitude = NULL, latitude = NULL), + retrieve = FALSE + ) + + func <- function(x, conf, pval) { + # x: [ensemble, time] + # ensemble mean + ens_mean <- apply(x, 2, mean) + # temporal trend +# trend <- s2dv:::.Trend(ens_mean, conf = conf, pval = pval)$trend + trend <- s2dv::Trend(ens_mean, conf = conf, pval = pval)$trend + + return(trend) + } + step <- Step(func, target_dims = c('ensemble', 'time'), + output_dims = list(trend = 'stats'), + use_libraries = c('s2dv')) + wf <- AddStep(data, step, conf = FALSE, pval = FALSE) + +#-------------------user-defined--------------------- + queue_host <- 'nord4' # short name in .ssh/config + temp_dir <- '/gpfs/scratch/bsc32/bsc32734/startR_hpc/' + ecflow_suite_dir <- '/home/Earth/aho/startR_local/' +#---------------------------------------------------- + + # Nord3-v2 + res <- Compute(wf, + chunks = list(latitude = 2, + longitude = 2),#$output1 + threads_load = 2, + threads_compute = 4, + cluster = list( + queue_host = 'nord4', + queue_type = 'slurm', + temp_dir = temp_dir, + cores_per_job = 2, + job_wallclock = '01:00:00', + max_jobs = 4, + extra_queue_params = list('#SBATCH --constraint=medmem'), + bidirectional = FALSE, + polling_period = 10 + ), + ecflow_suite_dir = ecflow_suite_dir, + wait = TRUE + ) + +# Save the result if needed +saveRDS(res, file = '~/nord3_demo_result.Rds') + +# Check the result +str(res) +dim(res$trend) + -- GitLab From 6ace9c0cc06febfeb025fa565a8a445efa15294d Mon Sep 17 00:00:00 2001 From: aho Date: Wed, 26 Oct 2022 15:01:36 +0200 Subject: [PATCH 33/49] Update handson --- .../PATC2022/Figures/handson_1_fig_crps.png | Bin 119853 -> 0 bytes .../PATC2022/Figures/handson_1_fig_rmsss.png | Bin 110949 -> 0 bytes .../PATC2022/Figures/handson_4_fig_rmsss.png | Bin 0 -> 89762 bytes .../PATC2022/Figures/handson_4_fig_rpss.png | Bin 0 -> 427082 bytes .../PATC2022/Figures/handson_5_fig1.png | Bin 0 -> 123305 bytes .../PATC2022/Figures/handson_5_fig2.png | Bin 0 -> 115914 bytes .../PATC2022/Figures/handson_5_fig3.png | Bin 0 -> 107921 bytes .../PATC2022/Figures/handson_5_fig4.png | Bin 0 -> 114641 bytes .../PATC2022/hands-on_2_interpolation.md | 90 --------- .../PATC2022/handson_4-skill_workflow.md | 156 ++++++++------- .../PATC2022/handson_4-skill_workflow_ans.md | 181 +++++++++++++----- .../PATC2022/handson_5-interpolation.md | 120 ++++++++++++ ..._ans.md => handson_5-interpolation_ans.md} | 97 ++++++---- 13 files changed, 415 insertions(+), 229 deletions(-) delete mode 100644 inst/doc/tutorial/PATC2022/Figures/handson_1_fig_crps.png delete mode 100644 inst/doc/tutorial/PATC2022/Figures/handson_1_fig_rmsss.png create mode 100644 inst/doc/tutorial/PATC2022/Figures/handson_4_fig_rmsss.png create mode 100644 inst/doc/tutorial/PATC2022/Figures/handson_4_fig_rpss.png create mode 100644 inst/doc/tutorial/PATC2022/Figures/handson_5_fig1.png create mode 100644 inst/doc/tutorial/PATC2022/Figures/handson_5_fig2.png create mode 100644 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z4|i?f3IppH1pJ@_P$2)${=6|M@t@rp`t~jC7Z{~Oc?hIdda1}MrtEaQ{%s3Esu0sZ zNR&RHABgxM{#8{``8E58fSg>=_!|N*h{txa999Y;A^>6s^p;}K0dX@_mxzMfrhW9f zf6cl6dLVKRaIugm)c05-;f{mk>Q|62=MoY5F*4!;qM-12c=-4-2wR9#A@Wahn<2yw zBn>f}srP{Jfrlcr2xtIbUB7V+U7}s;$l0p!$&T(v#Y90uGP3rCo%{<}F*|&>o5;%j zNiXf?q{;0Mou<7B0`_o60Ea3N8c>lgs(!8rl7*A4XQO=TKHJIK%N$yv zWJrnB?=XXi9}=gfw5$xyh^~bl;FypOrEmdjb!_jw{qxEzk76M|QXMY9pF`B=EjHWJ zV+&}s(FdB4o`o(~e}8}21P0zaQqgjOoHU}I&a$$Ib2k`va7Dmen3^uar=YtpNbj*OAMDHRpa1{> literal 0 HcmV?d00001 diff --git a/inst/doc/tutorial/PATC2022/hands-on_2_interpolation.md b/inst/doc/tutorial/PATC2022/hands-on_2_interpolation.md deleted file mode 100644 index 02ac726..0000000 --- a/inst/doc/tutorial/PATC2022/hands-on_2_interpolation.md +++ /dev/null @@ -1,90 +0,0 @@ -# Hands-on 2: Spatial grid interpolation - -## Goal -To learn how to use Start() to load the data and do the interpolation. -In this use case, we only use Start() and load the data in the local memory. -The default transformation function is startR::CDORemapper, a wrapper function of s2dv::CDORemap that uses cdo inside. - -In detail, we are going to: -(1) Learn different ways to assign longitude and latitude in Start(). -(2) Use parameter '_reorder' to specify the sorted order. -(3) Use transform-related parameters. - -## 1. Define longitude and latitude -```r - # Use this one if on workstation or nord3 - repos <- "/esarchive/exp/ecmwf/system5_m1/monthly_mean/$var$_f6h/$var$_$sdate$.nc" - # Use this one if on Marenostrum4 and log in with PATC2021 account - repos <- paste0('/gpfs/scratch/nct00/nct00016/d3_02_R-hands_on/tmp-esarchive/', - 'exp/ecmwf/system5_m1/monthly_mean/', - '$var$_f6h/$var$_$sdate$.nc') - var <- 'tas' - sdate <- c('20170101') - lon.min <- 0 - lon.max <- 359.9 - lat.min <- -90 - lat.max <- 90 - - data <- Start(dat = repos, - var = var, - sdate = sdate, - ensemble = indices(1), - time = 'all', - latitude = values(list(lat.min, lat.max)), - latitude_reorder = Sort(), - longitude = values(list(lon.min, lon.max)), - longitude_reorder = CircularSort(0, 360), - synonims = list(latitude = c('lat', 'latitude'), - longitude = c('lon', 'longitude')), - return_vars = list(time = 'sdate', - longitude = 'dat', - latitude = 'dat'), - retrieve = TRUE - ) -``` - -1. Run the above script. Check the dimensions, the warning messages, and the values of -longitude and latitude. What is the range of longitude and latitude? - -2. Why 'lon.max' is 359.9 but not 360? What will happen if it is 360? - -3. Now, change - - `latitude_reorder = Sort()` to `latitude_reorder = Sort(decreasing = TRUE)` - - `longitude_reorder = CircularSort(0, 360)` to `longitude_reorder = CircularSort(-180, 180)` - - Set `lon.min <- -180` and `lon.max <- 179.9` - -Check the values of longitude and latitude again. Is it different from the original script? - - -## 2. Interpolation -Now, let us add in the transformation parameters. -```r - data <- Start(dat = repos, - var = var, - sdate = sdate, - ensemble = indices(1), - time = 'all', - latitude = values(list(lat.min, lat.max)), - latitude_reorder = Sort(), - longitude = values(list(lon.min, lon.max)), - longitude_reorder = CircularSort(0, 360), - ## transformation - transform = CDORemapper, - transform_extra_cells = 2, - transform_params = list(grid = 'r360x181', - method = 'conservative', - crop = c(lon.min, lon.max, - lat.min, lat.max)), - transform_vars = c('latitude', 'longitude'), - apply_indices_after_transform = FALSE, - ## - synonims = list(latitude = c('lat', 'latitude'), - longitude = c('lon', 'longitude')), - return_vars = list(time = 'sdate', - longitude = NULL, - latitude = NULL), - retrieve = TRUE - ) -``` -4. Run the above script. Check the dimensions and the values of longitude and latitude. - diff --git a/inst/doc/tutorial/PATC2022/handson_4-skill_workflow.md b/inst/doc/tutorial/PATC2022/handson_4-skill_workflow.md index 4e4e0ca..9d7af6b 100644 --- a/inst/doc/tutorial/PATC2022/handson_4-skill_workflow.md +++ b/inst/doc/tutorial/PATC2022/handson_4-skill_workflow.md @@ -1,66 +1,79 @@ -# Hands-on 4: Skill score workflow +# Hands-on 1: Seasonal forecast verification ## Goal Learn how to use the startR workflow to finish a piece of analysis, including defining and pre-processing the desired data, -defining the operation, building the workflow, and executing the operation. +defining the operation, building the workflow, and executing the operation. -In this use case, the ensemble-adjusted Continuous Ranked Probability Score (CRPS) and the root mean square error skill score (RMSSS) are computed to verify the forecast. +In this use case, the ranked probability skill score (RPSS) and the root mean square error skill score (RMSSS) are computed to verify the forecast. To make the process faster, the required data size is small here so we can run the execution on workstation. +## 0. Load required packages + +```r +library(startR) +library(s2dv) +``` + ## 1. Define data The first step of the analysis is use Start() to identify the data needed. Hints: (1) The data paths use two '$' as the wildcard, and it can be given any names you like. (2) The variable we want to use is 'tas'. -(3) The required time (sdate) period is November 1981 to 2016. +(3) The required time (sdate) period is November 1991 to 2011. (4) Read global data (i.e., full spatial grids.) -(5) Take only the first time step. -(6) To make the data smaller, we only take the first two ensemble members from the experimental data. -(7) Because we are going to use the whole startR workflow, we only need to create a pointer to the data repository rather than retrieve it to the workstation. +(5) Take all the ensemble members. +(6) Because we are going to use the whole startR workflow, we only need to create a pointer to the data repository rather than retrieve it to the workstation. ```r -library(startR) - # exp data - # Use this one if on workstation or nord3 - repos_exp <- paste0('/esarchive/exp/ecmwf/system4_m1/monthly_mean/', + # Use this one if on workstation or nord3 (have access to /esarchive) + repos_exp <- paste0('/esarchive/exp/ecmwf/system5c3s/monthly_mean/', '$var$_f6h/$var$_$sdate$.nc') # Use this one if on Marenostrum4 and log in with PATC2021 account repos_exp <- paste0('/gpfs/scratch/nct00/nct00016/d3_02_R-hands_on/tmp-esarchive/', 'exp/ecmwf/system4_m1/monthly_mean/', '$var$_f6h/$var$_$sdate$.nc') - sdates_exp <- sapply(1981:2016, function(x) paste0(x, '1101')) + sdates_exp <- sapply(1991:2011, function(x) paste0(x, '1101')) exp <- Start(dat = repos_exp, var = ______, sdate = sdates_exp, - time = ______, + time = indices(1), ensemble = ______, latitude = ______, + latitude_reorder = Sort(), longitude = ______, + longitude_reorder = CircularSort(0, 360), synonims = list(longitude = c('lon', 'longitude'), latitude = c('lat', 'latitude')), - return_vars = list(latitude = NULL, longitude = NULL, time = NULL), - retrieve = ______) + return_vars = list(latitude = NULL, longitude = NULL, time = 'sdate'), + retrieve = FALSE) # obs data + # Use this one if on workstation or nord3 (have access to /esarchive) + repos_obs <- paste0('/esarchive/recon/ecmwf/era5/monthly_mean/$var$_f1h-r360x180/', + '$var$_$sdate$.nc') + # Use this one if on Marenostrum4 and log in with PATC2022 account repos_obs <- paste0('/gpfs/scratch/nct00/nct00016/d3_02_R-hands_on/tmp-esarchive/', 'recon/ecmwf/erainterim/monthly_mean/', '$var$_f6h/$var$_$sdate$.nc') - sdates_obs <- sapply(1981:2016, function(x) paste0(x, '11')) + + sdates_obs <- sapply(1991:2011, function(x) paste0(x, '11')) obs <- Start(dat = repos_obs, var = ______, sdate = sdates_obs, - time = ______, + time = indices(1), latitude = ______, + latitude_reorder = Sort(), longitude = ______, + longitude_reorder = CircularSort(0, 360), synonims = list(longitude = c('lon', 'longitude'), latitude = c('lat', 'latitude')), - return_vars = list(latitude = NULL, longitude = NULL, time = NULL), - retrieve = ______) + return_vars = list(latitude = NULL, longitude = NULL, time = 'sdate'), + retrieve = FALSE) ``` Question: @@ -69,36 +82,42 @@ Question: 2. What is the size of these two data? +3. Check the latitude, longitude, and time values of the two data. Are they consistent? + ## 2. Define operation and workflow It is recommended to define the function and write Step() together, because the latter one helps you clarify the input and output dimensions of the function. -In the self-defined function, we want to use the two functions, 'SpecsVerification::EnsCrps' and 's2dv:::.RMSSS', to calculate the skill score. -You can check the first function by typing `?SpecsVerification::EnsCrps`, and the second function on [s2dv GitLab](https://earth.bsc.es/gitlab/es/s2dv/-/blob/master/R/RMSSS.R). +In the self-defined function, we want to use the two functions, 's2dv::RPSS' and 's2dv::RMSSS', to calculate the skill scores. +You can check the functions by typing `?s2dv::RPSS` and `?s2dv::RMSSS`, or on [s2dv GitLab](https://earth.bsc.es/gitlab/es/s2dv/-/blob/master/R/). -Hint: -(1) The self-defined function is for exp and obs data. Therefore, target_dims and output_dims in Step() should be a list with two vector elements. -(2) Check the functions 'EnsCrps' and '.RMSSS'. What are the minimum required dimensions of inputs of each function? These dimensions should be the 'target_dims' in Step(). -(3) To return the two skill scores ('crps' and 'rmsss') together, put them in a list with two elements. -(4) What are the dimensions of outputs? These dimensions should be the 'output_dims' in Step(). -(5) The first input of AddStep() should also be a list containing exp and obs. +Hint: +(1) The self-defined function is for exp and obs data. Therefore, target_dims and output_dims in Step() should be a list with two vector elements. +(2) The essential dimensions are "ensemble" and "sdate" for `exp`, and "sdate" for `obs`. These dimensions should be the 'target_dims' in Step(). +(3) To return the two skill scores as well as the significance test results, put them in a list of 4 elements. +(4) What are the dimensions of the outputs? These dimensions should be 'output_dims' in Step(). +(5) The first input of AddStep() should also be a list containing exp and obs. ```r # self-defined function - func <- function(exp, obs) { - # CRPS - crps <- mean(SpecsVerification::EnsCrps(exp, obs, R.new = Inf), na.rm = TRUE) + skill_func <- function(exp, obs) { + # exp: [ensemble, sdate] + # obs: [sdate] + + # Calculate RPSS + rpss <- s2dv::RPSS(exp, obs, memb_dim = ______) - # RMSSS - # obs only has [sdate] now. Add one more dim for it. - obs <- s2dv::InsertDim(obs, posdim = 2, lendim = 1, name = 'ensemble') - rmsss <- mean(s2dv:::.RMSSS(exp, obs, time_dim = 'sdate', dat_dim = 'ensemble', pval = FALSE)$rmsss) + # Calculate RMSSS + ## ensemble mean + exp_ens <- s2dv::MeanDims(exp, ______, na.rm = T) + rmsss <- s2dv::RMSSS(exp_ens, obs, time_dim = ______, dat_dim = NULL) - return(______) + return(list(rpss = rpss$rpss, rpss_sign = rpss$sign, + rmsss = rmsss$rmsss, rmsss_pval = rmsss$p.val)) } - step <- Step(func, target_dims = ______, - output_dims = ______) - wf <- AddStep(______, step) + step <- Step(skill_func, target_dims = list(exp = ______, obs = ______), + output_dims = list(rpss = NULL, rpss_sign = NULL, rmsss = NULL, rmsss_pval = NULL)) + wf <- AddStep(list(exp, obs), step) ``` Question: @@ -115,46 +134,55 @@ the operation is heavy. Hint: (1) Use the free dimensions (i.e., those are not 'target_dims' in Step()) to chunk. -(2) It is safe to divide the data into pieces of which the size each is 1/2-1/3 of RAM. In this case, the data size is only around 100Mb, so you can play with it without -worrying about crashing the workstation. -(3) You will see some error messages like "Error in R_nc4_open: No such file or directory", -which are ignorable. +(2) It is safe to divide the data into pieces of which the size each is 1/2-1/3 of RAM. In this case, +the data size is only around 270Mb, so you can play with it without worrying about crashing the terminal. ```r - res <- Compute(wf$crps, - chunks = list(______)) + res <- Compute(wf$rpss, + chunks = list(______), + threads_load = 2, + threads_compute = 4) ``` ## 4. Check the results -1. Check the list structure using function `str()`. What are the items in the list? +1. What is the Compute summary printed on the screen? Do you see the total time, time for load, time for compute? + + +**BONUS**: Try to use only one thread for loading and computing (i.e., `threads_load = 1`, `threads_compute = 1`.) Is it slower than using more threads? + +2. Check the list structure using function `str()`. What are the items in the list? -2. What do the dimensions of each item look like? +3. What are the dimensions of each item? + +4. Plot the maps + +Use `s2dv::PlotEquiMap` or other visualization tools to plot the maps. Check the usage of PlotEquiMap() on s2dv GitLab or type `?s2dv::PlotEquiMap`. -3. Plot the map -Use `s2dv::PlotEquiMap` or other visualization tools to plot the map. ```r # Get latitude and longitude from the attributes lat <- as.vector(attr(exp, 'Variables')$common$latitude) lon <- as.vector(attr(exp, 'Variables')$common$longitude) - # Set the color bar - brks_crps <- seq(min(res$crps, na.rm = TRUE), max(res$crps, na.rm = TRUE), length.out = 11) - brks_rmsss <- seq(min(res$rmsss, na.rm = TRUE), max(res$rmsss, na.rm = TRUE), length.out = 11) - - library(s2dv) - # Plot crps - PlotEquiMap(______, lon, lat, - color_fun = clim.palette('yellowred'), brks = brks_crps, + # Set the color bars + print(range(res$rpss, na.rm = TRUE)) + brks_rpss <- seq(-1, 0.9, by = 0.1) + print(range(res$rmsss, na.rm = TRUE)) + brks_rmsss <- seq(0.95, 0.99, by = 0.01) + + # Plot RPSS + PlotEquiMap(______, lon = lon, lat = lat, + dots = ______, dot_size = 1.5, dot_symbol = 3, + brks = brks_rpss, filled.continents = FALSE, triangle_ends = c(TRUE, TRUE), - toptitle = 'ECMWF monthly mean tas CRPS 2012-2016', title_scale = 0.6, - fileout = '~/handson_1_fig_crps.png') + toptitle = 'ECMWF system5 monthly mean tas RPSS 1991-2011', title_scale = 0.6, + fileout = '~/handson_4_fig_rpss.png') - # Plot rmsss - PlotEquiMap(______, lon, lat, - color_fun = clim.palette('yellowred'), brks = brks_rmsss, + # Plot RMSSS + PlotEquiMap(______, lon = lon, lat = lat, + color_fun = clim.palette('yellowred'), + brks = brks_rmsss, filled.continents = FALSE, triangle_ends = c(TRUE, TRUE), - toptitle = 'ECMWF monthly mean tas RMSSS 2012-2016', title_scale = 0.6, - fileout = '~/handson_1_fig_rmsss.png') - + toptitle = 'ECMWF system5 monthly mean tas RMSSS 1991-2011', title_scale = 0.6, + fileout = '~/handson_4_fig_rmsss.png') ``` diff --git a/inst/doc/tutorial/PATC2022/handson_4-skill_workflow_ans.md b/inst/doc/tutorial/PATC2022/handson_4-skill_workflow_ans.md index 9427d4b..c95fc24 100644 --- a/inst/doc/tutorial/PATC2022/handson_4-skill_workflow_ans.md +++ b/inst/doc/tutorial/PATC2022/handson_4-skill_workflow_ans.md @@ -4,9 +4,16 @@ Learn how to use the startR workflow to finish a piece of analysis, including defining and pre-processing the desired data, defining the operation, building the workflow, and executing the operation. -In this use case, the continuous ranked probability score (CRPS) and the root mean square error skill score (RMSSS) are computed to verify the forecast. +In this use case, the ranked probability skill score (RPSS) and the root mean square error skill score (RMSSS) are computed to verify the forecast. To make the process faster, the required data size is small here so we can run the execution on workstation. +## 0. Load required packages + +```r +library(startR) +library(s2dv) +``` + ## 1. Define data The first step of the analysis is use Start() to identify the data needed. @@ -14,14 +21,11 @@ Hints: (1) The data paths use two '$' as the wildcard, and it can be given any names you like. (2) The variable we want to use is 'tas'. (3) The required time (sdate) period is November 1991 to 2011. -(4) Read global data (i.e., full spatial grids.) -(5) Take only the first time step. -(6) To make the data smaller, we only take the first two ensemble members from the experimental data. -(7) Because we are going to use the whole startR workflow, we only need to create a pointer to the data repository rather than retrieve it to the workstation. +(4) Read global data (i.e., full spatial grids.) +(5) Take all the ensemble members. +(6) Because we are going to use the whole startR workflow, we only need to create a pointer to the data repository rather than retrieve it to the workstation. ```r -library(startR) - # exp data # Use this one if on workstation or nord3 (have access to /esarchive) repos_exp <- paste0('/esarchive/exp/ecmwf/system5c3s/monthly_mean/', @@ -39,7 +43,9 @@ library(startR) time = indices(1), ensemble = 'all', latitude = 'all', + latitude_reorder = Sort(), longitude = 'all', + longitude_reorder = CircularSort(0, 360), synonims = list(longitude = c('lon', 'longitude'), latitude = c('lat', 'latitude')), return_vars = list(latitude = NULL, longitude = NULL, time = 'sdate'), @@ -61,7 +67,9 @@ library(startR) sdate = sdates_obs, time = indices(1), latitude = 'all', + latitude_reorder = Sort(), longitude = 'all', + longitude_reorder = CircularSort(0, 360), synonims = list(longitude = c('lon', 'longitude'), latitude = c('lat', 'latitude')), return_vars = list(latitude = NULL, longitude = NULL, time = 'sdate'), @@ -82,19 +90,33 @@ attr(obs, 'Dimensions') ``` 2. What is the size of these two data? + exp: 261Mb; obs: 10.4Mb as shown on screen from Start() call. +3. Check the latitude, longitude, and time values of the two data. Are they consistent? + +```r +# latitude +as.vector(attr(exp, 'Variables')$common$lat) +as.vector(attr(obs, 'Variables')$common$lat) +# longitude +as.vector(attr(exp, 'Variables')$common$lon) +as.vector(attr(obs, 'Variables')$common$lon) +# time +attr(exp, 'Variables')$common$time +attr(obs, 'Variables')$common$time +``` ## 2. Define operation and workflow It is recommended to define the function and write Step() together, because the latter one helps you clarify the input and output dimensions of the function. -In the self-defined function, we want to use the two functions, 's2dv::CRPSS' and 's2dv::RMSSS', to calculate the skill scores. -You can check the functions by typing `?s2dv::CRPSS` and `?s2dv::RMSSS`, or on [s2dv GitLab](https://earth.bsc.es/gitlab/es/s2dv/-/blob/master/R/). +In the self-defined function, we want to use the two functions, 's2dv::RPSS' and 's2dv::RMSSS', to calculate the skill scores. +You can check the functions by typing `?s2dv::RPSS` and `?s2dv::RMSSS`, or on [s2dv GitLab](https://earth.bsc.es/gitlab/es/s2dv/-/blob/master/R/). Hint: (1) The self-defined function is for exp and obs data. Therefore, target_dims and output_dims in Step() should be a list with two vector elements. (2) The essential dimensions are "ensemble" and "sdate" for `exp`, and "sdate" for `obs`. These dimensions should be the 'target_dims' in Step(). -(3) To return the two skill scores ('crpss' and 'rmsss') together, put them in a list with two elements. +(3) To return the two skill scores as well as the significance test results, put them in a list of 4 elements. (4) What are the dimensions of the outputs? These dimensions should be 'output_dims' in Step(). (5) The first input of AddStep() should also be a list containing exp and obs. @@ -104,18 +126,19 @@ Hint: # exp: [ensemble, sdate] # obs: [sdate] - # Calculate CRPSS - crpss <- s2dv::CRPSS(exp, obs, memb_dim = 'ensemble') + # Calculate RPSS + rpss <- s2dv::RPSS(exp, obs, memb_dim = 'ensemble') # Calculate RMSSS ## ensemble mean exp_ens <- s2dv::MeanDims(exp, 'ensemble', na.rm = T) rmsss <- s2dv::RMSSS(exp_ens, obs, time_dim = 'sdate', dat_dim = NULL) - return(list(crpss = crpss$crpss, crpss_sign = crpss$sign, rmsss = rmsss$rmsss, rmsss_pval = rmsss$p.val)) + return(list(rpss = rpss$rpss, rpss_sign = rpss$sign, + rmsss = rmsss$rmsss, rmsss_pval = rmsss$p.val)) } step <- Step(skill_func, target_dims = list(exp = c('ensemble', 'sdate'), obs = c('sdate')), - output_dims = list(crpss = NULL, crpss_sign = NULL, rmsss = NULL, rmsss_pval = NULL)) + output_dims = list(rpss = NULL, rpss_sign = NULL, rmsss = NULL, rmsss_pval = NULL)) wf <- AddStep(list(exp, obs), step) ``` @@ -128,7 +151,6 @@ are not necessary for the functions. These free dimensions will be subsetted by It still works if putting more dimensions as target_dims, but we will lose the choices for chunking in the next step. Also, the lighter the function is, the quicker the operation runs. - ## 3. Execute locally To avoid potential technical problems in the connection and configuration, we choose to run the execution locally. @@ -141,29 +163,99 @@ Hint: the data size is only around 270Mb, so you can play with it without worrying about crashing the terminal. ```r - res <- Compute(wf$crpss, - chunks = list(latitude = 2, longitude = 2)) + res <- Compute(wf$rpss, + chunks = list(latitude = 2, longitude = 2), + threads_load = 2, + threads_compute = 4) ``` ## 4. Check the results -1. Check the list structure using function `str()`. What are the items in the list? +1. What is the Compute summary printed on the screen? Do you see the total time, time for load, time for compute? + +```r +* Computation ended successfully. +* Number of chunks: 4 +* Max. number of concurrent chunks (jobs): 1 +* Requested cores per job: NA +* Load threads per chunk: 2 +* Compute threads per chunk: 4 +* Total time (s): 259.381109952927 +* Chunking setup: 0.0020143985748291 +* Data upload to cluster: 0 +* All chunks: 258.787921905518 +* Transfer results from cluster: 0 +* Merge: 0.591173648834229 +* Each chunk: +* queue: +* mean: 0 +* min: 0 +* max: 0 +* job setup: +* mean: 0 +* min: 0 +* max: 0 +* load: +* mean: 18.5496181845665 +* min: 14.1962461471558 +* max: 22.3589487075806 +* compute: +* mean: 46.1461229324341 +* min: 45.7371928691864 +* max: 46.4979948997498 +``` + +**BONUS**: Try to use only one thread for loading and computing (i.e., `threads_load = 1`, `threads_compute = 1`.) Is it slower than using more threads? + +```r +* Computation ended successfully. +* Number of chunks: 4 +* Max. number of concurrent chunks (jobs): 1 +* Requested cores per job: NA +* Load threads per chunk: 1 +* Compute threads per chunk: 1 +* Total time (s): 744.268383979797 +* Chunking setup: 0.00200104713439941 +* Data upload to cluster: 0 +* All chunks: 743.699976682663 +* Transfer results from cluster: 0 +* Merge: 0.56640625 +* Each chunk: +* queue: +* mean: 0 +* min: 0 +* max: 0 +* job setup: +* mean: 0 +* min: 0 +* max: 0 +* load: +* mean: 20.6443170905113 +* min: 15.685852766037 +* max: 26.6700437068939 +* compute: +* mean: 165.279457509518 +* min: 164.101372241974 +* max: 166.810875177383 +``` + +2. Check the list structure using function `str()`. What are the items in the list? ```r str(res) List of 4 - $ crpss : num [1, 1, 1, 1:181, 1:360] -13.6 -12.2 -10.6 -10.2 -10.7 ... - $ crpss_sign: logi [1, 1, 1, 1:181, 1:360] TRUE TRUE TRUE TRUE TRUE TRUE ... - $ rmsss : num [1, 1, 1, 1:181, 1:360] 0.943 0.943 0.944 0.943 0.941 ... + $ rpss : num [1, 1, 1, 1:181, 1:360] 0.1014 -0.0406 0.1024 0.2097 0.1854 ... + $ rpss_sign : logi [1, 1, 1, 1:181, 1:360] FALSE FALSE FALSE FALSE FALSE FALSE ... + $ rmsss : num [1, 1, 1, 1:181, 1:360] 0.994 0.993 0.993 0.993 0.993 ... $ rmsss_pval: num [1, 1, 1, 1:181, 1:360] 0 0 0 0 0 0 0 0 0 0 ... .. ``` -2. What are the dimensions of each item? +3. What are the dimensions of each item? ```r -dim(res$crpss) +dim(res$rpss) dat var time latitude longitude 1 1 1 181 360 -dim(res$crpss_sign) +dim(res$rpss_sign) dat var time latitude longitude 1 1 1 181 360 dim(res$rmsss) @@ -174,36 +266,39 @@ dim(res$rmsss_pval) 1 1 1 181 360 ``` -3. Plot the maps +4. Plot the maps + +Use `s2dv::PlotEquiMap` or other visualization tools to plot the maps. Check the usage of PlotEquiMap() on s2dv GitLab or type `?s2dv::PlotEquiMap`. -Use `s2dv::PlotEquiMap` or other visualization tools to plot the map. ```r # Get latitude and longitude from the attributes lat <- as.vector(attr(exp, 'Variables')$common$latitude) lon <- as.vector(attr(exp, 'Variables')$common$longitude) - # Set the color bar - brks_crps <- seq(0, max(res$crps, na.rm = TRUE), length.out = 21) - brks_rmsss <- seq(min(res$rmsss, na.rm = TRUE), max(res$rmsss, na.rm = TRUE), length.out = 21) + # Set the color bars + print(range(res$rpss, na.rm = TRUE)) + brks_rpss <- seq(-1, 0.9, by = 0.1) + print(range(res$rmsss, na.rm = TRUE)) + brks_rmsss <- seq(0.95, 0.99, by = 0.01) - library(s2dv) - # Plot crps - PlotEquiMap(res$crps[1, 1, 1, , ], lon, lat, - cols = heat.colors(length(brks_crps) - 1)[(length(brks_crps) - 1):1], - brks = brks_crps, + # Plot RPSS + PlotEquiMap(res$rpss[1, 1, 1, , ], lon = lon, lat = lat, + dots = res$rpss_sign[1, 1, 1, , ], dot_size = 1.5, dot_symbol = 3, + brks = brks_rpss, filled.continents = FALSE, triangle_ends = c(TRUE, TRUE), - toptitle = 'ECMWF monthly mean tas CRPS 2012-2016', title_scale = 0.6, - fileout = '~/handson_1_fig_crps.png') + toptitle = 'ECMWF system5 monthly mean tas RPSS 1991-2011', title_scale = 0.6, + fileout = '~/handson_4_fig_rpss.png') - # Plot rmsss - PlotEquiMap(res$rmsss[1, 1, 1, , ], lon, lat, - color_fun = clim.palette('yellowred'), brks = brks_rmsss, + # Plot RMSSS + PlotEquiMap(res$rmsss[1, 1, 1, , ], lon = lon, lat = lat, + color_fun = clim.palette('yellowred'), + brks = brks_rmsss, filled.continents = FALSE, triangle_ends = c(TRUE, TRUE), - toptitle = 'ECMWF monthly mean tas RMSSS 2012-2016', title_scale = 0.6, - fileout = '~/handson_1_fig_rmsss.png') + toptitle = 'ECMWF system5 monthly mean tas RMSSS 1991-2011', title_scale = 0.6, + fileout = '~/handson_4_fig_rmsss.png') ``` -![CRPS map](./Figures/handson_1_fig_crps.png) +![RPSS map](./Figures/handson_4_fig_rpss.png) -![RMSSS map](./Figures/handson_1_fig_rmsss.png) +![RMSSS map](./Figures/handson_4_fig_rmsss.png) diff --git a/inst/doc/tutorial/PATC2022/handson_5-interpolation.md b/inst/doc/tutorial/PATC2022/handson_5-interpolation.md new file mode 100644 index 0000000..a2c8451 --- /dev/null +++ b/inst/doc/tutorial/PATC2022/handson_5-interpolation.md @@ -0,0 +1,120 @@ +# Hands-on 5: Spatial grid interpolation + +## Goal +To learn how to use Start() to load the data and do the interpolation. +In this use case, we only use Start() and load the data in the local memory. +The default transformation function is startR::CDORemapper, a wrapper function of s2dv::CDORemap that uses CDO inside. + +In detail, we are going to: +(1) Learn different ways to assign longitude and latitude in Start(). +(2) Use parameter '_reorder' to specify the sorted order. +(3) Use transform-related parameters. + +## 1. Define longitude and latitude +```r + # Use this one if on workstation or nord3 + repos <- "/esarchive/exp/ecmwf/system5_m1/monthly_mean/$var$_f6h/$var$_$sdate$.nc" + # Use this one if on Marenostrum4 and log in with PATC2022 account + repos <- paste0('/gpfs/scratch/nct00/nct00016/d3_02_R-hands_on/tmp-esarchive/', + 'exp/ecmwf/system5_m1/monthly_mean/', + '$var$_f6h/$var$_$sdate$.nc') + var <- 'tas' + sdate <- c('20170101') + lon.min <- 0 + lon.max <- 359.9 + lat.min <- -90 + lat.max <- 90 + + data <- Start(dat = repos, + var = var, + sdate = sdate, + ensemble = indices(1), + time = 'all', + latitude = values(list(lat.min, lat.max)), + latitude_reorder = Sort(), + longitude = values(list(lon.min, lon.max)), + longitude_reorder = CircularSort(0, 360), + synonims = list(latitude = c('lat', 'latitude'), + longitude = c('lon', 'longitude')), + return_vars = list(time = 'sdate', + longitude = 'dat', + latitude = 'dat'), + retrieve = TRUE + ) +``` + +1. Run the above script. Check the dimensions, the warning messages, and the values of +longitude and latitude. What is the range of longitude and latitude? + +2. Why 'lon.max' is 359.9 but not 360? What will happen if it is 360? + +3. Now, change + - `latitude_reorder = Sort()` to `latitude_reorder = Sort(decreasing = TRUE)` + - `longitude_reorder = CircularSort(0, 360)` to `longitude_reorder = CircularSort(-180, 180)` + - Set `lon.min <- -180` and `lon.max <- 179.9` + +Check the values of longitude and latitude again. Is it different from the original script? + + +## 2. Interpolation + +Now, let us add in the transformation parameters. + +```r + data_1deg <- Start(dat = repos, + var = var, + sdate = sdate, + ensemble = indices(1), + time = 'all', + latitude = values(list(lat.min, lat.max)), + latitude_reorder = Sort(), + longitude = values(list(lon.min, lon.max)), + longitude_reorder = CircularSort(0, 360), + ## transformation + transform = CDORemapper, + transform_extra_cells = 2, + transform_params = list(grid = 'r360x181', + method = 'conservative'), + transform_vars = c('latitude', 'longitude'), + ## + synonims = list(latitude = c('lat', 'latitude'), + longitude = c('lon', 'longitude')), + return_vars = list(time = 'sdate', + longitude = NULL, + latitude = NULL), + retrieve = TRUE) +``` + +1. Run the above script. Check the dimensions and the values of longitude and latitude. + +2. Plot maps +Plot the two data and see the difference. + +```r +# original data +lon_ori <- attr(data, 'Variables')$dat1$longitude +lat_ori <- attr(data, 'Variables')$dat1$latitude +PlotEquiMap(drop(data)[1, , ], lon = lon_ori, lat = lat_ori, + filled.continent = FALSE, + toptitle = "Original data: 640x1296, method: con", + fileout = "~/handson_5_fig1.png") + +# regridded data +lon_1deg <- attr(data_1deg, 'Variables')$dat1$longitude +lat_1deg <- attr(data_1deg, 'Variables')$dat1$latitude +PlotEquiMap(drop(data_1deg)[1, , ], lon = lon_1deg, lat = lat_1deg, + filled.continent = FALSE, + toptitle = "Regridded data: 181x360, method: con", + fileout = "~/handson_5_fig2.png") +``` + +3. Try different grids and interpolation methods + +- Change `method` to "bil", "bic", or other available options (check s2dv::CDORemap for details.) + +- Change `grid` to "r100x50", "t106grid", or other available options. + +- Plot the maps to see the difference. + + + diff --git a/inst/doc/tutorial/PATC2022/hands-on_2_interpolation_ans.md b/inst/doc/tutorial/PATC2022/handson_5-interpolation_ans.md similarity index 57% rename from inst/doc/tutorial/PATC2022/hands-on_2_interpolation_ans.md rename to inst/doc/tutorial/PATC2022/handson_5-interpolation_ans.md index 90bac14..d1b231e 100644 --- a/inst/doc/tutorial/PATC2022/hands-on_2_interpolation_ans.md +++ b/inst/doc/tutorial/PATC2022/handson_5-interpolation_ans.md @@ -1,9 +1,9 @@ -# Hands-on 2: Spatial grid interpolation +# Hands-on 5: Spatial grid interpolation ## Goal To learn how to use Start() to load the data and do the interpolation. In this use case, we only use Start() and load the data in the local memory. -The default transformation function is startR::CDORemapper, a wrapper function of s2dv::CDORemap that uses cdo inside. +The default transformation function is startR::CDORemapper, a wrapper function of s2dv::CDORemap that uses CDO inside. In detail, we are going to: (1) Learn different ways to assign longitude and latitude in Start(). @@ -14,7 +14,7 @@ In detail, we are going to: ```r # Use this one if on workstation or nord3 repos <- "/esarchive/exp/ecmwf/system5_m1/monthly_mean/$var$_f6h/$var$_$sdate$.nc" - # Use this one if on Marenostrum4 and log in with PATC2021 account + # Use this one if on Marenostrum4 and log in with PATC2022 account repos <- paste0('/gpfs/scratch/nct00/nct00016/d3_02_R-hands_on/tmp-esarchive/', 'exp/ecmwf/system5_m1/monthly_mean/', '$var$_f6h/$var$_$sdate$.nc') @@ -93,45 +93,78 @@ The dimensions are the same. The longitude range changes to [-180, 180], and the Now, let us add in the transformation parameters. ```r - data <- Start(dat = repos, - var = var, - sdate = sdate, - ensemble = indices(1), - time = 'all', - latitude = values(list(lat.min, lat.max)), - latitude_reorder = Sort(), - longitude = values(list(lon.min, lon.max)), - longitude_reorder = CircularSort(0, 360), - ## transformation - transform = CDORemapper, - transform_extra_cells = 2, - transform_params = list(grid = 'r360x181', - method = 'conservative', - crop = c(lon.min, lon.max, - lat.min, lat.max)), - transform_vars = c('latitude', 'longitude'), - ## - synonims = list(latitude = c('lat', 'latitude'), - longitude = c('lon', 'longitude')), - return_vars = list(time = 'sdate', - longitude = NULL, - latitude = NULL), - retrieve = TRUE - ) + data_1deg <- Start(dat = repos, + var = var, + sdate = sdate, + ensemble = indices(1), + time = 'all', + latitude = values(list(lat.min, lat.max)), + latitude_reorder = Sort(), + longitude = values(list(lon.min, lon.max)), + longitude_reorder = CircularSort(0, 360), + ## transformation + transform = CDORemapper, + transform_extra_cells = 2, + transform_params = list(grid = 'r360x181', + method = 'conservative'), + transform_vars = c('latitude', 'longitude'), + ## + synonims = list(latitude = c('lat', 'latitude'), + longitude = c('lon', 'longitude')), + return_vars = list(time = 'sdate', + longitude = 'dat', + latitude = 'dat'), + retrieve = TRUE) ``` -4. Run the above script. Check the dimensions and the values of longitude and latitude. +1. Run the above script. Check the dimensions and the values of longitude and latitude. ```r -dim(data) +dim(data_1deg) dat var sdate ensemble time latitude longitude 1 1 1 1 7 181 360 -longitude <- attr(data, 'Variables')$common$longitude +longitude <- attr(data_1deg, 'Variables')$dat1$longitude range(longitude) [1] 0 359 -latitude <- attr(data, 'Variables')$common$latitude +latitude <- attr(data_1deg, 'Variables')$dat1$latitude range(latitude) [1] -90 90 ``` +2. Plot maps +Plot the two data and see the difference. + +```r +# original data +lon_ori <- attr(data, 'Variables')$dat1$longitude +lat_ori <- attr(data, 'Variables')$dat1$latitude +PlotEquiMap(drop(data)[1, , ], lon = lon_ori, lat = lat_ori, + filled.continent = FALSE, + toptitle = "Original data: 640x1296, method: con", + fileout = "~/handson_5_fig1.png") + +# regridded data +lon_1deg <- attr(data_1deg, 'Variables')$dat1$longitude +lat_1deg <- attr(data_1deg, 'Variables')$dat1$latitude +PlotEquiMap(drop(data_1deg)[1, , ], lon = lon_1deg, lat = lat_1deg, + filled.continent = FALSE, + toptitle = "Regridded data: 181x360, method: con", + fileout = "~/handson_5_fig2.png") +``` +![original grid, method = 'con'](./Figures/handson_5_fig1.png) + +![regrid to 1 degree, method = 'con'](./Figures/handson_5_fig2.png) + + +3. Try different grids and interpolation methods + +- Change `method` to "bil", "bic", or other available options (check s2dv::CDORemap for details.) + +- Change `grid` to "r100x50", "t106grid", or other available options. + +- Plot the map to see the difference. + +![regrid to r100x50, method = 'bil'](./Figures/handson_5_fig3.png) + +![regrid to t106grid, method = 'bic'](./Figures/handson_5_fig4.png) -- GitLab From 3d2ae4a39bff879608882a654d51e89f8228e10d Mon Sep 17 00:00:00 2001 From: aho Date: Thu, 27 Oct 2022 16:00:50 +0200 Subject: [PATCH 34/49] Update the correct path in mn4 --- .../tutorial/PATC2022/handson_3-rainfarm.md | 11 ++++++ .../PATC2022/handson_3-rainfarm_ans.md | 39 ++++++++++++++++++- .../PATC2022/handson_4-skill_workflow.md | 17 ++++---- .../PATC2022/handson_4-skill_workflow_ans.md | 13 ++++--- .../PATC2022/handson_5-interpolation.md | 13 ++++++- .../PATC2022/handson_5-interpolation_ans.md | 15 ++++++- 6 files changed, 89 insertions(+), 19 deletions(-) diff --git a/inst/doc/tutorial/PATC2022/handson_3-rainfarm.md b/inst/doc/tutorial/PATC2022/handson_3-rainfarm.md index 2ce16ff..120bb4d 100644 --- a/inst/doc/tutorial/PATC2022/handson_3-rainfarm.md +++ b/inst/doc/tutorial/PATC2022/handson_3-rainfarm.md @@ -23,7 +23,13 @@ a region in the North-Western Italian Alps (44N-47N, 6E-9E). The data resolution Use the above information to define the variable, start dates, longitude and latitude. ```r + # Use this one if on workstation or nord3 (have access to /esarchive) repos <- "/esarchive/exp/ecmwf/system5c3s/daily_mean/$var$_s0-24h/$var$_$sdate$.nc" + # Use this one if on Marenostrum4 and log in with PATC2021 account + repos <- paste0('/gpfs/scratch/nct01/nct01127/d3_R_handson/esarchive/', + 'exp/ecmwf/system5c3s/daily_mean/', + '$var$_s0-24h/$var$_$sdate$.nc') + var <- ______ sdate <- paste0(______, '1101') lon.min <- ______ @@ -113,4 +119,9 @@ In Start(), change `ensemble` to `member` and `time` to `ftime`, and define thei call above, `latitude_reorder = Sort()`. Type `?sort` in R console to find how to change latitude to descending order. +3. To switch `member` and `sdate` dimension order, simply switch the order in Start() call. + +```r +# Write a new Start() call based on the previous script +``` diff --git a/inst/doc/tutorial/PATC2022/handson_3-rainfarm_ans.md b/inst/doc/tutorial/PATC2022/handson_3-rainfarm_ans.md index a32c9bc..625e0d9 100644 --- a/inst/doc/tutorial/PATC2022/handson_3-rainfarm_ans.md +++ b/inst/doc/tutorial/PATC2022/handson_3-rainfarm_ans.md @@ -23,7 +23,13 @@ a region in the North-Western Italian Alps (44N-47N, 6E-9E). The data resolution Use the above information to define the variable, start dates, longitude and latitude. ```r + # Use this one if on workstation or nord3 (have access to /esarchive) repos <- "/esarchive/exp/ecmwf/system5c3s/daily_mean/$var$_s0-24h/$var$_$sdate$.nc" + # Use this one if on Marenostrum4 and log in with PATC2021 account + repos <- paste0('/gpfs/scratch/nct01/nct01127/d3_R_handson/esarchive/', + 'exp/ecmwf/system5c3s/daily_mean/', + '$var$_s0-24h/$var$_$sdate$.nc') + var <- 'prlr' sdate <- paste0(2010:2012, '1101') lon.min <- 6 @@ -42,6 +48,9 @@ Calculate the forecast time step. Desired days: the whole March (leap year ignor ftime_s <- as.integer(ymd("2011-03-01", tz = "UTC") - ymd("2010-11-01", tz = "UTC")) + 1 ftime <- ftime_s:(ftime_s + 30) print(ftime) +# [1] 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 +#[20] 140 141 142 143 144 145 146 147 148 149 150 151 + ``` Use Start() to load the data. @@ -76,7 +85,12 @@ Load CSTools data `lonlat_prec`. ```r dim(data) +# dat var sdate ensemble time latitude longitude +# 1 1 3 6 31 4 4 + dim(stored_data$data) +#dataset member sdate ftime lat lon +# 1 6 3 31 4 4 ``` ### Dates @@ -84,8 +98,15 @@ Load CSTools data `lonlat_prec`. ```r data_time_attr <- attr(data, 'Variables')$common$time dim(data_time_attr) +#sdate time +# 3 31 + dim(stored_data$Dates$start) +#NULL + str(stored_data$Dates$start) +# POSIXct[1:93], format: "2011-03-01" "2011-03-02" "2011-03-03" "2011-03-04" "2011-03-05" ... + ``` ### Latitude and Longitude @@ -93,18 +114,25 @@ Load CSTools data `lonlat_prec`. ```r data_lat_attr <- attr(data, 'Variables')$common$latitude as.vector(data_lat_attr) +#[1] 44 45 46 47 + as.vector(stored_data$lat) +#[1] 47 46 45 44 data_lon_attr <- attr(data, 'Variables')$common$longitude as.vector(data_lon_attr) +#[1] 6 7 8 9 + as.vector(stored_data$lon) +#[1] 6 7 8 9 + ``` ## 3. Adjust Start() call to get more consistent result with lonlat_prec You should already see that the output of Start() `data` does have the same values as `lonlat_prec`, but there are some differences. For example, the "member" and "time" -dimensions have different names; latitude vector order is different. +dimensions have different names; the dimension orders are different; latitude vector order is different. 1. We can use parameter `synonims` to change the dimension name freely. In Start(), change `ensemble` to `member` and `time` to `ftime`, and define their synonims. @@ -113,11 +141,13 @@ In Start(), change `ensemble` to `member` and `time` to `ftime`, and define thei call above, `latitude_reorder = Sort()`. Type `?sort` in R console to find how to change latitude to descending order. +3. To switch `member` and `sdate` dimension order, simply switch the order in Start() call. + ```r data <- Start(dat = repos, var = var, - sdate = sdate, member = indices(1:6), + sdate = sdate, ftime = ftime, latitude = values(list(lat.min, lat.max)), latitude_reorder = Sort(decreasing = TRUE), @@ -132,6 +162,11 @@ latitude to descending order. retrieve = TRUE) dim(data) +# dat var member sdate ftime latitude longitude +# 1 1 6 3 31 4 4 + data_lat_attr <- attr(data, 'Variables')$common$latitude as.vector(data_lat_attr) +#[1] 47 46 45 44 + ``` diff --git a/inst/doc/tutorial/PATC2022/handson_4-skill_workflow.md b/inst/doc/tutorial/PATC2022/handson_4-skill_workflow.md index 9d7af6b..63620ba 100644 --- a/inst/doc/tutorial/PATC2022/handson_4-skill_workflow.md +++ b/inst/doc/tutorial/PATC2022/handson_4-skill_workflow.md @@ -31,8 +31,8 @@ Hints: repos_exp <- paste0('/esarchive/exp/ecmwf/system5c3s/monthly_mean/', '$var$_f6h/$var$_$sdate$.nc') # Use this one if on Marenostrum4 and log in with PATC2021 account - repos_exp <- paste0('/gpfs/scratch/nct00/nct00016/d3_02_R-hands_on/tmp-esarchive/', - 'exp/ecmwf/system4_m1/monthly_mean/', + repos_exp <- paste0('/gpfs/scratch/nct01/nct01127/d3_R_handson/esarchive/', + 'exp/ecmwf/system5c3s/monthly_mean/', '$var$_f6h/$var$_$sdate$.nc') sdates_exp <- sapply(1991:2011, function(x) paste0(x, '1101')) @@ -56,9 +56,9 @@ Hints: repos_obs <- paste0('/esarchive/recon/ecmwf/era5/monthly_mean/$var$_f1h-r360x180/', '$var$_$sdate$.nc') # Use this one if on Marenostrum4 and log in with PATC2022 account - repos_obs <- paste0('/gpfs/scratch/nct00/nct00016/d3_02_R-hands_on/tmp-esarchive/', - 'recon/ecmwf/erainterim/monthly_mean/', - '$var$_f6h/$var$_$sdate$.nc') + repos_obs <- paste0('/gpfs/scratch/nct01/nct01127/d3_R_handson/esarchive/', + 'recon/ecmwf/era5/monthly_mean/', + '$var$_f1h-r360x180/$var$_$sdate$.nc') sdates_obs <- sapply(1991:2011, function(x) paste0(x, '11')) @@ -164,13 +164,14 @@ Use `s2dv::PlotEquiMap` or other visualization tools to plot the maps. Check the lat <- as.vector(attr(exp, 'Variables')$common$latitude) lon <- as.vector(attr(exp, 'Variables')$common$longitude) - # Set the color bars + # Set the color bars: check data range to decide the appropriate color bar print(range(res$rpss, na.rm = TRUE)) - brks_rpss <- seq(-1, 0.9, by = 0.1) + brks_rpss <- seq(______, ______, by = ______) print(range(res$rmsss, na.rm = TRUE)) - brks_rmsss <- seq(0.95, 0.99, by = 0.01) + brks_rmsss <- seq(______, ______, by = ______) # Plot RPSS + ##NOTE: Remove 'fileout' to view the figure in pop-up window PlotEquiMap(______, lon = lon, lat = lat, dots = ______, dot_size = 1.5, dot_symbol = 3, brks = brks_rpss, diff --git a/inst/doc/tutorial/PATC2022/handson_4-skill_workflow_ans.md b/inst/doc/tutorial/PATC2022/handson_4-skill_workflow_ans.md index c95fc24..0780840 100644 --- a/inst/doc/tutorial/PATC2022/handson_4-skill_workflow_ans.md +++ b/inst/doc/tutorial/PATC2022/handson_4-skill_workflow_ans.md @@ -31,8 +31,8 @@ Hints: repos_exp <- paste0('/esarchive/exp/ecmwf/system5c3s/monthly_mean/', '$var$_f6h/$var$_$sdate$.nc') # Use this one if on Marenostrum4 and log in with PATC2021 account - repos_exp <- paste0('/gpfs/scratch/nct00/nct00016/d3_02_R-hands_on/tmp-esarchive/', - 'exp/ecmwf/system4_m1/monthly_mean/', + repos_exp <- paste0('/gpfs/scratch/nct01/nct01127/d3_R_handson/esarchive/', + 'exp/ecmwf/system5c3s/monthly_mean/', '$var$_f6h/$var$_$sdate$.nc') sdates_exp <- sapply(1991:2011, function(x) paste0(x, '1101')) @@ -56,9 +56,9 @@ Hints: repos_obs <- paste0('/esarchive/recon/ecmwf/era5/monthly_mean/$var$_f1h-r360x180/', '$var$_$sdate$.nc') # Use this one if on Marenostrum4 and log in with PATC2022 account - repos_obs <- paste0('/gpfs/scratch/nct00/nct00016/d3_02_R-hands_on/tmp-esarchive/', - 'recon/ecmwf/erainterim/monthly_mean/', - '$var$_f6h/$var$_$sdate$.nc') + repos_obs <- paste0('/gpfs/scratch/nct01/nct01127/d3_R_handson/esarchive/', + 'recon/ecmwf/era5/monthly_mean/', + '$var$_f1h-r360x180/$var$_$sdate$.nc') sdates_obs <- sapply(1991:2011, function(x) paste0(x, '11')) @@ -275,13 +275,14 @@ Use `s2dv::PlotEquiMap` or other visualization tools to plot the maps. Check the lat <- as.vector(attr(exp, 'Variables')$common$latitude) lon <- as.vector(attr(exp, 'Variables')$common$longitude) - # Set the color bars + # Set the color bars: check data range to decide the appropriate color bar print(range(res$rpss, na.rm = TRUE)) brks_rpss <- seq(-1, 0.9, by = 0.1) print(range(res$rmsss, na.rm = TRUE)) brks_rmsss <- seq(0.95, 0.99, by = 0.01) # Plot RPSS + ##NOTE: Remove 'fileout' to view the figure in pop-up window PlotEquiMap(res$rpss[1, 1, 1, , ], lon = lon, lat = lat, dots = res$rpss_sign[1, 1, 1, , ], dot_size = 1.5, dot_symbol = 3, brks = brks_rpss, diff --git a/inst/doc/tutorial/PATC2022/handson_5-interpolation.md b/inst/doc/tutorial/PATC2022/handson_5-interpolation.md index a2c8451..c226e55 100644 --- a/inst/doc/tutorial/PATC2022/handson_5-interpolation.md +++ b/inst/doc/tutorial/PATC2022/handson_5-interpolation.md @@ -10,12 +10,23 @@ In detail, we are going to: (2) Use parameter '_reorder' to specify the sorted order. (3) Use transform-related parameters. +## 0. Load required modules and packages + +We need to have CDO module loaded for interpolation. If you did not load it, quit the +R console and load it. As for R packages, we need startR for data loading and s2dv for plo +tting. + +```r +library(startR) +library(s2dv) +``` + ## 1. Define longitude and latitude ```r # Use this one if on workstation or nord3 repos <- "/esarchive/exp/ecmwf/system5_m1/monthly_mean/$var$_f6h/$var$_$sdate$.nc" # Use this one if on Marenostrum4 and log in with PATC2022 account - repos <- paste0('/gpfs/scratch/nct00/nct00016/d3_02_R-hands_on/tmp-esarchive/', + repos <- paste0('/gpfs/scratch/nct01/nct01127/d3_R_handson/esarchive/', 'exp/ecmwf/system5_m1/monthly_mean/', '$var$_f6h/$var$_$sdate$.nc') var <- 'tas' diff --git a/inst/doc/tutorial/PATC2022/handson_5-interpolation_ans.md b/inst/doc/tutorial/PATC2022/handson_5-interpolation_ans.md index d1b231e..81dc47f 100644 --- a/inst/doc/tutorial/PATC2022/handson_5-interpolation_ans.md +++ b/inst/doc/tutorial/PATC2022/handson_5-interpolation_ans.md @@ -10,15 +10,26 @@ In detail, we are going to: (2) Use parameter '_reorder' to specify the sorted order. (3) Use transform-related parameters. +## 0. Load required modules and packages + +We need to have CDO module loaded for interpolation. If you did not load it, quit the +R console and load it. As for R packages, we need startR for data loading and s2dv for plotting. + +```r +library(startR) +library(s2dv) +``` + ## 1. Define longitude and latitude ```r # Use this one if on workstation or nord3 repos <- "/esarchive/exp/ecmwf/system5_m1/monthly_mean/$var$_f6h/$var$_$sdate$.nc" # Use this one if on Marenostrum4 and log in with PATC2022 account - repos <- paste0('/gpfs/scratch/nct00/nct00016/d3_02_R-hands_on/tmp-esarchive/', + repos <- paste0('/gpfs/scratch/nct01/nct01127/d3_R_handson/esarchive/', 'exp/ecmwf/system5_m1/monthly_mean/', '$var$_f6h/$var$_$sdate$.nc') - var <- 'tas' + + var <- 'tas' sdate <- c('20170101') lon.min <- 0 lon.max <- 359.9 -- GitLab From 041192db80a80f308f74ba2df3d142537255c138 Mon Sep 17 00:00:00 2001 From: aho Date: Fri, 4 Nov 2022 10:13:39 +0100 Subject: [PATCH 35/49] Bugfix for improved Subset() that along cannot be NULL. --- R/Start.R | 11 +++++++++-- 1 file changed, 9 insertions(+), 2 deletions(-) diff --git a/R/Start.R b/R/Start.R index 43aa6d1..f86a98b 100644 --- a/R/Start.R +++ b/R/Start.R @@ -2661,8 +2661,15 @@ Start <- function(..., # dim = indices/selectors, selector_indices_to_take <- which(selector_file_dim_array == j, arr.ind = TRUE)[1, ] names(selector_indices_to_take) <- names(selector_file_dims) selector_store_position[names(selector_indices_to_take)] <- selector_indices_to_take - sub_array_of_selectors <- Subset(selector_array, names(selector_indices_to_take), - as.list(selector_indices_to_take), drop = 'selected') + #TODO: Check if the non-subset part makes sense. "selector_indices_to_take" is an array if + # "selector_file_dims" is not 1 (if selector is an array with a file_dim dimname, ie., + # time = [sdate = 2, time = 4]. + if (!is.null(names(selector_indices_to_take))) { + sub_array_of_selectors <- Subset(selector_array, names(selector_indices_to_take), + as.list(selector_indices_to_take), drop = 'selected') + } else { + sub_array_of_selectors <- selector_array + } if (debug) { if (inner_dim %in% dims_to_check) { -- GitLab From 90a44230253bfc458ca7d88466e4c374780e22a7 Mon Sep 17 00:00:00 2001 From: aho Date: Fri, 4 Nov 2022 13:31:07 +0100 Subject: [PATCH 36/49] Refine the code (minor changes) --- R/Start.R | 129 +++++++++++++++++++++++++++++++++--------------------- 1 file changed, 78 insertions(+), 51 deletions(-) diff --git a/R/Start.R b/R/Start.R index 62abccc..0206ee1 100644 --- a/R/Start.R +++ b/R/Start.R @@ -1221,10 +1221,12 @@ Start <- function(..., # dim = indices/selectors, dims_to_check <- debug debug <- TRUE } - - warnings1 <- NULL - warnings2 <- NULL - warnings3 <- NULL + +#-------NEW--------- +# warnings1 <- NULL +# warnings2 <- NULL +# warnings3 <- NULL +#------NEW_END-------- ############################## READING FILE DIMS ############################ # Check that no unrecognized variables are present in the path patterns @@ -1951,6 +1953,12 @@ Start <- function(..., # dim = indices/selectors, transformed_common_vars_unorder_indices <- NULL transform_crop_domain <- NULL +#--------NEW--------- + # store warning messages from transform + warnings1 <- NULL + warnings2 <- NULL +#-------NEW_END-------- + for (i in 1:length(dat)) { if (dataset_has_files[i]) { indices <- indices_of_first_files_with_data[[i]] @@ -2105,22 +2113,25 @@ Start <- function(..., # dim = indices/selectors, } # Transform the variables - res1 <- .withWarnings( + tmp <- .withWarnings( do.call(transform, c(list(data_array = NULL, variables = vars_to_transform, file_selectors = selectors_of_first_files_with_data[[i]], crop_domain = transform_crop_domain), transform_params)) ) - transformed_data <- res1$value - - if (!is.null(res1$warnings)) { - if (is.null(warnings1)) { - warnings1 <- res1$warnings - } else { - warnings1 <- c(warnings1, res1$warnings) - } - } + transformed_data <- tmp$value +#print("warnings1") +#browser() +#--------NEW------------- +# if (!is.null(res1$warnings)) { +# if (is.null(warnings1)) { +# warnings1 <- res1$warnings +# } else { + warnings1 <- c(warnings1, tmp$warnings) +# } +# } +#-------NEW_END---------- # Discard the common transformed variables if already transformed before if (!is.null(transformed_common_vars)) { @@ -2990,22 +3001,25 @@ Start <- function(..., # dim = indices/selectors, inner_dim, sub_array_of_fri) } } - res2 <- .withWarnings( + tmp <- .withWarnings( do.call(transform, c(list(data_array = NULL, variables = subset_vars_to_transform, file_selectors = selectors_of_first_files_with_data[[i]], crop_domain = transform_crop_domain), transform_params))$variables[[var_with_selectors_name]] ) - transformed_subset_var <- res2$value - - if (!is.null(res2$warnings)) { - if (is.null(warnings2)) { - warnings2 <- res2$warnings - } else { - warnings2 <- c(warnings2, res2$warnings) - } - } + transformed_subset_var <- tmp$value +#print("warnings2") +#browser() +#--------NEW----------- +# if (!is.null(res2$warnings)) { +# if (is.null(warnings2)) { +# warnings2 <- res2$warnings +# } else { + warnings2 <- c(warnings2, tmp$warnings) +# } +# } +#-----NEW_END------------ # Sorting the transformed variable and working out the indices again after transform. if (!is.null(dim_reorder_params[[inner_dim]])) { @@ -3764,7 +3778,11 @@ Start <- function(..., # dim = indices/selectors, final_dims_fake, dims_of_merge_dim, all_split_dims) } } - + +#------NEW--------- + # store warning messages from transform + warnings3 <- NULL +#----NEW_END------- # The following several lines will only run if retrieve = TRUE if (retrieve) { @@ -3843,10 +3861,11 @@ Start <- function(..., # dim = indices/selectors, # the appropriate work pieces. work_pieces <- retrieve_progress_message(work_pieces, num_procs, silent) + # NOTE: In .LoadDataFile(), metadata is saved in metadata_folder/1 or /2 etc. Before here, # the path name is created in work_pieces but the path hasn't been built yet. if (num_procs == 1) { - res3 <- .withWarnings( + tmp <- .withWarnings( lapply(work_pieces, .LoadDataFile, shared_matrix_pointer = shared_matrix_pointer, file_data_reader = file_data_reader, @@ -3856,21 +3875,24 @@ Start <- function(..., # dim = indices/selectors, transform_crop_domain = transform_crop_domain, silent = silent, debug = debug) ) - found_files <- res3$value - - if (!is.null(res3$warnings)) { - if (is.null(warnings3)) { - warnings3 <- res3$warnings - } else { - warnings3 <- c(warnings3, res3$warnings) - } - } + found_files <- tmp$value +#print('warnings3-1') +#browser() +#-----------NEW------------- +# if (!is.null(tmp$warnings)) { +# if (is.null(warnings3)) { +# warnings3 <- tmp$warnings +# } else { + warnings3 <- c(warnings3, tmp$warnings) +# } +# } +#----------NEW_END------------ } else { cluster <- parallel::makeCluster(num_procs, outfile = "") # Send the heavy work to the workers work_errors <- try({ - res3 <- .withWarnings( + tmp <- .withWarnings( found_files <- parallel::clusterApplyLB(cluster, work_pieces, .LoadDataFile, shared_matrix_pointer = shared_matrix_pointer, file_data_reader = file_data_reader, @@ -3880,15 +3902,18 @@ Start <- function(..., # dim = indices/selectors, transform_crop_domain = transform_crop_domain, silent = silent, debug = debug) ) - found_files <- res3$value - - if (!is.null(res3$warnings)) { - if (is.null(warnings3)) { - warnings3 <- res3$warnings - } else { - warnings3 <- c(warnings3, res3$warnings) - } - } + found_files <- tmp$value +#print('warnings3-2') +#browser() +#-----------NEW------------- +# if (!is.null(res3$warnings)) { +# if (is.null(warnings3)) { +# warnings3 <- res3$warnings +# } else { + warnings3 <- c(warnings3, tmp$warnings) +# } +# } +#----------NEW_END------------ }) parallel::stopCluster(cluster) @@ -4128,17 +4153,19 @@ Start <- function(..., # dim = indices/selectors, } } - +#browser() + # Print the warnings from transform if (!is.null(c(warnings1, warnings2, warnings3))) { - warn_list <- lapply(c(warnings1, warnings2, warnings3), function(x) { +#----------NEW----------- + transform_warnings_list <- lapply(c(warnings1, warnings2, warnings3), function(x) { return(x$message) }) - warning_list <- unique(warn_list) - for (i in 1:length(warning_list)) { - .warning(warning_list[[i]]) + transform_warnings_list <- unique(transform_warnings_list) + for (i in 1:length(transform_warnings_list)) { + .warning(transform_warnings_list[[i]]) } } - +#-------NEW_END---------- # Change final_dims_fake back because retrieve = FALSE will use it for attributes later if (exists("final_dims_fake_output")) { -- GitLab From dc68670a36db81edaed1f723a2f54f94f4ed3a1d Mon Sep 17 00:00:00 2001 From: aho Date: Fri, 4 Nov 2022 14:46:14 +0100 Subject: [PATCH 37/49] Remove 'crop' in Start() call --- inst/doc/usecase/ex1_1_tranform.R | 3 +-- inst/doc/usecase/ex1_5_latlon_reorder.R | 8 ++------ inst/doc/usecase/ex2_12_transform_and_chunk.R | 9 +++------ 3 files changed, 6 insertions(+), 14 deletions(-) diff --git a/inst/doc/usecase/ex1_1_tranform.R b/inst/doc/usecase/ex1_1_tranform.R index a544f84..e735280 100644 --- a/inst/doc/usecase/ex1_1_tranform.R +++ b/inst/doc/usecase/ex1_1_tranform.R @@ -39,8 +39,7 @@ obs <- Start(dat = obs_path, transform = CDORemapper, transform_extra_cells = 2, transform_params = list(grid = 'r360x181', - method = 'conservative', - crop = c(lons.min, lons.max, lats.min, lats.max)), + method = 'conservative'), transform_vars = c('latitude', 'longitude'), return_vars = list(time = NULL, latitude = 'dat', diff --git a/inst/doc/usecase/ex1_5_latlon_reorder.R b/inst/doc/usecase/ex1_5_latlon_reorder.R index c54314f..75469bf 100644 --- a/inst/doc/usecase/ex1_5_latlon_reorder.R +++ b/inst/doc/usecase/ex1_5_latlon_reorder.R @@ -98,9 +98,7 @@ res <- Start(dat = path_exp, longitude_reorder = CircularSort(-180, 180), transform = CDORemapper, transform_params = list(grid ='r360x181', - method = 'con', - crop = c(lons.min, lons.max, - lats.min, lats.max)), + method = 'con'), transform_vars = c('longitude', 'latitude'), synonims = list(latitude=c('lat', 'latitude'), longitude=c('lon', 'longitude')), @@ -151,9 +149,7 @@ res <- Start(dat = path_exp, longitude_reorder = CircularSort(0, 360), transform = CDORemapper, transform_params = list(grid ='r360x181', - method = 'con', - crop = c(lons.min, lons.max, - lats.min, lats.max)), + method = 'con'), transform_vars = c('longitude', 'latitude'), synonims = list(latitude=c('lat', 'latitude'), longitude=c('lon', 'longitude')), diff --git a/inst/doc/usecase/ex2_12_transform_and_chunk.R b/inst/doc/usecase/ex2_12_transform_and_chunk.R index 8b2eb83..d89448c 100644 --- a/inst/doc/usecase/ex2_12_transform_and_chunk.R +++ b/inst/doc/usecase/ex2_12_transform_and_chunk.R @@ -43,8 +43,7 @@ exp <- Start(dat = '/esarchive/exp/ecmwf/system5_m1/monthly_mean/$var$_f6h/$var$ longitude_reorder = CircularSort(0, 360), transform = CDORemapper, transform_params = list(grid = 'r100x50', - method = 'con', - crop = c(lons.min, lons.max, lats.min, lats.max)), + method = 'con'), transform_vars = c('latitude', 'longitude'), transform_extra_cells = 8, synonims = list(latitude = c('latitude', 'lat'), @@ -93,8 +92,7 @@ exp <- Start(dat = '/esarchive/exp/ecmwf/system5_m1/monthly_mean/$var$_f6h/$var$ longitude_reorder = CircularSort(0, 360), transform = CDORemapper, transform_params = list(grid = 'r100x50', - method = 'con', - crop = FALSE), + method = 'con'), transform_vars = c('latitude', 'longitude'), transform_extra_cells = 8, synonims = list(latitude = c('latitude', 'lat'), @@ -136,8 +134,7 @@ exp <- Start(dat = '/esarchive/exp/ecmwf/system5_m1/monthly_mean/$var$_f6h/$var$ longitude_reorder = CircularSort(0, 360), transform = CDORemapper, transform_params = list(grid = 'r100x50', - method = 'con', - crop = FALSE), + method = 'con'), transform_vars = c('latitude', 'longitude'), transform_extra_cells = 8, synonims = list(latitude = c('latitude', 'lat'), -- GitLab From 5bb170dc4a8a9f806c1fff247a213481575a23e6 Mon Sep 17 00:00:00 2001 From: aho Date: Fri, 4 Nov 2022 17:14:37 +0100 Subject: [PATCH 38/49] Clean comments; remove .withWarnings() for num_procs > 1 case --- R/Start.R | 61 +++---------------------------------------------------- R/Utils.R | 6 +++--- 2 files changed, 6 insertions(+), 61 deletions(-) diff --git a/R/Start.R b/R/Start.R index 0206ee1..964d52f 100644 --- a/R/Start.R +++ b/R/Start.R @@ -1222,12 +1222,6 @@ Start <- function(..., # dim = indices/selectors, debug <- TRUE } -#-------NEW--------- -# warnings1 <- NULL -# warnings2 <- NULL -# warnings3 <- NULL -#------NEW_END-------- - ############################## READING FILE DIMS ############################ # Check that no unrecognized variables are present in the path patterns # and also that no file dimensions are requested to THREDDs catalogs. @@ -1953,11 +1947,9 @@ Start <- function(..., # dim = indices/selectors, transformed_common_vars_unorder_indices <- NULL transform_crop_domain <- NULL -#--------NEW--------- # store warning messages from transform warnings1 <- NULL warnings2 <- NULL -#-------NEW_END-------- for (i in 1:length(dat)) { if (dataset_has_files[i]) { @@ -2121,17 +2113,7 @@ Start <- function(..., # dim = indices/selectors, transform_params)) ) transformed_data <- tmp$value -#print("warnings1") -#browser() -#--------NEW------------- -# if (!is.null(res1$warnings)) { -# if (is.null(warnings1)) { -# warnings1 <- res1$warnings -# } else { warnings1 <- c(warnings1, tmp$warnings) -# } -# } -#-------NEW_END---------- # Discard the common transformed variables if already transformed before if (!is.null(transformed_common_vars)) { @@ -3009,17 +2991,7 @@ Start <- function(..., # dim = indices/selectors, transform_params))$variables[[var_with_selectors_name]] ) transformed_subset_var <- tmp$value -#print("warnings2") -#browser() -#--------NEW----------- -# if (!is.null(res2$warnings)) { -# if (is.null(warnings2)) { -# warnings2 <- res2$warnings -# } else { warnings2 <- c(warnings2, tmp$warnings) -# } -# } -#-----NEW_END------------ # Sorting the transformed variable and working out the indices again after transform. if (!is.null(dim_reorder_params[[inner_dim]])) { @@ -3779,10 +3751,9 @@ Start <- function(..., # dim = indices/selectors, } } -#------NEW--------- # store warning messages from transform warnings3 <- NULL -#----NEW_END------- + # The following several lines will only run if retrieve = TRUE if (retrieve) { @@ -3876,23 +3847,14 @@ Start <- function(..., # dim = indices/selectors, silent = silent, debug = debug) ) found_files <- tmp$value -#print('warnings3-1') -#browser() -#-----------NEW------------- -# if (!is.null(tmp$warnings)) { -# if (is.null(warnings3)) { -# warnings3 <- tmp$warnings -# } else { warnings3 <- c(warnings3, tmp$warnings) -# } -# } -#----------NEW_END------------ } else { cluster <- parallel::makeCluster(num_procs, outfile = "") # Send the heavy work to the workers + ##NOTE: .withWarnings() can't catch warnings like it does above (num_procs == 1). The warnings + ## show below when "bigmemory::as.matrix(data_array)" is called. Don't know how to fix it for now. work_errors <- try({ - tmp <- .withWarnings( found_files <- parallel::clusterApplyLB(cluster, work_pieces, .LoadDataFile, shared_matrix_pointer = shared_matrix_pointer, file_data_reader = file_data_reader, @@ -3901,20 +3863,6 @@ Start <- function(..., # dim = indices/selectors, transform_params = transform_params, transform_crop_domain = transform_crop_domain, silent = silent, debug = debug) - ) - found_files <- tmp$value -#print('warnings3-2') -#browser() -#-----------NEW------------- -# if (!is.null(res3$warnings)) { -# if (is.null(warnings3)) { -# warnings3 <- res3$warnings -# } else { - warnings3 <- c(warnings3, tmp$warnings) -# } -# } -#----------NEW_END------------ - }) parallel::stopCluster(cluster) } @@ -4153,10 +4101,8 @@ Start <- function(..., # dim = indices/selectors, } } -#browser() # Print the warnings from transform if (!is.null(c(warnings1, warnings2, warnings3))) { -#----------NEW----------- transform_warnings_list <- lapply(c(warnings1, warnings2, warnings3), function(x) { return(x$message) }) @@ -4165,7 +4111,6 @@ Start <- function(..., # dim = indices/selectors, .warning(transform_warnings_list[[i]]) } } -#-------NEW_END---------- # Change final_dims_fake back because retrieve = FALSE will use it for attributes later if (exists("final_dims_fake_output")) { diff --git a/R/Utils.R b/R/Utils.R index fc0b059..3d4d864 100644 --- a/R/Utils.R +++ b/R/Utils.R @@ -863,9 +863,9 @@ .withWarnings <- function(expr) { myWarnings <- NULL wHandler <- function(w) { - myWarnings <<- c(myWarnings, list(w)) - invokeRestart("muffleWarning") + myWarnings <<- c(myWarnings, list(w)) + invokeRestart("muffleWarning") } val <- withCallingHandlers(expr, warning = wHandler) list(value = val, warnings = myWarnings) -} \ No newline at end of file +} -- GitLab From 2551992b7065fe428327048b209bd86402c2a35f Mon Sep 17 00:00:00 2001 From: aho Date: Mon, 7 Nov 2022 12:40:30 +0100 Subject: [PATCH 39/49] Add encoding --- .Rbuildignore | 14 +++++++------- DESCRIPTION | 4 +++- NEWS.md | 9 +++++++-- 3 files changed, 17 insertions(+), 10 deletions(-) diff --git a/.Rbuildignore b/.Rbuildignore index 90018c7..2ef8ba9 100644 --- a/.Rbuildignore +++ b/.Rbuildignore @@ -6,16 +6,16 @@ ^README\.md$ #\..*\.RData$ #^vignettes$ -#^tests$ ^inst/doc$ -#^inst/doc/*$ -#^inst/doc/figures/$ -#^inst/doc/usecase/$ -#^inst/PlotProfiling\.R$ -.gitlab-ci.yml +^\.gitlab-ci\.yml$ +## unit tests should be ignored when building the package for CRAN +^tests$ +^inst/PlotProfiling\.R$ + # Suggested by http://r-pkgs.had.co.nz/package.html ^.*\.Rproj$ # Automatically added by RStudio, ^\.Rproj\.user$ # used for temporary files. ^README\.Rmd$ # An Rmarkdown file used to generate README.md ^cran-comments\.md$ # Comments for CRAN submission -^NEWS\.md$ # A news file written in Markdown +#^NEWS\.md$ # A news file written in Markdown +^\.gitlab-ci\.yml$ diff --git a/DESCRIPTION b/DESCRIPTION index 4c800e7..6b75f77 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -1,6 +1,6 @@ Package: startR Title: Automatically Retrieve Multidimensional Distributed Data Sets -Version: 2.2.0-2 +Version: 2.2.1 Authors@R: c( person("Nicolau", "Manubens", , "nicolau.manubens@bsc.es", role = c("aut")), person("An-Chi", "Ho", , "an.ho@bsc.es", role = c("aut", "cre")), @@ -8,6 +8,7 @@ Authors@R: c( person("Javier", "Vegas", , "javier.vegas@bsc.es", role = c("ctb")), person("Pierre-Antoine", "Bretonniere", , "pierre-antoine.bretonniere@bsc.es", role = c("ctb")), person("Roberto", "Serrano", , "rsnotivoli@gmal.com", role = c("ctb")), + person("Eva", "Rifa", , "eva.rifarovira@bsc.es", role = "ctb"), person("BSC-CNS", role = c("aut", "cph"))) Description: Tool to automatically fetch, transform and arrange subsets of multi- dimensional data sets (collections of files) stored in local and/or @@ -39,4 +40,5 @@ License: Apache License 2.0 URL: https://earth.bsc.es/gitlab/es/startR/ BugReports: https://earth.bsc.es/gitlab/es/startR/-/issues SystemRequirements: cdo ecFlow +Encoding: UTF-8 RoxygenNote: 7.2.0 diff --git a/NEWS.md b/NEWS.md index a3ac518..2346130 100644 --- a/NEWS.md +++ b/NEWS.md @@ -1,9 +1,14 @@ -# startR v2.2.0-2 (Release date: 2022-08-25) +# startR v2.2.1 (Release date: 2022-11-07) +- Reduce warning messages from CDO. +- Reduce repetitive warning messages from CDORemapper() when single core is used. When multiple cores +are used, there are still repetitive messages. + +# startR v2.2.0-2 (Release date: 2022-08-25; internally) - Use the destination grid to decide which indices to take after interpolation. - Bugfix when Start() parameter "return_vars" is not used. - Allow netCDF files to not have calendar attributes (force it to be standard calendar) -# startR v2.2.0-1 (Release date: 2022-04-19) +# startR v2.2.0-1 (Release date: 2022-04-19; internally) - Bugfix for the case that the variable has units like time, e.g., "days". - Development of metadata reshaping. The metadata should correspond to data if data are reshaped by parameter "merge_across_dims" and "split_multiselected_dims", as well as if data selectors are not continuous indices. - Development of multiple dependency by array selector. An inner dimension indices can vary with multiple file dimensions. -- GitLab From 5f04db28d13e4b60f6f8482a32da96f3da8b2630 Mon Sep 17 00:00:00 2001 From: aho Date: Mon, 7 Nov 2022 16:22:11 +0100 Subject: [PATCH 40/49] Update --- .../tutorial/PATC2022/handson_3-rainfarm.md | 5 +- .../PATC2022/handson_3-rainfarm_ans.md | 3 +- .../PATC2022/handson_4-skill_workflow.md | 6 +- .../PATC2022/handson_4-skill_workflow_ans.md | 104 +++++++++--------- .../PATC2022/handson_5-interpolation.md | 2 +- .../PATC2022/handson_5-interpolation_ans.md | 2 +- inst/doc/tutorial/PATC2022/nord3_demo.R | 9 +- 7 files changed, 69 insertions(+), 62 deletions(-) diff --git a/inst/doc/tutorial/PATC2022/handson_3-rainfarm.md b/inst/doc/tutorial/PATC2022/handson_3-rainfarm.md index 120bb4d..acfd780 100644 --- a/inst/doc/tutorial/PATC2022/handson_3-rainfarm.md +++ b/inst/doc/tutorial/PATC2022/handson_3-rainfarm.md @@ -38,7 +38,8 @@ Use the above information to define the variable, start dates, longitude and lat lat.max <- ______ ``` -Calculate the forecast time step. Desired days: the whole March (leap year ignored) +Calculate the forecast time step by package "lubridate". Desired days: the whole March (leap year ignored). +Check the usage of the following functions by type `?` or check official website https://lubridate.tidyverse.org/reference/. ```r library(lubridate) @@ -123,5 +124,5 @@ latitude to descending order. ```r # Write a new Start() call based on the previous script - + data <- Start(...) ``` diff --git a/inst/doc/tutorial/PATC2022/handson_3-rainfarm_ans.md b/inst/doc/tutorial/PATC2022/handson_3-rainfarm_ans.md index 625e0d9..7ecf570 100644 --- a/inst/doc/tutorial/PATC2022/handson_3-rainfarm_ans.md +++ b/inst/doc/tutorial/PATC2022/handson_3-rainfarm_ans.md @@ -38,7 +38,8 @@ Use the above information to define the variable, start dates, longitude and lat lat.max <- 47 ``` -Calculate the forecast time step. Desired days: the whole March (leap year ignored) +Calculate the forecast time step by package "lubridate". Desired days: the whole March (leap year ignored). +Check the usage of the following functions by type `?` or check official website https://lubridate.tidyverse.org/reference/. ```r library(lubridate) diff --git a/inst/doc/tutorial/PATC2022/handson_4-skill_workflow.md b/inst/doc/tutorial/PATC2022/handson_4-skill_workflow.md index 63620ba..24e0e44 100644 --- a/inst/doc/tutorial/PATC2022/handson_4-skill_workflow.md +++ b/inst/doc/tutorial/PATC2022/handson_4-skill_workflow.md @@ -148,9 +148,6 @@ the data size is only around 270Mb, so you can play with it without worrying abo 1. What is the Compute summary printed on the screen? Do you see the total time, time for load, time for compute? - -**BONUS**: Try to use only one thread for loading and computing (i.e., `threads_load = 1`, `threads_compute = 1`.) Is it slower than using more threads? - 2. Check the list structure using function `str()`. What are the items in the list? 3. What are the dimensions of each item? @@ -187,3 +184,6 @@ Use `s2dv::PlotEquiMap` or other visualization tools to plot the maps. Check the toptitle = 'ECMWF system5 monthly mean tas RMSSS 1991-2011', title_scale = 0.6, fileout = '~/handson_4_fig_rmsss.png') ``` + + +**BONUS**: Try to use only one thread for loading and computing (i.e., `threads_load = 1`, `threads_compute = 1`.) Is it slower than using more threads? diff --git a/inst/doc/tutorial/PATC2022/handson_4-skill_workflow_ans.md b/inst/doc/tutorial/PATC2022/handson_4-skill_workflow_ans.md index 0780840..6e0cc78 100644 --- a/inst/doc/tutorial/PATC2022/handson_4-skill_workflow_ans.md +++ b/inst/doc/tutorial/PATC2022/handson_4-skill_workflow_ans.md @@ -78,7 +78,7 @@ Hints: Question: -1. What are the dimensions of these two data? +1. What are the dimensions of these two data? ```r attr(exp, 'Dimensions') dat var sdate time ensemble latitude longitude @@ -89,8 +89,7 @@ attr(obs, 'Dimensions') 1 1 21 1 181 360 ``` -2. What is the size of these two data? - +2. What is the size of these two data? exp: 261Mb; obs: 10.4Mb as shown on screen from Start() call. 3. Check the latitude, longitude, and time values of the two data. Are they consistent? @@ -143,9 +142,9 @@ Hint: ``` Question: -1. Which dimensions are used in operation? Which dimensions are free? -'ensemble' and 'sdate' are used in operation. The other dimensions (dat, var, time, latitude, and longitude) -are not necessary for the functions. These free dimensions will be subsetted by multiApply during the execution. +1. Which dimensions are used in operation? Which dimensions are free? +'ensemble' and 'sdate' are used in the self-defined function. The other dimensions (dat, var, time, latitude, and longitude) +are not necessary for the function. These free dimensions will be looped by multiApply during the execution. 2. Can we use more dimensions as target_dims? What are the disadvantages? It still works if putting more dimensions as target_dims, but we will lose the choices for chunking in the next step. Also, the lighter the function is, the quicker the operation runs. @@ -180,46 +179,12 @@ the data size is only around 270Mb, so you can play with it without worrying abo * Requested cores per job: NA * Load threads per chunk: 2 * Compute threads per chunk: 4 -* Total time (s): 259.381109952927 -* Chunking setup: 0.0020143985748291 +* Total time (s): 331.454513549805 +* Chunking setup: 0.00129866600036621 * Data upload to cluster: 0 -* All chunks: 258.787921905518 +* All chunks: 328.215093135834 * Transfer results from cluster: 0 -* Merge: 0.591173648834229 -* Each chunk: -* queue: -* mean: 0 -* min: 0 -* max: 0 -* job setup: -* mean: 0 -* min: 0 -* max: 0 -* load: -* mean: 18.5496181845665 -* min: 14.1962461471558 -* max: 22.3589487075806 -* compute: -* mean: 46.1461229324341 -* min: 45.7371928691864 -* max: 46.4979948997498 -``` - -**BONUS**: Try to use only one thread for loading and computing (i.e., `threads_load = 1`, `threads_compute = 1`.) Is it slower than using more threads? - -```r -* Computation ended successfully. -* Number of chunks: 4 -* Max. number of concurrent chunks (jobs): 1 -* Requested cores per job: NA -* Load threads per chunk: 1 -* Compute threads per chunk: 1 -* Total time (s): 744.268383979797 -* Chunking setup: 0.00200104713439941 -* Data upload to cluster: 0 -* All chunks: 743.699976682663 -* Transfer results from cluster: 0 -* Merge: 0.56640625 +* Merge: 3.23812174797058 * Each chunk: * queue: * mean: 0 @@ -230,13 +195,13 @@ the data size is only around 270Mb, so you can play with it without worrying abo * min: 0 * max: 0 * load: -* mean: 20.6443170905113 -* min: 15.685852766037 -* max: 26.6700437068939 +* mean: 6.95802348852158 +* min: 6.30401253700256 +* max: 8.70350694656372 * compute: -* mean: 165.279457509518 -* min: 164.101372241974 -* max: 166.810875177383 +* mean: 75.0939234495163 +* min: 74.6092278957367 +* max: 75.3746023178101 ``` 2. Check the list structure using function `str()`. What are the items in the list? @@ -303,3 +268,42 @@ Use `s2dv::PlotEquiMap` or other visualization tools to plot the maps. Check the ![RMSSS map](./Figures/handson_4_fig_rmsss.png) + + +**BONUS**: Try to use only one thread for loading and computing (i.e., `threads_load = 1`, `threads_compute = 1`.) Is it slower than using more threads? +It is slower with only one thread. For example, the total running time is 1214 seconds with one thread (see below) +but 331 seconds with multiple threads (see above 4.1) The loading and computing time are both more with one thread. +But the efficiency also depends on the situation of the machine. If the machine is very loaded, it can be slow for multiple threads as well. + +```r +* Computation ended successfully. +* Number of chunks: 4 +* Max. number of concurrent chunks (jobs): 1 +* Requested cores per job: NA +* Load threads per chunk: 1 +* Compute threads per chunk: 1 +* Total time (s): 1214.47402715683 +* Chunking setup: 0.000868797302246094 +* Data upload to cluster: 0 +* All chunks: 1211.30233049393 +* Transfer results from cluster: 0 +* Merge: 3.17082786560059 +* Each chunk: +* queue: +* mean: 0 +* min: 0 +* max: 0 +* job setup: +* mean: 0 +* min: 0 +* max: 0 +* load: +* mean: 13.2360381484032 +* min: 12.5131008625031 +* max: 14.2744646072388 +* compute: +* mean: 289.587656855583 +* min: 286.497741699219 +* max: 294.805396080017 +``` + diff --git a/inst/doc/tutorial/PATC2022/handson_5-interpolation.md b/inst/doc/tutorial/PATC2022/handson_5-interpolation.md index c226e55..940ae10 100644 --- a/inst/doc/tutorial/PATC2022/handson_5-interpolation.md +++ b/inst/doc/tutorial/PATC2022/handson_5-interpolation.md @@ -69,7 +69,7 @@ Check the values of longitude and latitude again. Is it different from the origi ## 2. Interpolation -Now, let us add in the transformation parameters. +Now, let us add the transformation parameters. To understand the usage of the `transform` parameters, check FAQ on GitLab https://earth.bsc.es/gitlab/es/startR/-/blob/master/inst/doc/faq.md#5-do-interpolation-in-start-using-parameter-transform ```r data_1deg <- Start(dat = repos, diff --git a/inst/doc/tutorial/PATC2022/handson_5-interpolation_ans.md b/inst/doc/tutorial/PATC2022/handson_5-interpolation_ans.md index 81dc47f..54e6ad1 100644 --- a/inst/doc/tutorial/PATC2022/handson_5-interpolation_ans.md +++ b/inst/doc/tutorial/PATC2022/handson_5-interpolation_ans.md @@ -101,7 +101,7 @@ The dimensions are the same. The longitude range changes to [-180, 180], and the ## 2. Interpolation -Now, let us add in the transformation parameters. +Now, let us add the transformation parameters. To understand the usage of the `transform` parameters, check FAQ on GitLab https://earth.bsc.es/gitlab/es/startR/-/blob/master/inst/doc/faq.md#5-do-interpolation-in-start-using-parameter-transform ```r data_1deg <- Start(dat = repos, diff --git a/inst/doc/tutorial/PATC2022/nord3_demo.R b/inst/doc/tutorial/PATC2022/nord3_demo.R index ddd39b1..ffa4dec 100644 --- a/inst/doc/tutorial/PATC2022/nord3_demo.R +++ b/inst/doc/tutorial/PATC2022/nord3_demo.R @@ -29,14 +29,15 @@ library(startR) # ensemble mean ens_mean <- apply(x, 2, mean) # temporal trend -# trend <- s2dv:::.Trend(ens_mean, conf = conf, pval = pval)$trend trend <- s2dv::Trend(ens_mean, conf = conf, pval = pval)$trend return(trend) } + step <- Step(func, target_dims = c('ensemble', 'time'), output_dims = list(trend = 'stats'), use_libraries = c('s2dv')) + wf <- AddStep(data, step, conf = FALSE, pval = FALSE) #-------------------user-defined--------------------- @@ -48,17 +49,17 @@ library(startR) # Nord3-v2 res <- Compute(wf, chunks = list(latitude = 2, - longitude = 2),#$output1 + longitude = 2), threads_load = 2, threads_compute = 4, cluster = list( queue_host = 'nord4', queue_type = 'slurm', temp_dir = temp_dir, - cores_per_job = 2, + cores_per_job = 16, job_wallclock = '01:00:00', max_jobs = 4, - extra_queue_params = list('#SBATCH --constraint=medmem'), +# extra_queue_params = list('#SBATCH --constraint=medmem'), bidirectional = FALSE, polling_period = 10 ), -- GitLab From b6aebf91e190925680d10ff7c69216eca6cf456a Mon Sep 17 00:00:00 2001 From: aho Date: Mon, 7 Nov 2022 16:22:34 +0100 Subject: [PATCH 41/49] Update to v2.2.1 --- .Rbuildignore | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/.Rbuildignore b/.Rbuildignore index 90018c7..2ef8ba9 100644 --- a/.Rbuildignore +++ b/.Rbuildignore @@ -6,16 +6,16 @@ ^README\.md$ #\..*\.RData$ #^vignettes$ -#^tests$ ^inst/doc$ -#^inst/doc/*$ -#^inst/doc/figures/$ -#^inst/doc/usecase/$ -#^inst/PlotProfiling\.R$ -.gitlab-ci.yml +^\.gitlab-ci\.yml$ +## unit tests should be ignored when building the package for CRAN +^tests$ +^inst/PlotProfiling\.R$ + # Suggested by http://r-pkgs.had.co.nz/package.html ^.*\.Rproj$ # Automatically added by RStudio, ^\.Rproj\.user$ # used for temporary files. ^README\.Rmd$ # An Rmarkdown file used to generate README.md ^cran-comments\.md$ # Comments for CRAN submission -^NEWS\.md$ # A news file written in Markdown +#^NEWS\.md$ # A news file written in Markdown +^\.gitlab-ci\.yml$ -- GitLab From 2bfaabd44256270b1eb36bfad62308a6ba14a089 Mon Sep 17 00:00:00 2001 From: aho Date: Mon, 7 Nov 2022 16:50:22 +0100 Subject: [PATCH 42/49] minor modification --- .../PATC2022/handson_4-skill_workflow_ans.md | 2 ++ .../PATC2022/handson_5-interpolation_ans.md | 19 +++++++++++++++++++ 2 files changed, 21 insertions(+) diff --git a/inst/doc/tutorial/PATC2022/handson_4-skill_workflow_ans.md b/inst/doc/tutorial/PATC2022/handson_4-skill_workflow_ans.md index 6e0cc78..8a19b84 100644 --- a/inst/doc/tutorial/PATC2022/handson_4-skill_workflow_ans.md +++ b/inst/doc/tutorial/PATC2022/handson_4-skill_workflow_ans.md @@ -242,8 +242,10 @@ Use `s2dv::PlotEquiMap` or other visualization tools to plot the maps. Check the # Set the color bars: check data range to decide the appropriate color bar print(range(res$rpss, na.rm = TRUE)) +#[1] -1.0729143 0.9982857 brks_rpss <- seq(-1, 0.9, by = 0.1) print(range(res$rmsss, na.rm = TRUE)) +#[1] 0.9513331 0.9997396 brks_rmsss <- seq(0.95, 0.99, by = 0.01) # Plot RPSS diff --git a/inst/doc/tutorial/PATC2022/handson_5-interpolation_ans.md b/inst/doc/tutorial/PATC2022/handson_5-interpolation_ans.md index 54e6ad1..70d3318 100644 --- a/inst/doc/tutorial/PATC2022/handson_5-interpolation_ans.md +++ b/inst/doc/tutorial/PATC2022/handson_5-interpolation_ans.md @@ -82,6 +82,25 @@ If it is 360, you only get one point of longitude. Because of `longitude_reorder Check the values of longitude and latitude again. Is it different from the original script? ```r + lon.min <- -180 + lon.max <- 179.9 + + data <- Start(dat = repos, + var = var, + sdate = sdate, + ensemble = indices(1), + time = 'all', + latitude = values(list(lat.min, lat.max)), + latitude_reorder = Sort(decreasing = TRUE), + longitude = values(list(lon.min, lon.max)), + longitude_reorder = CircularSort(-180, 180), + synonims = list(latitude = c('lat', 'latitude'), + longitude = c('lon', 'longitude')), + return_vars = list(time = 'sdate', + longitude = 'dat', + latitude = 'dat'), + retrieve = TRUE) + dim(data) dat var sdate ensemble time latitude longitude 1 1 1 1 7 640 1296 -- GitLab From edb31b2dac367299ec26b0654bad2c5a83aee2af Mon Sep 17 00:00:00 2001 From: aho Date: Tue, 8 Nov 2022 16:26:22 +0100 Subject: [PATCH 43/49] Add rm(list = ls()) --- inst/doc/tutorial/PATC2022/handson_3-rainfarm.md | 3 +++ inst/doc/tutorial/PATC2022/handson_3-rainfarm_ans.md | 3 +++ inst/doc/tutorial/PATC2022/handson_4-skill_workflow.md | 3 +++ inst/doc/tutorial/PATC2022/handson_4-skill_workflow_ans.md | 3 +++ inst/doc/tutorial/PATC2022/handson_5-interpolation.md | 3 +++ inst/doc/tutorial/PATC2022/handson_5-interpolation_ans.md | 3 +++ 6 files changed, 18 insertions(+) diff --git a/inst/doc/tutorial/PATC2022/handson_3-rainfarm.md b/inst/doc/tutorial/PATC2022/handson_3-rainfarm.md index acfd780..a7098b5 100644 --- a/inst/doc/tutorial/PATC2022/handson_3-rainfarm.md +++ b/inst/doc/tutorial/PATC2022/handson_3-rainfarm.md @@ -6,6 +6,9 @@ Use startR to load the data used in CSTools [RainFARM vignette](https://earth.bs ## 0. Load required packages ```r +# Clean the session +rm(list = ls()) + library(startR) library(CSTools) ``` diff --git a/inst/doc/tutorial/PATC2022/handson_3-rainfarm_ans.md b/inst/doc/tutorial/PATC2022/handson_3-rainfarm_ans.md index 7ecf570..23c3ea8 100644 --- a/inst/doc/tutorial/PATC2022/handson_3-rainfarm_ans.md +++ b/inst/doc/tutorial/PATC2022/handson_3-rainfarm_ans.md @@ -6,6 +6,9 @@ Use startR to load the data used in CSTools [RainFARM vignette](https://earth.bs ## 0. Load required packages ```r +# Clean the session +rm(list = ls()) + library(startR) library(CSTools) ``` diff --git a/inst/doc/tutorial/PATC2022/handson_4-skill_workflow.md b/inst/doc/tutorial/PATC2022/handson_4-skill_workflow.md index 24e0e44..71ae249 100644 --- a/inst/doc/tutorial/PATC2022/handson_4-skill_workflow.md +++ b/inst/doc/tutorial/PATC2022/handson_4-skill_workflow.md @@ -10,6 +10,9 @@ To make the process faster, the required data size is small here so we can run t ## 0. Load required packages ```r +# Clean the session +rm(list = ls()) + library(startR) library(s2dv) ``` diff --git a/inst/doc/tutorial/PATC2022/handson_4-skill_workflow_ans.md b/inst/doc/tutorial/PATC2022/handson_4-skill_workflow_ans.md index 8a19b84..6cee0a6 100644 --- a/inst/doc/tutorial/PATC2022/handson_4-skill_workflow_ans.md +++ b/inst/doc/tutorial/PATC2022/handson_4-skill_workflow_ans.md @@ -10,6 +10,9 @@ To make the process faster, the required data size is small here so we can run t ## 0. Load required packages ```r +# Clean the session +rm(list = ls()) + library(startR) library(s2dv) ``` diff --git a/inst/doc/tutorial/PATC2022/handson_5-interpolation.md b/inst/doc/tutorial/PATC2022/handson_5-interpolation.md index 940ae10..63b9ea6 100644 --- a/inst/doc/tutorial/PATC2022/handson_5-interpolation.md +++ b/inst/doc/tutorial/PATC2022/handson_5-interpolation.md @@ -17,6 +17,9 @@ R console and load it. As for R packages, we need startR for data loading and s2 tting. ```r +# Clean the session +rm(list = ls()) + library(startR) library(s2dv) ``` diff --git a/inst/doc/tutorial/PATC2022/handson_5-interpolation_ans.md b/inst/doc/tutorial/PATC2022/handson_5-interpolation_ans.md index 70d3318..522c513 100644 --- a/inst/doc/tutorial/PATC2022/handson_5-interpolation_ans.md +++ b/inst/doc/tutorial/PATC2022/handson_5-interpolation_ans.md @@ -16,6 +16,9 @@ We need to have CDO module loaded for interpolation. If you did not load it, qui R console and load it. As for R packages, we need startR for data loading and s2dv for plotting. ```r +# Clean the session +rm(list = ls()) + library(startR) library(s2dv) ``` -- GitLab From 5443a44881bd13c624db6af70eec5d35746aecc8 Mon Sep 17 00:00:00 2001 From: aho Date: Wed, 9 Nov 2022 12:13:41 +0100 Subject: [PATCH 44/49] Add FAQ and use case for loading daily data that files have different time dim length --- inst/doc/faq.md | 37 +++++++++---- .../ex1_16_files_different_time_dim_length.R | 52 +++++++++++++++++++ 2 files changed, 78 insertions(+), 11 deletions(-) create mode 100644 inst/doc/usecase/ex1_16_files_different_time_dim_length.R diff --git a/inst/doc/faq.md b/inst/doc/faq.md index 3a065e0..6c6a119 100644 --- a/inst/doc/faq.md +++ b/inst/doc/faq.md @@ -29,6 +29,7 @@ This document intends to be the first reference for any doubts that you may have 23. [The best practice of using vector and list for selectors](#23-the-best-practice-of-using-vector-and-list-for-selectors) 24. [Do both interpolation and chunking on spatial dimensions](#24-do-both-interpolation-and-chunking-on-spatial-dimensions) 25. [What to do if your function has too many target dimensions](#25-what-to-do-if-your-function-has-too-many-target-dimensions) + 26. [Use merge_across_dims_narm to remove NAs](#26-use-merge-across-dims-narm-to-remove-nas) 2. **Something goes wrong...** @@ -83,12 +84,12 @@ all the possibilities and make the output data structure reasonable all the time Therefore, it is recommended to understand the way Start() rolls first, then you know what you should expect from the output and will not get confused with what it returns to you. -If you want to connet xxx along yyy, the parameter 'merge_across_dims' and 'merge_across_dims_narm' can help you achieve it. -See Example 1. If 'merge_across_dims = TRUE', the chunk dimension will disappear. -'merge_across_dims' simply attaches data one after another, so the NA values (if exist) will be the same places as the unmerged one (see Example 2). +Now we understand the cross relationship between dimensions, we can talk about how to merge them: use the parameters `merge_across_dims` and `merge_across_dims_narm`. +See Example 1. If `merge_across_dims = TRUE`, the chunk dimension will disappear. +`merge_across_dims` simply attaches data one after another, so the NA values (if exist) will be the same places as the unmerged one (see Example 2). -If you want to remove those additional NAs, you can use 'merge_across_dims_narm = TRUE', -then the NAs will be removed when merging into one dimension. (see Example 2). +If you want to remove those additional NAs, you can use `merge_across_dims_narm = TRUE`, +then the NAs will be removed when merging into one dimension. (see Example 2). To know more about `merge_across_dims_narm`, check [How-to-26](#26-use-merge-across-dims-narm-to-remove-nas). You can find more use cases at [ex1_2_exp_obs_attr.R](inst/doc/usecase/ex1_2_exp_obs_attr.R) and [ex1_3_attr_loadin.R](inst/doc/usecase/ex1_3_attr_loadin.R). @@ -464,7 +465,7 @@ data <- Start(dat = repos, If you want to interpolate data by s2dv::CDORemap in function, you need to tell the machine which CDO module to use. Therefore, `CDO_module = 'CDO/1.9.5-foss-2018b'` should be -added in Compute() cluster list. See the example in usecase [ex2_3_cdo.R](inst/doc/usecase/ex2_3_cdo.R). +added in Compute() cluster list. See the example in usecase [ex2_3](inst/doc/usecase/ex2_3_cdo.R). ### 10. The number of members depends on the start date @@ -476,9 +477,9 @@ When trying to load both start dates at once using Start(), the order in which t - `sdates = c('19991101', '19990901')`, the member dimension will be of length 51, showing missing values for the members 26 to 51 in the second start date; - `sdates = c('19990901', '19991101')`, the member dimension will be of length 25, any member will be missing. -To ensure that all the members are retrieved, we can use parameter 'largest_dims_length'. See [FAQ 21](https://earth.bsc.es/gitlab/es/startR/-/blob/master/inst/doc/faq.md#21-retrieve-the-complete-data-when-the-dimension-length-varies-among-files) for details. +To ensure that all the members are retrieved, we can use parameter `largest_dims_length`. See [FAQ 21](https://earth.bsc.es/gitlab/es/startR/-/blob/master/inst/doc/faq.md#21-retrieve-the-complete-data-when-the-dimension-length-varies-among-files) for details. -The code to reproduce this behaviour could be found in the Use Cases section, [example 1.4](/inst/doc/usecase/ex1_4_variable_nmember.R). +The code to reproduce this behaviour could be found in the usecase [ex1_4](/inst/doc/usecase/ex1_4_variable_nmember.R). ### 11. Select the longitude/latitude region @@ -851,18 +852,18 @@ same. For example, the member number in one experiment is 25 in the early years increase to 51 later. If you assign `member = 'all'` in Start() call, the returned member dimension length will be 25 only. -The parameter 'largest_dims_length' is for this case. Its default value is `FALSE`, meaning +The parameter `largest_dims_length` is for this case. Its default value is `FALSE`, meaning that Start() can only use the first valid file to decide the dimensions. If it is changed to `TRUE`, Start() will examine all the required files to find the largest length for all the inner dimensions. It is time- and resource-consuming, but useful when you are not sure how the dimensions in all the files look like. -If you know the expected dimension length, it is recommended to assign 'largest_dims_length' +If you know the expected dimension length, it is recommended to assign `largest_dims_length` by a named integer vector, for example, `largest_dims_length = c(member = 51)`. Start() will adopt the provided ones and use the first valid file to decide the rest of dimensions. By this means, the efficiency can be similar to `largest_dims_length = FALSE`. -Find example in [use case ex1_4](/inst/doc/usecase/ex1_4_variable_nmember.R). +Find example in use case [ex1_4](/inst/doc/usecase/ex1_4_variable_nmember.R). ### 22. Define the selector when the indices in the files are not aligned @@ -978,6 +979,20 @@ We provide some [use cases](inst/doc/usecase/ex2_12_transform_and_chunk.R) showi Unfortunately, we don't have a perfect solution now before we have multiple steps feature. Talk to maintainers to see how to generate a workaround for your case. +### 26. Use merge_across_dims_narm to remove NAs +The Start() parameter `merge_across_dims_narm` can be useful when you want to merge two dimensions together (e.g., time across chunk.) If you're not familiar with the usage of `xxx_across = yyy` and `merge_across_dims` yet, check [How-to-2](#2-indicate-dependent-dimension-and-use-merge-parameters-in-start) first. + +First thing to notice is that `merge_across_dims_narm` can only remove **the NAs that are created by Start()** during the reshaping process. +It doesn't remove the NAs in the original data. For example, in Example 2 in How-to-2, the NAs are removed because those NAs are added by Start(). + +Second, if the files don't share the same length of the merged dimension, you need to use `largest_dims_length = T` along. +This parameter tells Start() that it needs to look into each file to know the dimension length. By doing this, Start() knows that the NAs in the files with shorter dimension are added by it, so `merge_across_dims_narm = T` can remove those NAs correctly. +A typical example is reading daily data and merging time dimension together. The 30-day months will have one NA at the end of time dimension, if `merge_across_dims_narm = T` and `largest_dims_length = T` are not used. +Check usecase [ex1_16](/inst/doc/usecase/ex1_16_files_different_time_dim_length.R) for the example script. +See [How-to-21](#21-retrieve-the-complete-data-when-the-dimension-length-varies-among-files) for more details of `largest_dims_length`. + + + # Something goes wrong... ### 1. No space left on device diff --git a/inst/doc/usecase/ex1_16_files_different_time_dim_length.R b/inst/doc/usecase/ex1_16_files_different_time_dim_length.R new file mode 100644 index 0000000..8b54bbc --- /dev/null +++ b/inst/doc/usecase/ex1_16_files_different_time_dim_length.R @@ -0,0 +1,52 @@ +#---------------------------------------------------------------------------- +# Author: An-Chi Ho +# Date: 11th November 2022 +# +# This script shows how to use Start() to load files with different time dimension length +# and reshape the array without undesired NAs. To know more about the usage of parameter +# "merge_across_dims_narm" and "largest_dims_length", check faq.md How-to-26 (https://earth.bsc.es/gitlab/es/startR/-/blob/master/inst/doc/faq.md#26-use-merge-across-dims-narm-to-remove-nas) +# +# The used data is daily data, so the time dimension length is the days in each month. +# "largest_dims_length = T" needs to be used to tell Start() the different time dimension lengths +# in each file, and "merge_across_dims_narm = T" can remove the NAs that are added by Start() +# during the reshaping process. +#---------------------------------------------------------------------------- + +library(startR) + +# exp +repos <- paste0('/esarchive/recon/ecmwf/era5/daily_mean/$var$_f1h/$var$_$sdate$.nc') +lons.min <- -10 +lons.max <- 30 +lats.min <- 30 +lats.max <- 60 +sdates <- clock::date_format(clock::date_build(2019, 1:12, 1), format = "%Y%m") + +data <- Start(dat = repos, + var = 'tas', + sdate = sdates, + time = 'all', + time_across = 'sdate', + merge_across_dims = TRUE, # merge 'time' dim along 'sdate' + merge_across_dims_narm = TRUE, # remove additional NAs + largest_dims_length = TRUE, # to tell Start() that each file has different dim length + lat = values(list(lats.min, lats.max)), + lat_reorder = Sort(), + lon = values(list(lons.min, lons.max)), + lon_reorder = CircularSort(-180, 180), + synonims = list(lat = c('lat', 'latitude'), lon = c('lon', 'longitude')), + return_vars = list(lon = NULL, lat = NULL, time = 'sdate'), + num_procs = 16, + retrieve = TRUE) + +dim(data) +# dat var time lat lon +# 1 1 365 107 142 + +dim(attr(data, 'Variables')$common$time) +#time +# 365 + +#NOTE: If merge_across_dims_narm = FALSE or largest_dims_length = FALSE, time dimension will +# be 372 (= 31 days * 12 months) and NAs will be at the end of each small month, i.e., +# 60:62 (29-31 Feb), 124 (31 Apr), 186 (31 Jun), 279 (31 Sep), 341 (31 Nov). -- GitLab From c741cdc86cb39bfb1965899344fc7c3ad35cea96 Mon Sep 17 00:00:00 2001 From: aho Date: Thu, 10 Nov 2022 09:57:20 +0100 Subject: [PATCH 45/49] Fix another Subset bug --- R/Start.R | 9 +++++++-- 1 file changed, 7 insertions(+), 2 deletions(-) diff --git a/R/Start.R b/R/Start.R index 964d52f..1eecc2c 100644 --- a/R/Start.R +++ b/R/Start.R @@ -2697,8 +2697,13 @@ Start <- function(..., # dim = indices/selectors, } else { if (length(names(var_file_dims)) > 0) { var_indices_to_take <- selector_indices_to_take[which(names(selector_indices_to_take) %in% names(var_file_dims))] - sub_array_of_values <- Subset(var_with_selectors, names(var_indices_to_take), - as.list(var_indices_to_take), drop = 'selected') + #TODO: Check TODO above. + if (!is.null(names(var_indices_to_take))) { + sub_array_of_values <- Subset(var_with_selectors, names(var_indices_to_take), + as.list(var_indices_to_take), drop = 'selected') + } else { + sub_array_of_values <- var_with_selectors + } } else { sub_array_of_values <- var_with_selectors } -- GitLab From 36bb0164ac734a222599aa8064c200334290ac51 Mon Sep 17 00:00:00 2001 From: aho Date: Thu, 10 Nov 2022 10:00:57 +0100 Subject: [PATCH 46/49] Correct title --- inst/doc/tutorial/PATC2022/handson_4-skill_workflow.md | 2 +- inst/doc/tutorial/PATC2022/handson_4-skill_workflow_ans.md | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/inst/doc/tutorial/PATC2022/handson_4-skill_workflow.md b/inst/doc/tutorial/PATC2022/handson_4-skill_workflow.md index 71ae249..80a6c54 100644 --- a/inst/doc/tutorial/PATC2022/handson_4-skill_workflow.md +++ b/inst/doc/tutorial/PATC2022/handson_4-skill_workflow.md @@ -1,4 +1,4 @@ -# Hands-on 1: Seasonal forecast verification +# Hands-on 4: Seasonal forecast verification ## Goal Learn how to use the startR workflow to finish a piece of analysis, including defining and pre-processing the desired data, diff --git a/inst/doc/tutorial/PATC2022/handson_4-skill_workflow_ans.md b/inst/doc/tutorial/PATC2022/handson_4-skill_workflow_ans.md index 6cee0a6..0a19c23 100644 --- a/inst/doc/tutorial/PATC2022/handson_4-skill_workflow_ans.md +++ b/inst/doc/tutorial/PATC2022/handson_4-skill_workflow_ans.md @@ -1,4 +1,4 @@ -# Hands-on 1: Seasonal forecast verification +# Hands-on 4: Seasonal forecast verification ## Goal Learn how to use the startR workflow to finish a piece of analysis, including defining and pre-processing the desired data, -- GitLab From 461ef56a29715718c76629dad6a81c0632697c65 Mon Sep 17 00:00:00 2001 From: aho Date: Fri, 11 Nov 2022 16:03:38 +0100 Subject: [PATCH 47/49] Fix link and add use case in index --- inst/doc/faq.md | 2 +- inst/doc/usecase.md | 6 ++++++ 2 files changed, 7 insertions(+), 1 deletion(-) diff --git a/inst/doc/faq.md b/inst/doc/faq.md index 6c6a119..f92b798 100644 --- a/inst/doc/faq.md +++ b/inst/doc/faq.md @@ -29,7 +29,7 @@ This document intends to be the first reference for any doubts that you may have 23. [The best practice of using vector and list for selectors](#23-the-best-practice-of-using-vector-and-list-for-selectors) 24. [Do both interpolation and chunking on spatial dimensions](#24-do-both-interpolation-and-chunking-on-spatial-dimensions) 25. [What to do if your function has too many target dimensions](#25-what-to-do-if-your-function-has-too-many-target-dimensions) - 26. [Use merge_across_dims_narm to remove NAs](#26-use-merge-across-dims-narm-to-remove-nas) + 26. [Use merge_across_dims_narm to remove NAs](#26-use-merge_across_dims_narm-to-remove-nas) 2. **Something goes wrong...** diff --git a/inst/doc/usecase.md b/inst/doc/usecase.md index 0ffacc7..c7748f6 100644 --- a/inst/doc/usecase.md +++ b/inst/doc/usecase.md @@ -68,6 +68,12 @@ this use case is for two file dimensions (i.e., the usage of *_depends). 15. [Load irregular grid data](inst/doc/usecase/ex1_15_irregular_grid_CDORemap.R) This script shows how to use Start() to load irregular grid data , then regrid it by s2dv::CDORemap. + 16. [Merge files with different time dimension length](inst/doc/usecase/ex1_16_files_different_time_dim_length.R) + This script shows how to use Start() to load files with different time dimension length +and reshape the array without undesired NAs. + + + 2. **Execute computation (use `Compute()`)** 1. [Function working on time dimension](inst/doc/usecase/ex2_1_timedim.R) 2. [Function using attributes of the data](inst/doc/usecase/ex2_2_attr.R) -- GitLab From 52ec78192eff5787c381d97a7d2437d6cc1fa6d3 Mon Sep 17 00:00:00 2001 From: aho Date: Mon, 14 Nov 2022 13:27:41 +0100 Subject: [PATCH 48/49] Add comment --- R/Start.R | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/R/Start.R b/R/Start.R index 1eecc2c..1251634 100644 --- a/R/Start.R +++ b/R/Start.R @@ -2670,9 +2670,8 @@ Start <- function(..., # dim = indices/selectors, selector_indices_to_take <- which(selector_file_dim_array == j, arr.ind = TRUE)[1, ] names(selector_indices_to_take) <- names(selector_file_dims) selector_store_position[names(selector_indices_to_take)] <- selector_indices_to_take - #TODO: Check if the non-subset part makes sense. "selector_indices_to_take" is an array if - # "selector_file_dims" is not 1 (if selector is an array with a file_dim dimname, ie., - # time = [sdate = 2, time = 4]. + # "selector_indices_to_take" is an array if "selector_file_dims" is not 1 (if + # selector is an array with a file_dim dimname, i.e., time = [sdate = 2, time = 4]. if (!is.null(names(selector_indices_to_take))) { sub_array_of_selectors <- Subset(selector_array, names(selector_indices_to_take), as.list(selector_indices_to_take), drop = 'selected') @@ -2697,11 +2696,12 @@ Start <- function(..., # dim = indices/selectors, } else { if (length(names(var_file_dims)) > 0) { var_indices_to_take <- selector_indices_to_take[which(names(selector_indices_to_take) %in% names(var_file_dims))] - #TODO: Check TODO above. if (!is.null(names(var_indices_to_take))) { sub_array_of_values <- Subset(var_with_selectors, names(var_indices_to_take), as.list(var_indices_to_take), drop = 'selected') } else { + # time across some file dim (e.g., "file_date") but doesn't have + # this file dim as dimension (e.g., time: [sdate, time]) sub_array_of_values <- var_with_selectors } } else { -- GitLab From 65998fc8458231378e0b0b34b08f3ddd9829eb13 Mon Sep 17 00:00:00 2001 From: aho Date: Mon, 14 Nov 2022 14:42:03 +0100 Subject: [PATCH 49/49] Update NEWS --- NEWS.md | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/NEWS.md b/NEWS.md index 2346130..c1dc90b 100644 --- a/NEWS.md +++ b/NEWS.md @@ -1,7 +1,9 @@ -# startR v2.2.1 (Release date: 2022-11-07) +# startR v2.2.1 (Release date: 2022-11-17) - Reduce warning messages from CDO. - Reduce repetitive warning messages from CDORemapper() when single core is used. When multiple cores are used, there are still repetitive messages. +- Bugfix in Start() about ClimProjDiags::Subset inputs. +- Bugfix when longitude selector range is very close but not global. The transform indices are correctly selected now. # startR v2.2.0-2 (Release date: 2022-08-25; internally) - Use the destination grid to decide which indices to take after interpolation. -- GitLab