From 567a2e2ba3721bdb182366fbb008bf1798961857 Mon Sep 17 00:00:00 2001 From: Alexander Fischer Date: Sun, 26 Feb 2023 17:01:56 +0100 Subject: [PATCH 01/22] fix pkgdown workflow --- .github/workflows/pkgdown.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/pkgdown.yaml b/.github/workflows/pkgdown.yaml index 63cbb18..506d20e 100644 --- a/.github/workflows/pkgdown.yaml +++ b/.github/workflows/pkgdown.yaml @@ -25,7 +25,7 @@ jobs: - uses: r-lib/actions/setup-r-dependencies@v1 with: - extra-packages: pkgdown + extra-packages: any::pkgdown, local::. needs: website - name: Deploy package From dbb96c00cf8cfd02c31e5a86a763c1fcca0dcff3 Mon Sep 17 00:00:00 2001 From: Alexander Fischer Date: Sun, 26 Feb 2023 17:02:12 +0100 Subject: [PATCH 02/22] updates for CRAN release --- DESCRIPTION | 2 +- NEWS.md | 2 +- cran-comments.md | 112 ++--------------------------------------------- 3 files changed, 6 insertions(+), 110 deletions(-) diff --git a/DESCRIPTION b/DESCRIPTION index b9eb37f..23ada85 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -1,6 +1,6 @@ Package: summclust Title: Module to Compute Influence and Leverage Statistics for Regression Models with Clustered Errors -Version: 0.6 +Version: 0.6.0 Authors@R: c( person(given = "Alexander", diff --git a/NEWS.md b/NEWS.md index e991752..8a81208 100644 --- a/NEWS.md +++ b/NEWS.md @@ -1,4 +1,4 @@ -# New features since latest release +# summclust 0.6 * support for regression weights / weighted least squares * prettier errors and warnings via `cli` (0.5.2) diff --git a/cran-comments.md b/cran-comments.md index 514690b..44883ab 100644 --- a/cran-comments.md +++ b/cran-comments.md @@ -1,109 +1,5 @@ -## R CMD check results +## summclust 0.6.0 -+ re-submission: - -I received the following comments, all of which have been addressed. - -I further reran tests on rhub and github actions, all of which passed. -I am sorry about the title case error from the last submission - I only ran -rhub once, which notified me of the error, and did not rerun it as I thought -I had appropriately addressed the issue. - -1) The Title field should be in title case. Current version is: - 'Module to compute Custer Specific Information for Regression Models -with Clustered Errors, including Leverage and Influence Statistics' - - In title case that is: - 'Module to Compute Custer Specific Information for Regression Models -with Clustered Errors, Including Leverage and Influence Statistics' - -but please also reduce to less than 65 chars. - -2) Please use undirected quotes on the Description field above. - - -3) Is there some reference about the method you can add in the Description -field in the form Authors (year) or ? - -+ sumbission 7: - -A while back, I received the following comments by the CRAN team, summarized in this [github issue](https://github.com/s3alfisc/summclust/issues/9). - -All comments have been addressed. - -The package has further been tested via github actions (multiple OS), -`pkgcheck::pkgcheck()`, `rhub::check_for_cran()` and `devtools::check_win_devel()`. No errors, no warnings. - - -+ Submission 6: - -This is a re-submission of submission 5, which happened during your (the CRAN team's) well deserved summer break. -I have checked the package locally, on github actions (no comments), rhub (2 notes for linux: detritus in them and lastMiKTexTexException), and wind-develop. - -+ Submission 5: - -I have changed Stata to 'STATA' in description; add 'codemeta.json' to .Rbuildignore -after receiving the following feedback: - -New submission - -Possibly misspelled words in DESCRIPTION: - Stata (11:98) -* checking top-level files ... NOTE -Non-standard file/directory found at top level: - 'codemeta.json' - -No notes on r-hub, r-devel. - -+ Submission 4: - -deleted broken link; ignore misspelled Stata (it is not misspelled); checked again on -rhub; github actions - -" -Possibly misspelled words in DESCRIPTION: - Stata (11:98) - -Found the following (possibly) invalid URLs: - URL: https://github.com/%3Corg%3E/%3Crepo%3E/actions?query=workflow%3Apkgcheck - From: README.md -" - -+ Submission 3: - -* filled in an empty URL in the readme file -* checked on rhub, win_devel and github actions (Mac, Ubuntu, windows), - no errors, messages received, but the following notes - - "Possibly misspelled words in DESCRIPTION: - Stata (11:98) - -* checking for detritus in the temp directory ... NOTE -Found the following files/directories: - 'lastMiKTeXException' - " - -+ I have switched imports to depends, this solves the 'excessive importing' - note - -* This is a new release. -* The package was checked on rhub, r-devel, and github actions (windows, mac, - ubuntu) - -Two notes were found: -" Depends: includes the non-default packages: - 'ggplot2', 'latex2exp', 'dreamerr', 'fabricatr', 'MASS', 'collapse' - Adding so many packages to the search path is excessive and importing - selectively is preferable. -" - -I personally don't think that adding these packages is excessive, but am -happy to be convinced otherwise =) - -Second -"Possibly misspelled words in DESCRIPTION: - Stata (6:105) -" -This is spelled correctly. - -0 errors | 0 warnings | 2 note +- checked on github actions, win-devel +- rhub appears to be done at the moment (?) +- no errors and warnigs on win-dev and github From d53ca853b4085a3d40eb396d09fe6060e702bdba Mon Sep 17 00:00:00 2001 From: Alexander Fischer Date: Sun, 26 Feb 2023 17:09:02 +0100 Subject: [PATCH 03/22] delete codemeta --- codecov.yml | 14 ---- codemeta.json | 205 -------------------------------------------------- 2 files changed, 219 deletions(-) delete mode 100644 codecov.yml delete mode 100644 codemeta.json diff --git a/codecov.yml b/codecov.yml deleted file mode 100644 index 04c5585..0000000 --- a/codecov.yml +++ /dev/null @@ -1,14 +0,0 @@ -comment: false - -coverage: - status: - project: - default: - target: auto - threshold: 1% - informational: true - patch: - default: - target: auto - threshold: 1% - informational: true diff --git a/codemeta.json b/codemeta.json deleted file mode 100644 index c5756b7..0000000 --- a/codemeta.json +++ /dev/null @@ -1,205 +0,0 @@ -{ - "@context": "https://doi.org/10.5063/schema/codemeta-2.0", - "@type": "SoftwareSourceCode", - "identifier": "summclust", - "description": "Module for Cluster Specific Information and Cluster Jackknife as in the 'summclust' Stata package.", - "name": "summclust: Module for Cluster Specific Information and Cluster Jackknife ", - "codeRepository": "https://github.com/s3alfisc/summclust", - "issueTracker": "https://github.com/s3alfisc/summclust/issues", - "license": "https://spdx.org/licenses/MIT", - "version": "0.3", - "programmingLanguage": { - "@type": "ComputerLanguage", - "name": "R", - "url": "https://r-project.org" - }, - "runtimePlatform": "R version 4.1.3 (2022-03-10)", - "author": [ - { - "@type": "Person", - "givenName": "Alexander", - "familyName": "Fischer", - "email": "alexander-fischer1801@t-online.de" - } - ], - "maintainer": [ - { - "@type": "Person", - "givenName": "Alexander", - "familyName": "Fischer", - "email": "alexander-fischer1801@t-online.de" - } - ], - "softwareSuggestions": [ - { - "@type": "SoftwareApplication", - "identifier": "ggplot2", - "name": "ggplot2", - "provider": { - "@id": "https://cran.r-project.org", - "@type": "Organization", - "name": "Comprehensive R Archive Network (CRAN)", - "url": "https://cran.r-project.org" - }, - "sameAs": "https://CRAN.R-project.org/package=ggplot2" - }, - { - "@type": "SoftwareApplication", - "identifier": "latex2exp", - "name": "latex2exp", - "provider": { - "@id": "https://cran.r-project.org", - "@type": "Organization", - "name": "Comprehensive R Archive Network (CRAN)", - "url": "https://cran.r-project.org" - }, - "sameAs": "https://CRAN.R-project.org/package=latex2exp" - }, - { - "@type": "SoftwareApplication", - "identifier": "fabricatr", - "name": "fabricatr", - "provider": { - "@id": "https://cran.r-project.org", - "@type": "Organization", - "name": "Comprehensive R Archive Network (CRAN)", - "url": "https://cran.r-project.org" - }, - "sameAs": "https://CRAN.R-project.org/package=fabricatr" - }, - { - "@type": "SoftwareApplication", - "identifier": "fixest", - "name": "fixest", - "provider": { - "@id": "https://cran.r-project.org", - "@type": "Organization", - "name": "Comprehensive R Archive Network (CRAN)", - "url": "https://cran.r-project.org" - }, - "sameAs": "https://CRAN.R-project.org/package=fixest" - }, - { - "@type": "SoftwareApplication", - "identifier": "haven", - "name": "haven", - "provider": { - "@id": "https://cran.r-project.org", - "@type": "Organization", - "name": "Comprehensive R Archive Network (CRAN)", - "url": "https://cran.r-project.org" - }, - "sameAs": "https://CRAN.R-project.org/package=haven" - }, - { - "@type": "SoftwareApplication", - "identifier": "sandwich", - "name": "sandwich", - "provider": { - "@id": "https://cran.r-project.org", - "@type": "Organization", - "name": "Comprehensive R Archive Network (CRAN)", - "url": "https://cran.r-project.org" - }, - "sameAs": "https://CRAN.R-project.org/package=sandwich" - }, - { - "@type": "SoftwareApplication", - "identifier": "lmtest", - "name": "lmtest", - "provider": { - "@id": "https://cran.r-project.org", - "@type": "Organization", - "name": "Comprehensive R Archive Network (CRAN)", - "url": "https://cran.r-project.org" - }, - "sameAs": "https://CRAN.R-project.org/package=lmtest" - }, - { - "@type": "SoftwareApplication", - "identifier": "testthat", - "name": "testthat", - "version": ">= 3.0.0", - "provider": { - "@id": "https://cran.r-project.org", - "@type": "Organization", - "name": "Comprehensive R Archive Network (CRAN)", - "url": "https://cran.r-project.org" - }, - "sameAs": "https://CRAN.R-project.org/package=testthat" - }, - { - "@type": "SoftwareApplication", - "identifier": "knitr", - "name": "knitr", - "provider": { - "@id": "https://cran.r-project.org", - "@type": "Organization", - "name": "Comprehensive R Archive Network (CRAN)", - "url": "https://cran.r-project.org" - }, - "sameAs": "https://CRAN.R-project.org/package=knitr" - }, - { - "@type": "SoftwareApplication", - "identifier": "rmarkdown", - "name": "rmarkdown", - "provider": { - "@id": "https://cran.r-project.org", - "@type": "Organization", - "name": "Comprehensive R Archive Network (CRAN)", - "url": "https://cran.r-project.org" - }, - "sameAs": "https://CRAN.R-project.org/package=rmarkdown" - } - ], - "softwareRequirements": { - "1": { - "@type": "SoftwareApplication", - "identifier": "utils", - "name": "utils" - }, - "2": { - "@type": "SoftwareApplication", - "identifier": "dreamerr", - "name": "dreamerr", - "provider": { - "@id": "https://cran.r-project.org", - "@type": "Organization", - "name": "Comprehensive R Archive Network (CRAN)", - "url": "https://cran.r-project.org" - }, - "sameAs": "https://CRAN.R-project.org/package=dreamerr" - }, - "3": { - "@type": "SoftwareApplication", - "identifier": "MASS", - "name": "MASS", - "provider": { - "@id": "https://cran.r-project.org", - "@type": "Organization", - "name": "Comprehensive R Archive Network (CRAN)", - "url": "https://cran.r-project.org" - }, - "sameAs": "https://CRAN.R-project.org/package=MASS" - }, - "4": { - "@type": "SoftwareApplication", - "identifier": "collapse", - "name": "collapse", - "provider": { - "@id": "https://cran.r-project.org", - "@type": "Organization", - "name": "Comprehensive R Archive Network (CRAN)", - "url": "https://cran.r-project.org" - }, - "sameAs": "https://CRAN.R-project.org/package=collapse" - }, - "SystemRequirements": null - }, - "fileSize": "127.523KB", - "relatedLink": "https://s3alfisc.github.io/summclust/", - "readme": "https://github.com/s3alfisc/summclust/blob/main/README.md", - "contIntegration": ["https://github.com/s3alfisc/summclust/actions", "https://github.com///actions?query=workflow%3Apkgcheck"], - "keywords": ["clustered-standard-errors", "fixest", "linear-regression", "robust-inference"] -} From 6fb1e0b2a39fb6416acc826e6288bcc5548c7899 Mon Sep 17 00:00:00 2001 From: Alexander Fischer Date: Thu, 8 Jun 2023 19:56:40 +0200 Subject: [PATCH 04/22] first attempt to sparsify --- DESCRIPTION | 3 ++- NAMESPACE | 2 ++ R/cluster_jackknife.R | 16 ++++++++++++---- R/leverages.R | 11 +++++++---- R/matrix_trace.R | 3 ++- R/summclust_fixest.R | 9 ++++++--- R/summclust_lm.R | 4 ++-- R/vcov3_fixest.R | 9 +++++---- codecov.yml | 14 ++++++++++++++ 9 files changed, 52 insertions(+), 19 deletions(-) create mode 100644 codecov.yml diff --git a/DESCRIPTION b/DESCRIPTION index 23ada85..52dfc19 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -24,7 +24,8 @@ Imports: MASS, collapse, generics, - cli + cli, + Matrix Suggests: ggplot2, latex2exp, diff --git a/NAMESPACE b/NAMESPACE index 12ce7e1..6c58fb1 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -11,6 +11,8 @@ export(summclust) export(tidy) export(vcov_CR3J) importFrom(MASS,ginv) +importFrom(Matrix,crossprod) +importFrom(Matrix,sparse.model.matrix) importFrom(cli,cli_abort) importFrom(collapse,GRP) importFrom(collapse,add_vars) diff --git a/R/cluster_jackknife.R b/R/cluster_jackknife.R index 5cd46d6..cd7c424 100644 --- a/R/cluster_jackknife.R +++ b/R/cluster_jackknife.R @@ -24,6 +24,8 @@ cluster_jackknife <- function( #' \item{tXy}{t(X) %*% y} #' \item{G}{The number of unique clusters} #' \item{small_sample_correction}{The employed small sample correction} + #' @importFrom Matrix crossprod, tcrossprod, t + #' @noRd @@ -34,16 +36,20 @@ cluster_jackknife <- function( # calculate X_g'X_g tXgXg <- lapply( unique_clusters, - function(x) crossprod(X[cluster_df == x, , drop = FALSE]) + function(x) Matrix::crossprod(X[c(cluster_df == x), , drop = FALSE]) ) names(tXgXg) <- unique_clusters tXX <- Reduce("+", tXgXg) # all.equal(tXX, crossprod(X)) + if(inherits(X, "Matrix")){ + y <- Matrix::Matrix(y) + } + tXgyg <- lapply( unique_clusters, function(x) { - t(X[cluster_df == x, , drop = FALSE]) %*% y[cluster_df == x, drop = FALSE] + Matrix::t(X[c(cluster_df == x), , drop = FALSE]) %*% y[c(cluster_df == x), drop = FALSE] } ) names(tXgyg) <- unique_clusters @@ -53,11 +59,13 @@ cluster_jackknife <- function( beta_hat <- solve(tXX) %*% tXy # initiate jackknife + tXX <- as.matrix(tXX) + beta_jack <- lapply( unique_clusters, function(x) { - MASS::ginv(tXX - tXgXg[[x]]) %*% (tXy - (t(X[cluster_df == x, , drop = FALSE]) %*% y[cluster_df == x, drop = FALSE])) + MASS::ginv(tXX - as.matrix(tXgXg[[x]])) %*% (tXy - (Matrix::t(X[c(cluster_df == x), , drop = FALSE]) %*% y[c(cluster_df == x), drop = FALSE])) } ) @@ -70,7 +78,7 @@ cluster_jackknife <- function( V3 <- lapply( seq_along(unique_clusters), function(x) { - tcrossprod(beta_jack[[x]] - beta_center) + Matrix::tcrossprod(beta_jack[[x]] - beta_center) } ) diff --git a/R/leverages.R b/R/leverages.R index 57ae5aa..3694bc2 100644 --- a/R/leverages.R +++ b/R/leverages.R @@ -9,6 +9,7 @@ get_partial_leverages <- function( #' Calculate partial leverage statistics as described in MNW (2022) #' #' @return A list containing leverage and partial leverage statistics + #' @importFrom Matrix solve crossprod #' @noRd #calculate partial leverage @@ -16,7 +17,7 @@ get_partial_leverages <- function( k_coefs, function(j){ X[,j] - X[,-j] %*% ( - solve(crossprod(X[,-j])) %*% (t(X[,-j]) %*% X[,j]) + Matrix::solve(Matrix::crossprod(X[,-j])) %*% (Matrix::t(X[,-j]) %*% X[,j]) ) } ) @@ -29,9 +30,11 @@ get_partial_leverages <- function( lapply( unique_clusters, function(g){ - crossprod( - X_tilde_j[[j]][cluster_df == g, ] - ) / crossprod(X_tilde_j[[j]]) + as.matrix( + Matrix::crossprod( + X_tilde_j[[j]][c(cluster_df == g), ] + ) / Matrix::crossprod(X_tilde_j[[j]]) + ) } ) unlist(res2) diff --git a/R/matrix_trace.R b/R/matrix_trace.R index ae11a51..81a6cba 100644 --- a/R/matrix_trace.R +++ b/R/matrix_trace.R @@ -4,7 +4,8 @@ matrix_trace <- function(x) { #' #' @param x a square matrix #' @return returns the trace of the matrix x + #' @importFrom Matrix diag #' @noRd - sum(diag(x)) + sum(Matrix::diag(x)) } diff --git a/R/summclust_fixest.R b/R/summclust_fixest.R index b78f002..3f92ce5 100644 --- a/R/summclust_fixest.R +++ b/R/summclust_fixest.R @@ -25,7 +25,10 @@ summclust.fixest <- function( #' k model covariates #' @param absorb_cluster_fixef TRUE by default. Should the cluster fixed #' effects be projected out? This increases numerical stability and - #' decreases computational costs + #' decreases computational costs. If FALSE, or if there is more than + #' one fixed effect, or if the single fixed effect is not a cluster + #' fixed effects, defaults to attaching the fixed effects as sparse + #' dummies to the design matrix. #' @param type "CRV3" or "CRV3J" following MacKinnon, Nielsen & Webb #' @param ... other function arguments passed to 'vcov' #' @@ -165,10 +168,10 @@ summclust.fixest <- function( res <- list( coef_estimates = coef(obj), - vcov = vcov, + vcov = as.matrix(vcov), leverage_g = leverage_g, leverage_avg = leverage_avg, - beta_jack = beta_jack, + beta_jack = as.matrix(beta_jack), partial_leverage = partial_leverage, coef_var_leverage_g = coef_var_leverage_g, coef_var_partial_leverage = coef_var_partial_leverage, diff --git a/R/summclust_lm.R b/R/summclust_lm.R index 03895dd..f6e9217 100644 --- a/R/summclust_lm.R +++ b/R/summclust_lm.R @@ -150,10 +150,10 @@ summclust.lm <- function( res <- list( coef_estimates = coef(obj), - vcov = vcov, + vcov = as.matrix(vcov), leverage_g = leverage_g, leverage_avg = leverage_avg, - beta_jack = beta_jack, + beta_jack = as.matrix(beta_jack), partial_leverage = partial_leverage, coef_var_leverage_g = coef_var_leverage_g, coef_var_partial_leverage = coef_var_partial_leverage, diff --git a/R/vcov3_fixest.R b/R/vcov3_fixest.R index 37240fa..8c5e61e 100644 --- a/R/vcov3_fixest.R +++ b/R/vcov3_fixest.R @@ -30,6 +30,7 @@ vcov_CR3J.fixest <- function( #' @importFrom stats coef weights coefficients model.matrix #' @importFrom dreamerr check_arg #' @importFrom MASS ginv + #' @importFrom Matrix sparse.model.matrix #' @importFrom stats expand.model.frame formula model.frame model.response na.pass pt qt reformulate #' @export #' @@ -200,10 +201,10 @@ vcov_CR3J.fixest <- function( add_fe <- fe[, fixef_vars, drop = FALSE] fml_fe <- reformulate(fixef_vars, response = NULL) - add_fe_dummies <- model.matrix(fml_fe, model.frame(fml_fe , data = as.data.frame(add_fe))) + add_fe_dummies <- Matrix::sparse.model.matrix(fml_fe, model.frame(fml_fe , data = as.data.frame(add_fe))) # drop the intercept - X <- as.matrix(collapse::add_vars(as.data.frame(X), add_fe_dummies)) - + #X <- Matrix::Matrix(collapse::add_vars(as.data.frame(X), add_fe_dummies)) + X <- cbind(X, add_fe_dummies) } } @@ -236,7 +237,7 @@ vcov_CR3J.fixest <- function( res[["k"]] <- k res[["cluster_df"]] <- cluster_df } else { - res <- res$vcov + res <- as.matrix(res$vcov) } class(res) <- "vcov_CR3J" diff --git a/codecov.yml b/codecov.yml new file mode 100644 index 0000000..04c5585 --- /dev/null +++ b/codecov.yml @@ -0,0 +1,14 @@ +comment: false + +coverage: + status: + project: + default: + target: auto + threshold: 1% + informational: true + patch: + default: + target: auto + threshold: 1% + informational: true From 5110ef926faf6cbb918eb331b5f48c5d7226cf1f Mon Sep 17 00:00:00 2001 From: Alexander Fischer Date: Fri, 9 Jun 2023 23:37:26 +0200 Subject: [PATCH 05/22] update pkgdown worfklow --- .github/workflows/pkgdown.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/pkgdown.yaml b/.github/workflows/pkgdown.yaml index 506d20e..e756cd3 100644 --- a/.github/workflows/pkgdown.yaml +++ b/.github/workflows/pkgdown.yaml @@ -19,7 +19,7 @@ jobs: - uses: r-lib/actions/setup-pandoc@v1 - - uses: r-lib/actions/setup-r@v1 + - uses: r-lib/actions/setup-r@v2 with: use-public-rspm: true From 2a627b9e992cabfe54ae586899aef347d9df28a8 Mon Sep 17 00:00:00 2001 From: Alexander Fischer Date: Sat, 10 Jun 2023 11:35:28 +0200 Subject: [PATCH 06/22] minor cleanup --- R/vcov3_fixest.R | 19 ++++++++++++++++--- 1 file changed, 16 insertions(+), 3 deletions(-) diff --git a/R/vcov3_fixest.R b/R/vcov3_fixest.R index 8c5e61e..e91caf5 100644 --- a/R/vcov3_fixest.R +++ b/R/vcov3_fixest.R @@ -93,6 +93,20 @@ vcov_CR3J.fixest <- function( # k: see below w <- weights(obj) + if(is.null(matrix_solve)){ + + if(absorb_cluster_fixef){ + + matrix_solve <- "Matrix::solve" + + } else { + + matrix_solve <- "MASS::ginv" + + } + + } + # get the clustering variable if(!inherits(cluster, "formula")){ @@ -202,8 +216,6 @@ vcov_CR3J.fixest <- function( add_fe <- fe[, fixef_vars, drop = FALSE] fml_fe <- reformulate(fixef_vars, response = NULL) add_fe_dummies <- Matrix::sparse.model.matrix(fml_fe, model.frame(fml_fe , data = as.data.frame(add_fe))) - # drop the intercept - #X <- Matrix::Matrix(collapse::add_vars(as.data.frame(X), add_fe_dummies)) X <- cbind(X, add_fe_dummies) } @@ -226,7 +238,8 @@ vcov_CR3J.fixest <- function( y = y, X = X, cluster_df = cluster_df, - type = type + type = type, + matrix_solve = matrix_solve ) From bc232cc876a294d507345399cb450d2eef065925 Mon Sep 17 00:00:00 2001 From: Alexander Fischer Date: Sat, 10 Jun 2023 11:40:07 +0200 Subject: [PATCH 07/22] update docs --- DESCRIPTION | 8 +++++--- NAMESPACE | 5 +++++ man/summclust.fixest.Rd | 5 ++++- 3 files changed, 14 insertions(+), 4 deletions(-) diff --git a/DESCRIPTION b/DESCRIPTION index 52dfc19..c5d5a5e 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -1,6 +1,7 @@ Package: summclust -Title: Module to Compute Influence and Leverage Statistics for Regression Models with Clustered Errors -Version: 0.6.0 +Title: Module to Compute Influence and Leverage Statistics for Regression Models + with Clustered Errors +Version: 0.7.0 Authors@R: c( person(given = "Alexander", @@ -8,7 +9,8 @@ Authors@R: role = c("aut", "cre"), email = "alexander-fischer1801@t-online.de") ) -Description: Module to compute cluster specific information for regression models +Description: Module to compute cluster robust covariance matrices (CRV3 and + CRV3J) and cluster specific information for regression models with clustered errors, including leverage and influence statistics. Models of type 'lm' and 'fixest'(from the 'stats' and 'fixest' packages) are supported. 'summclust' implements similar features as the diff --git a/NAMESPACE b/NAMESPACE index 6c58fb1..ed08bd8 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -11,8 +11,13 @@ export(summclust) export(tidy) export(vcov_CR3J) importFrom(MASS,ginv) +importFrom(Matrix,"crossprod,") +importFrom(Matrix,"tcrossprod,") importFrom(Matrix,crossprod) +importFrom(Matrix,diag) +importFrom(Matrix,solve) importFrom(Matrix,sparse.model.matrix) +importFrom(Matrix,t) importFrom(cli,cli_abort) importFrom(collapse,GRP) importFrom(collapse,add_vars) diff --git a/man/summclust.fixest.Rd b/man/summclust.fixest.Rd index 9166346..6b54824 100644 --- a/man/summclust.fixest.Rd +++ b/man/summclust.fixest.Rd @@ -24,7 +24,10 @@ k model covariates} \item{absorb_cluster_fixef}{TRUE by default. Should the cluster fixed effects be projected out? This increases numerical stability and -decreases computational costs} +decreases computational costs. If FALSE, or if there is more than +one fixed effect, or if the single fixed effect is not a cluster +fixed effects, defaults to attaching the fixed effects as sparse +dummies to the design matrix.} \item{type}{"CRV3" or "CRV3J" following MacKinnon, Nielsen & Webb} From 8900bd056d1551df860a0949cd4f51a79bbb44dc Mon Sep 17 00:00:00 2001 From: Alexander Fischer Date: Sat, 10 Jun 2023 12:03:25 +0200 Subject: [PATCH 08/22] minor updates --- NAMESPACE | 3 --- NEWS.md | 6 ++++++ R/cluster_jackknife.R | 2 -- R/vcov3_fixest.R | 17 +---------------- 4 files changed, 7 insertions(+), 21 deletions(-) diff --git a/NAMESPACE b/NAMESPACE index ed08bd8..806607a 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -11,13 +11,10 @@ export(summclust) export(tidy) export(vcov_CR3J) importFrom(MASS,ginv) -importFrom(Matrix,"crossprod,") -importFrom(Matrix,"tcrossprod,") importFrom(Matrix,crossprod) importFrom(Matrix,diag) importFrom(Matrix,solve) importFrom(Matrix,sparse.model.matrix) -importFrom(Matrix,t) importFrom(cli,cli_abort) importFrom(collapse,GRP) importFrom(collapse,add_vars) diff --git a/NEWS.md b/NEWS.md index 8a81208..9484e71 100644 --- a/NEWS.md +++ b/NEWS.md @@ -1,3 +1,9 @@ +# summclust 0.7 + +* Sparsifies `vcov_fixest`. This reduces the computational cost of + computing CRV3 covariance matrices when the regression's design matrix + gets very sparse. + # summclust 0.6 * support for regression weights / weighted least squares diff --git a/R/cluster_jackknife.R b/R/cluster_jackknife.R index cd7c424..ed48e0f 100644 --- a/R/cluster_jackknife.R +++ b/R/cluster_jackknife.R @@ -24,8 +24,6 @@ cluster_jackknife <- function( #' \item{tXy}{t(X) %*% y} #' \item{G}{The number of unique clusters} #' \item{small_sample_correction}{The employed small sample correction} - #' @importFrom Matrix crossprod, tcrossprod, t - #' @noRd diff --git a/R/vcov3_fixest.R b/R/vcov3_fixest.R index e91caf5..6eeb3f2 100644 --- a/R/vcov3_fixest.R +++ b/R/vcov3_fixest.R @@ -93,20 +93,6 @@ vcov_CR3J.fixest <- function( # k: see below w <- weights(obj) - if(is.null(matrix_solve)){ - - if(absorb_cluster_fixef){ - - matrix_solve <- "Matrix::solve" - - } else { - - matrix_solve <- "MASS::ginv" - - } - - } - # get the clustering variable if(!inherits(cluster, "formula")){ @@ -238,8 +224,7 @@ vcov_CR3J.fixest <- function( y = y, X = X, cluster_df = cluster_df, - type = type, - matrix_solve = matrix_solve + type = type ) From 307ba54e7fc23f37dd6992efe2e72eef4eba5375 Mon Sep 17 00:00:00 2001 From: Kyle Butts Date: Sat, 10 Jun 2023 09:07:04 -0600 Subject: [PATCH 09/22] Sparse implementation of vcov_CR3J --- R/summclust_fixest.R | 3 +- R/vcov3_fixest.R | 121 +++++++++++++++++++++++++- tests/testthat/test-methods.R | 23 +++-- tests/testthat/test_CRV3_sparse_dense | 105 ++++++++++++++++++++++ tests/testthat/test_CRV3_vs_HC3.R | 2 +- 5 files changed, 242 insertions(+), 12 deletions(-) create mode 100644 tests/testthat/test_CRV3_sparse_dense diff --git a/R/summclust_fixest.R b/R/summclust_fixest.R index 3f92ce5..d1874a0 100644 --- a/R/summclust_fixest.R +++ b/R/summclust_fixest.R @@ -111,7 +111,8 @@ summclust.fixest <- function( cluster = cluster, absorb_cluster_fixef = absorb_cluster_fixef, type = type, - return_all = TRUE + return_all = TRUE, + sparse = FALSE ) vcov <- get_vcov$vcov diff --git a/R/vcov3_fixest.R b/R/vcov3_fixest.R index 6eeb3f2..7d80977 100644 --- a/R/vcov3_fixest.R +++ b/R/vcov3_fixest.R @@ -74,7 +74,7 @@ vcov_CR3J.fixest <- function( check_arg(return_all, "logical scalar") check_arg(cluster, "character scalar | formula") - check_arg(type, "character scalar") + check_arg(type, "character scalar") check_arg(absorb_cluster_fixef, "logical scalar") @@ -84,6 +84,13 @@ vcov_CR3J.fixest <- function( ) } + res = calculate_beta_jack_dense(obj, cluster, type, absorb_cluster_fixef, return_all) + + res +} + +calculate_beta_jack_dense = function(obj, cluster, type, absorb_cluster_fixef, return_all) { + call_env <- obj$call_env X <- model.matrix(obj, type = "rhs") @@ -202,6 +209,8 @@ vcov_CR3J.fixest <- function( add_fe <- fe[, fixef_vars, drop = FALSE] fml_fe <- reformulate(fixef_vars, response = NULL) add_fe_dummies <- Matrix::sparse.model.matrix(fml_fe, model.frame(fml_fe , data = as.data.frame(add_fe))) + # drop the intercept + #X <- Matrix::Matrix(collapse::add_vars(as.data.frame(X), add_fe_dummies)) X <- cbind(X, add_fe_dummies) } @@ -244,3 +253,113 @@ vcov_CR3J.fixest <- function( res } +calculate_beta_jack_sparse = function(obj, cluster, type, absorb_cluster_fixef, return_all) { + + X <- fixest::sparse_model_matrix(obj, type = c("rhs", "fixef"), collin.rm = TRUE) + y <- model.matrix(obj, type = "lhs") + + N <- nrow(X) + # k: see below + w <- weights(obj) + + if(!is.null(w)){ + X <- sqrt(w) * X + y <- sqrt(w) * y + } + + # get the clustering variable + if(!inherits(cluster, "formula")){ + cluster <- reformulate(cluster) + } + cluster_vars = attr(terms(cluster), "term.labels") + + # Grabs data from the fixest object + data = fixest:::fetch_data(obj, "To apply 'sparse_model_matrix', ") + + # Check that cluster vars are in the original estimation dataset + cluster_vars_in_data = cluster_vars %in% colnames(data) + if (any(!(cluster_vars_in_data))) { + stop(paste0( + "The following variables are not found in the dataset used in your `feols` call: ", + paste(cluster_vars[!cluster_vars_in_data], collapse = ", ") + )) + } + + # Assumes that length(cluster_vars) == 1 (for now; can modify later for multi-way clustering) + if (length(cluster_vars) > 1) stop("Only 1 cluster variable supported right now") + + cluster_vec = data[[cluster_vars]] + unique_clusters <- as.character(unique(cluster_vec)) + + N_g = table(cluster_vec)[unique_clusters] + G <- length(unique_clusters) + small_sample_correction <- (G - 1) / G + k <- obj$nparams + + # Absorb cluster fixef effect if needed + cluster_fixef_outprojected <- FALSE + + fixef_vars <- obj$fixef_vars + if (length(obj$fixef_vars) > 0) { + + # if the clustering variable is a cluster fixed effect & if + # absorb_cluster_fixef == TRUE, then demean X and y by the + # cluster fixed effect + if (absorb_cluster_fixef && (cluster_vars %in% fixef_vars)) { + + cluster_fixef_outprojected <- TRUE + cols_X = colnames(X) + cols_to_keep = !grepl(paste0(cluster_vars, "::"), cols_X) + + cluster_fixefs = X[, !cols_to_keep, drop = FALSE] + X <- X[, cols_to_keep, drop = FALSE] + + # Check + # head(fixest::demean(as.matrix(X), nlswork[[cluster_vars]])) + + # Within-transform X and y + X <- X - cluster_fixefs %*% + Matrix::solve( + Matrix::crossprod(cluster_fixefs), + Matrix::crossprod(cluster_fixefs, X) + ) + y <- y - cluster_fixefs %*% + Matrix::solve( + Matrix::crossprod(cluster_fixefs), + Matrix::crossprod(cluster_fixefs, y) + ) + } + + } + + + if(cluster_fixef_outprojected){ + k <- ncol(X) + } else { + k <- obj$nparams + } + + res <- + cluster_jackknife_sparse( + y = y, + X = X, + cluster_vec = cluster_vec, + type = type + ) + + res$vcov = as.matrix(res$vcov) + + if(return_all == TRUE){ + res[["X"]] <- X + res[["y"]] <- y + res[["N"]] <- N + res[["k"]] <- k + res[["cluster_vec"]] <- cluster_vec + } else { + res <- res$vcov + } + + class(res) <- "vcov_CR3J" + + res +} diff --git a/tests/testthat/test-methods.R b/tests/testthat/test-methods.R index 04eeb17..2b50a02 100644 --- a/tests/testthat/test-methods.R +++ b/tests/testthat/test-methods.R @@ -48,26 +48,31 @@ test_that("test methods", { tidy(summ_lm, param = "treatment") ) + quietly = function(x) { + sink(file="/dev/null") + x + sink() + } + expect_equal( - summary(summ_feols, param = "treatment"), - summary(summ_lm, param = "treatment") + quietly(summary(summ_feols, param = "treatment")), + quietly(summary(summ_lm, param = "treatment")) ) expect_equal( - plot(summ_feols, param = "treatment")$residual_leverage, - plot(summ_lm, param = "treatment")$residual_leverage + quietly(plot(summ_feols, param = "treatment")$residual_leverage), + quietly(plot(summ_lm, param = "treatment")$residual_leverage) ) expect_equal( - plot(summ_feols, param = "treatment")$coef_leverage, - plot(summ_lm, param = "treatment")$coef_leverage + quietly(plot(summ_feols, param = "treatment")$coef_leverage), + quietly(plot(summ_lm, param = "treatment")$coef_leverage) ) expect_equal( - plot(summ_feols, param = "treatment")$coef_beta, - plot(summ_lm, param = "treatment")$coef_beta + quietly(plot(summ_feols, param = "treatment")$coef_beta), + quietly(plot(summ_lm, param = "treatment")$coef_beta) ) - }) diff --git a/tests/testthat/test_CRV3_sparse_dense b/tests/testthat/test_CRV3_sparse_dense new file mode 100644 index 0000000..d2a9dda --- /dev/null +++ b/tests/testthat/test_CRV3_sparse_dense @@ -0,0 +1,105 @@ +test_that("test sparse and dense implementation of vcov_CR3J", { + # + library(summclust) + library(fixest) + + set.seed(98765) + + # few large clusters (around 10000 obs) + N <- 1000 + N_G1 <- 10 + data2 <<- summclust:::create_data( + N = N, + N_G1 = N_G1, + icc1 = 0.8, + N_G2 = 10, + icc2 = 0.8, + numb_fe1 = 10, + numb_fe2 = 10, + seed = 12 + ) + # + feols_fit <- feols( + proposition_vote ~ treatment + log_income, + cluster = ~group_id1, + data = data2 + ) + # + vcov_CR3J_sparse <- vcov_CR3J( + obj = feols_fit, + cluster = ~group_id1, + type = "CRV3", + sparse = TRUE + ) + # + vcov_CR3J_dense <- vcov_CR3J( + obj = feols_fit, + cluster = ~group_id1, + type = "CRV3", + sparse = FALSE + ) + + expect_equal( + vcov_CR3J_sparse, + vcov_CR3J_dense, + ignore_attr = TRUE + ) + + + + # one fixed effect + + feols_fit <- feols( + proposition_vote ~ treatment + log_income | group_id1 + group_id2, + cluster = ~group_id1, + data = data2 + ) + vcov_CR3J_sparse <- vcov_CR3J( + obj = feols_fit, + cluster = ~group_id1, + type = "CRV3", + sparse = TRUE + ) + # + vcov_CR3J_dense <- vcov_CR3J( + obj = feols_fit, + cluster = ~group_id1, + type = "CRV3", + sparse = FALSE + ) + + expect_equal( + vcov_CR3J_sparse, + vcov_CR3J_dense, + ignore_attr = TRUE + ) + + # two fixed effects + feols_fit <- feols( + proposition_vote ~ treatment + log_income | group_id1 + group_id2, + cluster = ~group_id1, + data = data2 + ) + + vcov_CR3J_sparse <- vcov_CR3J( + obj = feols_fit, + cluster = ~group_id1, + type = "CRV3", + sparse = TRUE + ) + # + vcov_CR3J_dense <- vcov_CR3J( + obj = feols_fit, + cluster = ~group_id1, + type = "CRV3", + sparse = FALSE + ) + + expect_equal( + vcov_CR3J_sparse, + vcov_CR3J_dense, + ignore_attr = TRUE + ) + + +}) diff --git a/tests/testthat/test_CRV3_vs_HC3.R b/tests/testthat/test_CRV3_vs_HC3.R index d7d95a0..0ba7d49 100644 --- a/tests/testthat/test_CRV3_vs_HC3.R +++ b/tests/testthat/test_CRV3_vs_HC3.R @@ -14,7 +14,7 @@ test_that("CV3 = HC3 with N = G", { lm_fit <- lm( ln_wage ~ union + race + msp, - data = nlswork + data = nlswork[1:100, ] ) vcovCR3 <- vcov_CR3J( From a20959852eee74b2d9aa8c45e84bb90373539377 Mon Sep 17 00:00:00 2001 From: Kyle Butts Date: Sat, 10 Jun 2023 09:18:44 -0600 Subject: [PATCH 10/22] Sparse implementation of vcov_CR3J --- DESCRIPTION | 2 +- NAMESPACE | 2 + NEWS.md | 5 +- R/cluster_jackknife.R | 142 ++++++++++++++++++++++++ R/summclust_fixest.R | 3 +- R/vcov3_fixest.R | 131 +++++++++++++++++++++- man/vcov_CR3J.fixest.Rd | 7 ++ tests/testthat/test-methods.R | 23 ++-- tests/testthat/test_CRV3_sparse_dense.R | 105 ++++++++++++++++++ tests/testthat/test_CRV3_vs_HC3.R | 2 +- 10 files changed, 407 insertions(+), 15 deletions(-) create mode 100644 tests/testthat/test_CRV3_sparse_dense.R diff --git a/DESCRIPTION b/DESCRIPTION index c5d5a5e..d3b3c35 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -19,7 +19,7 @@ Description: Module to compute cluster robust covariance matrices (CRV3 and License: MIT + file LICENSE Encoding: UTF-8 Roxygen: list(markdown = TRUE) -RoxygenNote: 7.2.1 +RoxygenNote: 7.2.3 Imports: utils, dreamerr, diff --git a/NAMESPACE b/NAMESPACE index 806607a..5868fb3 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -15,6 +15,8 @@ importFrom(Matrix,crossprod) importFrom(Matrix,diag) importFrom(Matrix,solve) importFrom(Matrix,sparse.model.matrix) +importFrom(Matrix,t) +importFrom(Matrix,tcrossprod) importFrom(cli,cli_abort) importFrom(collapse,GRP) importFrom(collapse,add_vars) diff --git a/NEWS.md b/NEWS.md index 9484e71..375a48e 100644 --- a/NEWS.md +++ b/NEWS.md @@ -1,8 +1,9 @@ # summclust 0.7 -* Sparsifies `vcov_fixest`. This reduces the computational cost of +* Adds option to sparsify `vcov_CR3J.fixest`. This reduces the computational cost of computing CRV3 covariance matrices when the regression's design matrix - gets very sparse. + gets very sparse. It can't be used within `summclust` because the `beta_jack` do not + match. However, it's useful when users just want to access `vcov_CR3J.fixest`. # summclust 0.6 diff --git a/R/cluster_jackknife.R b/R/cluster_jackknife.R index ed48e0f..fcafb9f 100644 --- a/R/cluster_jackknife.R +++ b/R/cluster_jackknife.R @@ -101,3 +101,145 @@ cluster_jackknife <- function( res } + + +cluster_jackknife_sparse <- function( + y, + X, + cluster_vec, + type){ + + #' Conducts the Cluster Jackknife as in MNW (2022) for + #' CRV3 / CRV3J variance matrix estimation + #' @param y A vector containing the dependent variable + #' @param X A regression design matrix of type "dgCMatrix" from the {Matrix} + #' package + #' @param cluster_vec A vector containing the cluster ids + #' @param type Either "CRV3" or "CRV3J", where each implements the + #' variance-covariance estimator from MNW (2022) of the same name + #' + #' @return An list, containing + #' \item{vcov}{The CRV3 variance-covariance matrix} + #' \item{beta_jack}{The leave-one-cluster-out jackknive regression + #' coefficients} + #' \item{unique_clusters}{A vector containing all unique clusters contained in + #' `cluster_df`} + #' \item{tXgXg}{A list containing crossproducts of Xg, where X g is the + #' submatrix of the design matrix X which belong to observations in cluster g} + #' \item{tXX}{The crossproduct of the design matrix X} + #' \item{tXy}{t(X) %*% y} + #' \item{G}{The number of unique clusters} + #' \item{small_sample_correction}{The employed small sample correction} + #' @importFrom Matrix crossprod tcrossprod t + #' + #' @noRd + + unique_clusters = as.character(unique(cluster_vec)) + g_idx = split(seq_len(nrow(X)), cluster_vec) + G <- length(g_idx) + small_sample_correction <- (G - 1) / G + + if(inherits(X, "Matrix")){ + y <- Matrix::Matrix(y) + } + + # calculate X_g'X_g + # Do this because subsetting is slow + n = nrow(X) + K = ncol(X) + X_triplet = methods::as(X, "TsparseMatrix") + i = X_triplet@i + 1 + j = X_triplet@j + 1 + + res <- lapply( + g_idx, + function(idx) { + keep = which(i %in% idx) + + Xg = Matrix::sparseMatrix( + i = i[keep], + j = j[keep], + x = X_triplet@x[keep], + dims = c(n, K) + ) + yg = Matrix::sparseVector( + x = y[idx], i = idx, length = n + ) + + return(list( + tXgXg = Matrix::crossprod(Xg), + tXgyg = Matrix::crossprod(Xg, yg) + )) + } + ) + + # Extract from `res` + tXgXg <- lapply(res, function(x) x$tXgXg) + names(tXgXg) <- unique_clusters + tXgyg <- lapply(res, function(x) x$tXgyg) + names(tXgyg) <- unique_clusters + + tXX <- Reduce("+", tXgXg) + # all(tXX == crossprod(X)) + tXy <- Reduce("+", tXgyg) + # all(tXy == crossprod(X, y)) + + beta_hat <- Matrix::solve(tXX, tXy) + + # initiate jackknife + beta_jack <- + lapply( + seq_len(G), + function(g) { + tXX_diff = tXX - tXgXg[[g]] + tXy_diff = tXy - tXgyg[[g]] + + beta = tryCatch( + { + Matrix::solve(tXX_diff, tXy_diff) + }, + error = function(e) { + # message(paste0("Error when dropping cluster ", g, ". Using Psuedo-Inverse instead.")) + MASS::ginv(as.matrix(tXX_diff)) %*% as.matrix(tXy_diff) + } + ) + + return(beta) + } + ) + + if (type == "CRV3J") { + beta_bar <- beta_center <- Reduce("+", beta_jack) / G + } else if (type == "CRV3") { + beta_center <- beta_hat + } + + V3 <- lapply( + seq_along(unique_clusters), + function(x) { + Matrix::tcrossprod(beta_jack[[x]] - beta_center) + } + ) + + vcov <- Reduce("+", V3) * small_sample_correction + beta_jack <- Reduce("cbind", beta_jack) + + rownames(beta_jack) <- colnames(X) + colnames(beta_jack) <- unique_clusters + colnames(vcov) <- rownames(vcov) <- colnames(X) + + res <- list( + vcov = vcov, + beta_jack = beta_jack, + unique_clusters = unique_clusters, + tXgXg = tXgXg, + tXgyg = tXgyg, + tXX = tXX, + tXy = tXy, + G = G, + small_sample_correction = small_sample_correction + ) + + res + +} diff --git a/R/summclust_fixest.R b/R/summclust_fixest.R index 3f92ce5..d1874a0 100644 --- a/R/summclust_fixest.R +++ b/R/summclust_fixest.R @@ -111,7 +111,8 @@ summclust.fixest <- function( cluster = cluster, absorb_cluster_fixef = absorb_cluster_fixef, type = type, - return_all = TRUE + return_all = TRUE, + sparse = FALSE ) vcov <- get_vcov$vcov diff --git a/R/vcov3_fixest.R b/R/vcov3_fixest.R index 6eeb3f2..a1e2966 100644 --- a/R/vcov3_fixest.R +++ b/R/vcov3_fixest.R @@ -4,6 +4,7 @@ vcov_CR3J.fixest <- function( type = "CRV3", return_all = FALSE, absorb_cluster_fixef = TRUE, + sparse = TRUE, ... ){ @@ -25,6 +26,11 @@ vcov_CR3J.fixest <- function( #' CRV3 by default #' @param return_all Logical scalar, FALSE by default. Should only #' the vcov be returned (FALSE) or additional results (TRUE) + #' @param sparse Logical scalar, TRUE by default. Should sparse matrices + #' be used? This is recommended for large datasets as it is considerably + #' faster. However, for `summclust`, `sparse = FALSE` is used so that + #' results match Stata. The `vcov` will be identical, but the individual + #' `beta_jack`s will not be. #' @param ... other function arguments passed to 'vcov' #' @method vcov_CR3J fixest #' @importFrom stats coef weights coefficients model.matrix @@ -74,7 +80,7 @@ vcov_CR3J.fixest <- function( check_arg(return_all, "logical scalar") check_arg(cluster, "character scalar | formula") - check_arg(type, "character scalar") + check_arg(type, "character scalar") check_arg(absorb_cluster_fixef, "logical scalar") @@ -84,6 +90,17 @@ vcov_CR3J.fixest <- function( ) } + if (sparse) { + res = calculate_beta_jack_sparse(obj, cluster, type, absorb_cluster_fixef, return_all) + } else { + res = calculate_beta_jack_dense(obj, cluster, type, absorb_cluster_fixef, return_all) + } + + res +} + +calculate_beta_jack_dense = function(obj, cluster, type, absorb_cluster_fixef, return_all) { + call_env <- obj$call_env X <- model.matrix(obj, type = "rhs") @@ -202,6 +219,8 @@ vcov_CR3J.fixest <- function( add_fe <- fe[, fixef_vars, drop = FALSE] fml_fe <- reformulate(fixef_vars, response = NULL) add_fe_dummies <- Matrix::sparse.model.matrix(fml_fe, model.frame(fml_fe , data = as.data.frame(add_fe))) + # drop the intercept + #X <- Matrix::Matrix(collapse::add_vars(as.data.frame(X), add_fe_dummies)) X <- cbind(X, add_fe_dummies) } @@ -244,3 +263,113 @@ vcov_CR3J.fixest <- function( res } +calculate_beta_jack_sparse = function(obj, cluster, type, absorb_cluster_fixef, return_all) { + + X <- fixest::sparse_model_matrix(obj, type = c("rhs", "fixef"), collin.rm = TRUE) + y <- model.matrix(obj, type = "lhs") + + N <- nrow(X) + # k: see below + w <- weights(obj) + + if(!is.null(w)){ + X <- sqrt(w) * X + y <- sqrt(w) * y + } + + # get the clustering variable + if(!inherits(cluster, "formula")){ + cluster <- reformulate(cluster) + } + cluster_vars = attr(terms(cluster), "term.labels") + + # Grabs data from the fixest object + data = fixest:::fetch_data(obj, "To apply 'sparse_model_matrix', ") + + # Check that cluster vars are in the original estimation dataset + cluster_vars_in_data = cluster_vars %in% colnames(data) + if (any(!(cluster_vars_in_data))) { + stop(paste0( + "The following variables are not found in the dataset used in your `feols` call: ", + paste(cluster_vars[!cluster_vars_in_data], collapse = ", ") + )) + } + + # Assumes that length(cluster_vars) == 1 (for now; can modify later for multi-way clustering) + if (length(cluster_vars) > 1) stop("Only 1 cluster variable supported right now") + + cluster_vec = data[[cluster_vars]] + unique_clusters <- as.character(unique(cluster_vec)) + + N_g = table(cluster_vec)[unique_clusters] + G <- length(unique_clusters) + small_sample_correction <- (G - 1) / G + k <- obj$nparams + + # Absorb cluster fixef effect if needed + cluster_fixef_outprojected <- FALSE + + fixef_vars <- obj$fixef_vars + if (length(obj$fixef_vars) > 0) { + + # if the clustering variable is a cluster fixed effect & if + # absorb_cluster_fixef == TRUE, then demean X and y by the + # cluster fixed effect + if (absorb_cluster_fixef && (cluster_vars %in% fixef_vars)) { + + cluster_fixef_outprojected <- TRUE + cols_X = colnames(X) + cols_to_keep = !grepl(paste0(cluster_vars, "::"), cols_X) + + cluster_fixefs = X[, !cols_to_keep, drop = FALSE] + X <- X[, cols_to_keep, drop = FALSE] + + # Check + # head(fixest::demean(as.matrix(X), nlswork[[cluster_vars]])) + + # Within-transform X and y + X <- X - cluster_fixefs %*% + Matrix::solve( + Matrix::crossprod(cluster_fixefs), + Matrix::crossprod(cluster_fixefs, X) + ) + y <- y - cluster_fixefs %*% + Matrix::solve( + Matrix::crossprod(cluster_fixefs), + Matrix::crossprod(cluster_fixefs, y) + ) + } + + } + + + if(cluster_fixef_outprojected){ + k <- ncol(X) + } else { + k <- obj$nparams + } + + res <- + cluster_jackknife_sparse( + y = y, + X = X, + cluster_vec = cluster_vec, + type = type + ) + + res$vcov = as.matrix(res$vcov) + + if(return_all == TRUE){ + res[["X"]] <- X + res[["y"]] <- y + res[["N"]] <- N + res[["k"]] <- k + res[["cluster_df"]] <- data.frame(g = cluster_vec) + } else { + res <- res$vcov + } + + class(res) <- "vcov_CR3J" + + res +} diff --git a/man/vcov_CR3J.fixest.Rd b/man/vcov_CR3J.fixest.Rd index 6172ca8..d364edb 100644 --- a/man/vcov_CR3J.fixest.Rd +++ b/man/vcov_CR3J.fixest.Rd @@ -12,6 +12,7 @@ jackknife as described in MacKinnon, Nielsen & Webb type = "CRV3", return_all = FALSE, absorb_cluster_fixef = TRUE, + sparse = TRUE, ... ) } @@ -29,6 +30,12 @@ the vcov be returned (FALSE) or additional results (TRUE)} \item{absorb_cluster_fixef}{TRUE by default. Should the cluster fixed effects be projected out? This increases numerical stability.} +\item{sparse}{Logical scalar, TRUE by default. Should sparse matrices +be used? This is recommended for large datasets as it is considerably +faster. However, for \code{summclust}, \code{sparse = FALSE} is used so that +results match Stata. The \code{vcov} will be identical, but the individual +\code{beta_jack}s will not be.} + \item{...}{other function arguments passed to 'vcov'} } \value{ diff --git a/tests/testthat/test-methods.R b/tests/testthat/test-methods.R index 04eeb17..2b50a02 100644 --- a/tests/testthat/test-methods.R +++ b/tests/testthat/test-methods.R @@ -48,26 +48,31 @@ test_that("test methods", { tidy(summ_lm, param = "treatment") ) + quietly = function(x) { + sink(file="/dev/null") + x + sink() + } + expect_equal( - summary(summ_feols, param = "treatment"), - summary(summ_lm, param = "treatment") + quietly(summary(summ_feols, param = "treatment")), + quietly(summary(summ_lm, param = "treatment")) ) expect_equal( - plot(summ_feols, param = "treatment")$residual_leverage, - plot(summ_lm, param = "treatment")$residual_leverage + quietly(plot(summ_feols, param = "treatment")$residual_leverage), + quietly(plot(summ_lm, param = "treatment")$residual_leverage) ) expect_equal( - plot(summ_feols, param = "treatment")$coef_leverage, - plot(summ_lm, param = "treatment")$coef_leverage + quietly(plot(summ_feols, param = "treatment")$coef_leverage), + quietly(plot(summ_lm, param = "treatment")$coef_leverage) ) expect_equal( - plot(summ_feols, param = "treatment")$coef_beta, - plot(summ_lm, param = "treatment")$coef_beta + quietly(plot(summ_feols, param = "treatment")$coef_beta), + quietly(plot(summ_lm, param = "treatment")$coef_beta) ) - }) diff --git a/tests/testthat/test_CRV3_sparse_dense.R b/tests/testthat/test_CRV3_sparse_dense.R new file mode 100644 index 0000000..d2a9dda --- /dev/null +++ b/tests/testthat/test_CRV3_sparse_dense.R @@ -0,0 +1,105 @@ +test_that("test sparse and dense implementation of vcov_CR3J", { + # + library(summclust) + library(fixest) + + set.seed(98765) + + # few large clusters (around 10000 obs) + N <- 1000 + N_G1 <- 10 + data2 <<- summclust:::create_data( + N = N, + N_G1 = N_G1, + icc1 = 0.8, + N_G2 = 10, + icc2 = 0.8, + numb_fe1 = 10, + numb_fe2 = 10, + seed = 12 + ) + # + feols_fit <- feols( + proposition_vote ~ treatment + log_income, + cluster = ~group_id1, + data = data2 + ) + # + vcov_CR3J_sparse <- vcov_CR3J( + obj = feols_fit, + cluster = ~group_id1, + type = "CRV3", + sparse = TRUE + ) + # + vcov_CR3J_dense <- vcov_CR3J( + obj = feols_fit, + cluster = ~group_id1, + type = "CRV3", + sparse = FALSE + ) + + expect_equal( + vcov_CR3J_sparse, + vcov_CR3J_dense, + ignore_attr = TRUE + ) + + + + # one fixed effect + + feols_fit <- feols( + proposition_vote ~ treatment + log_income | group_id1 + group_id2, + cluster = ~group_id1, + data = data2 + ) + vcov_CR3J_sparse <- vcov_CR3J( + obj = feols_fit, + cluster = ~group_id1, + type = "CRV3", + sparse = TRUE + ) + # + vcov_CR3J_dense <- vcov_CR3J( + obj = feols_fit, + cluster = ~group_id1, + type = "CRV3", + sparse = FALSE + ) + + expect_equal( + vcov_CR3J_sparse, + vcov_CR3J_dense, + ignore_attr = TRUE + ) + + # two fixed effects + feols_fit <- feols( + proposition_vote ~ treatment + log_income | group_id1 + group_id2, + cluster = ~group_id1, + data = data2 + ) + + vcov_CR3J_sparse <- vcov_CR3J( + obj = feols_fit, + cluster = ~group_id1, + type = "CRV3", + sparse = TRUE + ) + # + vcov_CR3J_dense <- vcov_CR3J( + obj = feols_fit, + cluster = ~group_id1, + type = "CRV3", + sparse = FALSE + ) + + expect_equal( + vcov_CR3J_sparse, + vcov_CR3J_dense, + ignore_attr = TRUE + ) + + +}) diff --git a/tests/testthat/test_CRV3_vs_HC3.R b/tests/testthat/test_CRV3_vs_HC3.R index d7d95a0..0ba7d49 100644 --- a/tests/testthat/test_CRV3_vs_HC3.R +++ b/tests/testthat/test_CRV3_vs_HC3.R @@ -14,7 +14,7 @@ test_that("CV3 = HC3 with N = G", { lm_fit <- lm( ln_wage ~ union + race + msp, - data = nlswork + data = nlswork[1:100, ] ) vcovCR3 <- vcov_CR3J( From 8919825d4a17e3f3c4aaa5587c50281780cf3d58 Mon Sep 17 00:00:00 2001 From: Kyle Butts Date: Sat, 10 Jun 2023 09:21:23 -0600 Subject: [PATCH 11/22] Speed-up `get_partial_leverage` - Avoid using Matrix::solve(A); instead use Matrix::solve(A, b) --- R/leverages.R | 14 ++++++++++---- 1 file changed, 10 insertions(+), 4 deletions(-) diff --git a/R/leverages.R b/R/leverages.R index 3694bc2..a8d9dc4 100644 --- a/R/leverages.R +++ b/R/leverages.R @@ -17,7 +17,10 @@ get_partial_leverages <- function( k_coefs, function(j){ X[,j] - X[,-j] %*% ( - Matrix::solve(Matrix::crossprod(X[,-j])) %*% (Matrix::t(X[,-j]) %*% X[,j]) + Matrix::solve( + Matrix::crossprod(X[,-j]), + Matrix::crossprod(X[,-j], X[,j]) + ) ) } ) @@ -65,9 +68,12 @@ get_leverage <- function( tXX, G){ - leverage_g <- lapply(unique_clusters, - function(x) matrix_trace( - tXgXg[[x]] %*% MASS::ginv(tXX))) + leverage_g <- lapply( + unique_clusters, + function(x) matrix_trace( + tXgXg[[x]] %*% MASS::ginv(tXX) + ) + ) leverage_avg <- Reduce("+", leverage_g) / G res <- list( From 9ebecaf7324be79f0bc7db86f44df7cde61dacaa Mon Sep 17 00:00:00 2001 From: Kyle Butts Date: Sat, 10 Jun 2023 09:23:27 -0600 Subject: [PATCH 12/22] Fix merge conflict bug --- R/vcov3_fixest.R | 4 ---- 1 file changed, 4 deletions(-) diff --git a/R/vcov3_fixest.R b/R/vcov3_fixest.R index e77fc4f..a1e2966 100644 --- a/R/vcov3_fixest.R +++ b/R/vcov3_fixest.R @@ -364,11 +364,7 @@ calculate_beta_jack_sparse = function(obj, cluster, type, absorb_cluster_fixef, res[["y"]] <- y res[["N"]] <- N res[["k"]] <- k -<<<<<<< HEAD res[["cluster_df"]] <- data.frame(g = cluster_vec) -======= - res[["cluster_vec"]] <- cluster_vec ->>>>>>> 307ba54e7fc23f37dd6992efe2e72eef4eba5375 } else { res <- res$vcov } From 0a2b19acfc46fe3410fcb349428aa06e098a83d6 Mon Sep 17 00:00:00 2001 From: Kyle Butts Date: Sat, 10 Jun 2023 09:26:59 -0600 Subject: [PATCH 13/22] Fix CRAN warning by copying `fixest:::fetch_data` --- R/fixest_fetch_data.R | 85 +++++++++++++++++++++++++++++++++++++++++++ R/vcov3_fixest.R | 2 +- 2 files changed, 86 insertions(+), 1 deletion(-) create mode 100644 R/fixest_fetch_data.R diff --git a/R/fixest_fetch_data.R b/R/fixest_fetch_data.R new file mode 100644 index 0000000..29e9235 --- /dev/null +++ b/R/fixest_fetch_data.R @@ -0,0 +1,85 @@ +# Copied directly from fixest package +fetch_data = function(x, prefix = "", suffix = ""){ + # x: fixest estimation + # We try different strategies: + # 1) using the environment where the estimation was done + # 2) the "parent.frame()" defined as the frame on top of ALL fixest functions + # 3) the global environment, if it wasn't in 1) + + # Maybe I should keep only 1) => is there a reason to add the others? + + # 1) safest + # 2) less safe but OK => note ??? + # 3) kind of dangerous => warning() ??? + + if(is.null(x$call$data)) return(NULL) + + # 1) Environment of the call + + data = NULL + try(data <- eval(x$call$data, x$call_env), silent = TRUE) + + if(!is.null(data)){ + return(data) + } + + # 2) First non fixest frame + + fixest_funs = ls(getNamespace("fixest")) + + i = 2 + sysOrigin = sys.parent(i) + while(sysOrigin != 0 && as.character(sys.call(sysOrigin)[[1]]) %in% fixest_funs){ + i = i + 1 + sysOrigin = sys.parent(i) + } + + if(sysOrigin != 0){ + # We try again... + try(data <- eval(x$call$data, parent.frame(sysOrigin)), silent = TRUE) + + if(!is.null(data)){ + return(data) + } + } + + # 3) Global environment + + if(!identical(parent.env(x$call_env), .GlobalEnv)){ + # ...and again + try(data <- eval(x$call$data, .GlobalEnv), silent = TRUE) + + if(!is.null(data)){ + return(data) + } + } + + # => Error message + + if(nchar(prefix) == 0){ + msg = "W" + } else { + s = ifelse(grepl(" $", prefix), "", " ") + if(grepl("\\. *$", prefix)){ + msg = paste0(prefix, s, "W") + } else { + msg = paste0(prefix, s, "w") + } + } + + if(nchar(prefix) == 0){ + msg = "W" + } else if(grepl("\\. *$", prefix)){ + msg = paste0(gsub(" +$", "", prefix), " W") + } else { + msg = paste0(gsub(prefix, " +$", ""), " w") + } + + if(nchar(suffix) > 0){ + suffix = gsub("^ +", "", suffix) + } + + stop_up(msg, "e fetch the data in the enviroment where the estimation was made, but the data does not seem to be there any more (btw it was ", charShorten(deparse(x$call$data)[1], 15), "). ", suffix) + + +} diff --git a/R/vcov3_fixest.R b/R/vcov3_fixest.R index a1e2966..5d9a466 100644 --- a/R/vcov3_fixest.R +++ b/R/vcov3_fixest.R @@ -284,7 +284,7 @@ calculate_beta_jack_sparse = function(obj, cluster, type, absorb_cluster_fixef, cluster_vars = attr(terms(cluster), "term.labels") # Grabs data from the fixest object - data = fixest:::fetch_data(obj, "To apply 'sparse_model_matrix', ") + data = fetch_data(obj, "To apply 'sparse_model_matrix', ") # Check that cluster vars are in the original estimation dataset cluster_vars_in_data = cluster_vars %in% colnames(data) From 0794c98e32ba1fbe350ccbeaf35df145e04a039c Mon Sep 17 00:00:00 2001 From: Kyle Butts Date: Sat, 10 Jun 2023 09:39:15 -0600 Subject: [PATCH 14/22] Oops --- tests/testthat/test_CRV3_sparse_dense | 105 -------------------------- 1 file changed, 105 deletions(-) delete mode 100644 tests/testthat/test_CRV3_sparse_dense diff --git a/tests/testthat/test_CRV3_sparse_dense b/tests/testthat/test_CRV3_sparse_dense deleted file mode 100644 index d2a9dda..0000000 --- a/tests/testthat/test_CRV3_sparse_dense +++ /dev/null @@ -1,105 +0,0 @@ -test_that("test sparse and dense implementation of vcov_CR3J", { - # - library(summclust) - library(fixest) - - set.seed(98765) - - # few large clusters (around 10000 obs) - N <- 1000 - N_G1 <- 10 - data2 <<- summclust:::create_data( - N = N, - N_G1 = N_G1, - icc1 = 0.8, - N_G2 = 10, - icc2 = 0.8, - numb_fe1 = 10, - numb_fe2 = 10, - seed = 12 - ) - # - feols_fit <- feols( - proposition_vote ~ treatment + log_income, - cluster = ~group_id1, - data = data2 - ) - # - vcov_CR3J_sparse <- vcov_CR3J( - obj = feols_fit, - cluster = ~group_id1, - type = "CRV3", - sparse = TRUE - ) - # - vcov_CR3J_dense <- vcov_CR3J( - obj = feols_fit, - cluster = ~group_id1, - type = "CRV3", - sparse = FALSE - ) - - expect_equal( - vcov_CR3J_sparse, - vcov_CR3J_dense, - ignore_attr = TRUE - ) - - - - # one fixed effect - - feols_fit <- feols( - proposition_vote ~ treatment + log_income | group_id1 + group_id2, - cluster = ~group_id1, - data = data2 - ) - vcov_CR3J_sparse <- vcov_CR3J( - obj = feols_fit, - cluster = ~group_id1, - type = "CRV3", - sparse = TRUE - ) - # - vcov_CR3J_dense <- vcov_CR3J( - obj = feols_fit, - cluster = ~group_id1, - type = "CRV3", - sparse = FALSE - ) - - expect_equal( - vcov_CR3J_sparse, - vcov_CR3J_dense, - ignore_attr = TRUE - ) - - # two fixed effects - feols_fit <- feols( - proposition_vote ~ treatment + log_income | group_id1 + group_id2, - cluster = ~group_id1, - data = data2 - ) - - vcov_CR3J_sparse <- vcov_CR3J( - obj = feols_fit, - cluster = ~group_id1, - type = "CRV3", - sparse = TRUE - ) - # - vcov_CR3J_dense <- vcov_CR3J( - obj = feols_fit, - cluster = ~group_id1, - type = "CRV3", - sparse = FALSE - ) - - expect_equal( - vcov_CR3J_sparse, - vcov_CR3J_dense, - ignore_attr = TRUE - ) - - -}) From cbdd500edbbca0257e02ddee7597ae3703c5c8f1 Mon Sep 17 00:00:00 2001 From: Kyle Butts Date: Sun, 11 Jun 2023 09:11:47 -0600 Subject: [PATCH 15/22] `=` to `<-` --- R/cluster_jackknife.R | 26 +++++++++++++------------- R/vcov3_fixest.R | 24 ++++++++++++------------ tests/testthat/test-methods.R | 2 +- 3 files changed, 26 insertions(+), 26 deletions(-) diff --git a/R/cluster_jackknife.R b/R/cluster_jackknife.R index fcafb9f..4d39c38 100644 --- a/R/cluster_jackknife.R +++ b/R/cluster_jackknife.R @@ -134,8 +134,8 @@ cluster_jackknife_sparse <- function( #' #' @noRd - unique_clusters = as.character(unique(cluster_vec)) - g_idx = split(seq_len(nrow(X)), cluster_vec) + unique_clusters <- as.character(unique(cluster_vec)) + g_idx <- split(seq_len(nrow(X)), cluster_vec) G <- length(g_idx) small_sample_correction <- (G - 1) / G @@ -145,24 +145,24 @@ cluster_jackknife_sparse <- function( # calculate X_g'X_g # Do this because subsetting is slow - n = nrow(X) - K = ncol(X) - X_triplet = methods::as(X, "TsparseMatrix") - i = X_triplet@i + 1 - j = X_triplet@j + 1 + n <- nrow(X) + K <- ncol(X) + X_triplet <- methods::as(X, "TsparseMatrix") + i <- X_triplet@i + 1 + j <- X_triplet@j + 1 res <- lapply( g_idx, function(idx) { - keep = which(i %in% idx) + keep <- which(i %in% idx) - Xg = Matrix::sparseMatrix( + Xg <- Matrix::sparseMatrix( i = i[keep], j = j[keep], x = X_triplet@x[keep], dims = c(n, K) ) - yg = Matrix::sparseVector( + yg <- Matrix::sparseVector( x = y[idx], i = idx, length = n ) @@ -191,10 +191,10 @@ cluster_jackknife_sparse <- function( lapply( seq_len(G), function(g) { - tXX_diff = tXX - tXgXg[[g]] - tXy_diff = tXy - tXgyg[[g]] + tXX_diff <- tXX - tXgXg[[g]] + tXy_diff <- tXy - tXgyg[[g]] - beta = tryCatch( + beta <- tryCatch( { Matrix::solve(tXX_diff, tXy_diff) }, diff --git a/R/vcov3_fixest.R b/R/vcov3_fixest.R index 5d9a466..b611e3c 100644 --- a/R/vcov3_fixest.R +++ b/R/vcov3_fixest.R @@ -91,15 +91,15 @@ vcov_CR3J.fixest <- function( } if (sparse) { - res = calculate_beta_jack_sparse(obj, cluster, type, absorb_cluster_fixef, return_all) + res <- calculate_beta_jack_sparse(obj, cluster, type, absorb_cluster_fixef, return_all) } else { - res = calculate_beta_jack_dense(obj, cluster, type, absorb_cluster_fixef, return_all) + res <- calculate_beta_jack_dense(obj, cluster, type, absorb_cluster_fixef, return_all) } res } -calculate_beta_jack_dense = function(obj, cluster, type, absorb_cluster_fixef, return_all) { +calculate_beta_jack_dense <- function(obj, cluster, type, absorb_cluster_fixef, return_all) { call_env <- obj$call_env @@ -263,7 +263,7 @@ calculate_beta_jack_dense = function(obj, cluster, type, absorb_cluster_fixef, r res } -calculate_beta_jack_sparse = function(obj, cluster, type, absorb_cluster_fixef, return_all) { +calculate_beta_jack_sparse <- function(obj, cluster, type, absorb_cluster_fixef, return_all) { X <- fixest::sparse_model_matrix(obj, type = c("rhs", "fixef"), collin.rm = TRUE) y <- model.matrix(obj, type = "lhs") @@ -281,13 +281,13 @@ calculate_beta_jack_sparse = function(obj, cluster, type, absorb_cluster_fixef, if(!inherits(cluster, "formula")){ cluster <- reformulate(cluster) } - cluster_vars = attr(terms(cluster), "term.labels") + cluster_vars <- attr(terms(cluster), "term.labels") # Grabs data from the fixest object data = fetch_data(obj, "To apply 'sparse_model_matrix', ") # Check that cluster vars are in the original estimation dataset - cluster_vars_in_data = cluster_vars %in% colnames(data) + cluster_vars_in_data <- cluster_vars %in% colnames(data) if (any(!(cluster_vars_in_data))) { stop(paste0( "The following variables are not found in the dataset used in your `feols` call: ", @@ -298,10 +298,10 @@ calculate_beta_jack_sparse = function(obj, cluster, type, absorb_cluster_fixef, # Assumes that length(cluster_vars) == 1 (for now; can modify later for multi-way clustering) if (length(cluster_vars) > 1) stop("Only 1 cluster variable supported right now") - cluster_vec = data[[cluster_vars]] + cluster_vec <- data[[cluster_vars]] unique_clusters <- as.character(unique(cluster_vec)) - N_g = table(cluster_vec)[unique_clusters] + N_g <- table(cluster_vec)[unique_clusters] G <- length(unique_clusters) small_sample_correction <- (G - 1) / G k <- obj$nparams @@ -318,10 +318,10 @@ calculate_beta_jack_sparse = function(obj, cluster, type, absorb_cluster_fixef, if (absorb_cluster_fixef && (cluster_vars %in% fixef_vars)) { cluster_fixef_outprojected <- TRUE - cols_X = colnames(X) - cols_to_keep = !grepl(paste0(cluster_vars, "::"), cols_X) + cols_X <- colnames(X) + cols_to_keep <- !grepl(paste0(cluster_vars, "::"), cols_X) - cluster_fixefs = X[, !cols_to_keep, drop = FALSE] + cluster_fixefs <- X[, !cols_to_keep, drop = FALSE] X <- X[, cols_to_keep, drop = FALSE] # Check @@ -357,7 +357,7 @@ calculate_beta_jack_sparse = function(obj, cluster, type, absorb_cluster_fixef, type = type ) - res$vcov = as.matrix(res$vcov) + res$vcov <- as.matrix(res$vcov) if(return_all == TRUE){ res[["X"]] <- X diff --git a/tests/testthat/test-methods.R b/tests/testthat/test-methods.R index 2b50a02..a124a4e 100644 --- a/tests/testthat/test-methods.R +++ b/tests/testthat/test-methods.R @@ -48,7 +48,7 @@ test_that("test methods", { tidy(summ_lm, param = "treatment") ) - quietly = function(x) { + quietly <- function(x) { sink(file="/dev/null") x sink() From 9b40eadc18875bf45c012325320e0c5117861e8f Mon Sep 17 00:00:00 2001 From: Kyle Butts Date: Sun, 11 Jun 2023 09:14:22 -0600 Subject: [PATCH 16/22] Add a more detailed description to `cluster` param --- R/summclust_fixest.R | 3 ++- R/summclust_lm.R | 3 ++- R/vcov3_fixest.R | 3 ++- R/vcov3_lm.R | 4 +++- man/summclust.fixest.Rd | 3 ++- man/summclust.lm.Rd | 3 ++- man/vcov_CR3J.fixest.Rd | 3 ++- man/vcov_CR3J.lm.Rd | 4 +++- 8 files changed, 18 insertions(+), 8 deletions(-) diff --git a/R/summclust_fixest.R b/R/summclust_fixest.R index d1874a0..1619246 100644 --- a/R/summclust_fixest.R +++ b/R/summclust_fixest.R @@ -19,7 +19,8 @@ summclust.fixest <- function( #' arXiv preprint arXiv:2205.03288 (2022). #' #' @param obj An object of type fixest - #' @param cluster A clustering vector + #' @param cluster A clustering vector. Can be a character vector of + #' variable names or a formula. #' @param params A character vector of variables for which leverage statistics #' should be computed. If NULL, leverage statistics will be computed for all #' k model covariates diff --git a/R/summclust_lm.R b/R/summclust_lm.R index f6e9217..21a0919 100644 --- a/R/summclust_lm.R +++ b/R/summclust_lm.R @@ -19,7 +19,8 @@ summclust.lm <- function( #' arXiv preprint arXiv:2205.03288 (2022). #' #' @param obj An object of type lm - #' @param cluster A clustering vector + #' @param cluster A clustering vector. Can be a character vector of + #' variable names or a formula. #' @param type "CRV3" or "CRV3J" following MacKinnon, Nielsen & Webb. #' CRV3 by default #' @param params A character vector of variables for which leverage statistics diff --git a/R/vcov3_fixest.R b/R/vcov3_fixest.R index b611e3c..4e2e36a 100644 --- a/R/vcov3_fixest.R +++ b/R/vcov3_fixest.R @@ -19,7 +19,8 @@ vcov_CR3J.fixest <- function( #' arXiv preprint arXiv:2205.03288 (2022). #' #' @param obj An object of type fixest - #' @param cluster A clustering vector + #' @param cluster A clustering vector. Can be a character vector of + #' variable names or a formula. #' @param absorb_cluster_fixef TRUE by default. Should the cluster fixed #' effects be projected out? This increases numerical stability. #' @param type "CRV3" or "CRV3J" following MacKinnon, Nielsen & Webb. diff --git a/R/vcov3_lm.R b/R/vcov3_lm.R index b5f5300..88c6c68 100644 --- a/R/vcov3_lm.R +++ b/R/vcov3_lm.R @@ -17,7 +17,9 @@ vcov_CR3J.lm <- function( #' arXiv preprint arXiv:2205.03288 (2022). #' @param obj An object of type lm - #' @param cluster A clustering vector + #' @param cluster A clustering vector. Can be a character vector of + #' variable names or a formula.. Can be a character vector of + #' variable names or a formula. #' @param type "CRV3" or "CRV3J" following MacKinnon, Nielsen & Webb. #' CRV3 by default #' @param return_all Logical scalar, FALSE by default. Should only diff --git a/man/summclust.fixest.Rd b/man/summclust.fixest.Rd index 6b54824..cffb1bd 100644 --- a/man/summclust.fixest.Rd +++ b/man/summclust.fixest.Rd @@ -16,7 +16,8 @@ \arguments{ \item{obj}{An object of type fixest} -\item{cluster}{A clustering vector} +\item{cluster}{A clustering vector. Can be a character vector of +variable names or a formula.} \item{params}{A character vector of variables for which leverage statistics should be computed. If NULL, leverage statistics will be computed for all diff --git a/man/summclust.lm.Rd b/man/summclust.lm.Rd index 08cdcd1..dba48ff 100644 --- a/man/summclust.lm.Rd +++ b/man/summclust.lm.Rd @@ -9,7 +9,8 @@ \arguments{ \item{obj}{An object of type lm} -\item{cluster}{A clustering vector} +\item{cluster}{A clustering vector. Can be a character vector of +variable names or a formula.} \item{params}{A character vector of variables for which leverage statistics should be computed.} diff --git a/man/vcov_CR3J.fixest.Rd b/man/vcov_CR3J.fixest.Rd index d364edb..80f0a04 100644 --- a/man/vcov_CR3J.fixest.Rd +++ b/man/vcov_CR3J.fixest.Rd @@ -19,7 +19,8 @@ jackknife as described in MacKinnon, Nielsen & Webb \arguments{ \item{obj}{An object of type fixest} -\item{cluster}{A clustering vector} +\item{cluster}{A clustering vector. Can be a character vector of +variable names or a formula.} \item{type}{"CRV3" or "CRV3J" following MacKinnon, Nielsen & Webb. CRV3 by default} diff --git a/man/vcov_CR3J.lm.Rd b/man/vcov_CR3J.lm.Rd index db3e656..675c84a 100644 --- a/man/vcov_CR3J.lm.Rd +++ b/man/vcov_CR3J.lm.Rd @@ -11,7 +11,9 @@ jackknife as described in MacKinnon, Nielsen & Webb \arguments{ \item{obj}{An object of type lm} -\item{cluster}{A clustering vector} +\item{cluster}{A clustering vector. Can be a character vector of +variable names or a formula.. Can be a character vector of +variable names or a formula.} \item{type}{"CRV3" or "CRV3J" following MacKinnon, Nielsen & Webb. CRV3 by default} From 8cd042d12fd33619bcb938f48c7a04a2b57bc0bc Mon Sep 17 00:00:00 2001 From: Kyle Butts Date: Sun, 11 Jun 2023 09:43:40 -0600 Subject: [PATCH 17/22] Use `MPinv` from VCA package - Copied function to avoid dependency - Drop MASS dependency --- DESCRIPTION | 1 - NAMESPACE | 1 - R/MPinv.R | 30 ++++++++++++++++++++++++++++++ R/cluster_jackknife.R | 6 ++++-- R/leverages.R | 2 +- R/summclust_fixest.R | 1 - R/summclust_lm.R | 1 - R/vcov3_fixest.R | 1 - R/vcov3_lm.R | 1 - man/MPinv.Rd | 26 ++++++++++++++++++++++++++ 10 files changed, 61 insertions(+), 9 deletions(-) create mode 100644 R/MPinv.R create mode 100644 man/MPinv.Rd diff --git a/DESCRIPTION b/DESCRIPTION index d3b3c35..12acc16 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -23,7 +23,6 @@ RoxygenNote: 7.2.3 Imports: utils, dreamerr, - MASS, collapse, generics, cli, diff --git a/NAMESPACE b/NAMESPACE index 5868fb3..487ae1e 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -10,7 +10,6 @@ S3method(vcov_CR3J,lm) export(summclust) export(tidy) export(vcov_CR3J) -importFrom(MASS,ginv) importFrom(Matrix,crossprod) importFrom(Matrix,diag) importFrom(Matrix,solve) diff --git a/R/MPinv.R b/R/MPinv.R new file mode 100644 index 0000000..dda8658 --- /dev/null +++ b/R/MPinv.R @@ -0,0 +1,30 @@ +# Function taken from `VCA::MPinv` +#' Moore-Penrose Generalized Inverse of a Matrix +#' +#' This function is originally implemented in package 'MASS' as function +#' \code{ginv}. +#' It was adapted to be able to deal with matrices from the 'Matrix' package, +#' e.g. sparse matrices. +#' +#' @param X (object) two-dimensional, for which a Moore-Penrose inverse +#' has to be computed +#' @param tol (numeric) tolerance value to be used in comparisons +#' +#' @return (object) A Moore-Penrose inverse of X. +#' +#' @author Authors of the 'MASS' package. +MPinv <- function (X, tol = sqrt(.Machine$double.eps)) { + if (length(dim(X)) > 2L) + stop("'X' must be two-dimensional") + + Xsvd <- svd(X) + Positive <- Xsvd$d > max(tol * Xsvd$d[1L], 0) + if (all(Positive)) { + Xsvd$v %*% (1/Xsvd$d * t(Xsvd$u)) + } else if (!any(Positive)) { + array(0, dim(X)[2L:1L]) + } else { + Xsvd$v[, Positive, drop = FALSE] %*% + ((1/Xsvd$d[Positive]) * t(Xsvd$u[, Positive, drop = FALSE])) + } +} diff --git a/R/cluster_jackknife.R b/R/cluster_jackknife.R index 4d39c38..c77cffb 100644 --- a/R/cluster_jackknife.R +++ b/R/cluster_jackknife.R @@ -63,7 +63,9 @@ cluster_jackknife <- function( lapply( unique_clusters, function(x) { - MASS::ginv(tXX - as.matrix(tXgXg[[x]])) %*% (tXy - (Matrix::t(X[c(cluster_df == x), , drop = FALSE]) %*% y[c(cluster_df == x), drop = FALSE])) + MPinv(tXX - as.matrix(tXgXg[[x]])) %*% + (tXy - (Matrix::t(X[c(cluster_df == x), , drop = FALSE]) %*% + y[c(cluster_df == x), drop = FALSE])) } ) @@ -200,7 +202,7 @@ cluster_jackknife_sparse <- function( }, error = function(e) { # message(paste0("Error when dropping cluster ", g, ". Using Psuedo-Inverse instead.")) - MASS::ginv(as.matrix(tXX_diff)) %*% as.matrix(tXy_diff) + MPinv(as.matrix(tXX_diff)) %*% as.matrix(tXy_diff) } ) diff --git a/R/leverages.R b/R/leverages.R index a8d9dc4..d20fa07 100644 --- a/R/leverages.R +++ b/R/leverages.R @@ -71,7 +71,7 @@ get_leverage <- function( leverage_g <- lapply( unique_clusters, function(x) matrix_trace( - tXgXg[[x]] %*% MASS::ginv(tXX) + tXgXg[[x]] %*% MPinv(tXX) ) ) leverage_avg <- Reduce("+", leverage_g) / G diff --git a/R/summclust_fixest.R b/R/summclust_fixest.R index 1619246..2835b88 100644 --- a/R/summclust_fixest.R +++ b/R/summclust_fixest.R @@ -35,7 +35,6 @@ summclust.fixest <- function( #' #' @importFrom stats coef weights coefficients model.matrix nobs terms #' @importFrom dreamerr check_arg - #' @importFrom MASS ginv #' @importFrom collapse fwithin add_vars GRP #' @export diff --git a/R/summclust_lm.R b/R/summclust_lm.R index 21a0919..ced5dd4 100644 --- a/R/summclust_lm.R +++ b/R/summclust_lm.R @@ -29,7 +29,6 @@ summclust.lm <- function( #' @method summclust lm #' @importFrom stats coef weights coefficients model.matrix #' @importFrom dreamerr check_arg - #' @importFrom MASS ginv #' @importFrom stats expand.model.frame formula model.frame model.response na.pass pt qt reformulate #' #' @export diff --git a/R/vcov3_fixest.R b/R/vcov3_fixest.R index 4e2e36a..b5cc485 100644 --- a/R/vcov3_fixest.R +++ b/R/vcov3_fixest.R @@ -36,7 +36,6 @@ vcov_CR3J.fixest <- function( #' @method vcov_CR3J fixest #' @importFrom stats coef weights coefficients model.matrix #' @importFrom dreamerr check_arg - #' @importFrom MASS ginv #' @importFrom Matrix sparse.model.matrix #' @importFrom stats expand.model.frame formula model.frame model.response na.pass pt qt reformulate #' @export diff --git a/R/vcov3_lm.R b/R/vcov3_lm.R index 88c6c68..75e8425 100644 --- a/R/vcov3_lm.R +++ b/R/vcov3_lm.R @@ -28,7 +28,6 @@ vcov_CR3J.lm <- function( #' @method vcov_CR3J lm #' @importFrom stats coef weights coefficients model.matrix #' @importFrom dreamerr check_arg - #' @importFrom MASS ginv #' @importFrom stats expand.model.frame formula model.frame model.response na.pass pt qt reformulate #' #' @export diff --git a/man/MPinv.Rd b/man/MPinv.Rd new file mode 100644 index 0000000..c2f2704 --- /dev/null +++ b/man/MPinv.Rd @@ -0,0 +1,26 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/MPinv.R +\name{MPinv} +\alias{MPinv} +\title{Moore-Penrose Generalized Inverse of a Matrix} +\usage{ +MPinv(X, tol = sqrt(.Machine$double.eps)) +} +\arguments{ +\item{X}{(object) two-dimensional, for which a Moore-Penrose inverse +has to be computed} + +\item{tol}{(numeric) tolerance value to be used in comparisons} +} +\value{ +(object) A Moore-Penrose inverse of X. +} +\description{ +This function is originally implemented in package 'MASS' as function +\code{ginv}. +It was adapted to be able to deal with matrices from the 'Matrix' package, +e.g. sparse matrices. +} +\author{ +Authors of the 'MASS' package. +} From ace5b820df026274b5af776940ab0d75be8bbfac Mon Sep 17 00:00:00 2001 From: Alexander Fischer Date: Tue, 13 Jun 2023 21:52:32 +0200 Subject: [PATCH 18/22] bump to 0.8.0 --- DESCRIPTION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/DESCRIPTION b/DESCRIPTION index 12acc16..99c1632 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -1,7 +1,7 @@ Package: summclust Title: Module to Compute Influence and Leverage Statistics for Regression Models with Clustered Errors -Version: 0.7.0 +Version: 0.8.0 Authors@R: c( person(given = "Alexander", From b5809b0d466dc75e36c72c7e0ed3146207ebd730 Mon Sep 17 00:00:00 2001 From: Alexander Fischer Date: Tue, 13 Jun 2023 21:58:16 +0200 Subject: [PATCH 19/22] for now: install fixest from kyle's dev branch --- DESCRIPTION | 1 + 1 file changed, 1 insertion(+) diff --git a/DESCRIPTION b/DESCRIPTION index 99c1632..bd38a65 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -39,6 +39,7 @@ Suggests: knitr, rmarkdown, covr +Remotes: kylebutts/fixest/tree/sparse-matrix Config/testthat/edition: 3 URL: https://s3alfisc.github.io/summclust/ BugReports: https://github.com/s3alfisc/summclust/issues From 5ef8835198bdd9d6fcd0795684aff70eb063bb3d Mon Sep 17 00:00:00 2001 From: Alexander Fischer Date: Tue, 13 Jun 2023 22:32:23 +0200 Subject: [PATCH 20/22] add fixest version check --- R/vcov3_fixest.R | 26 +++++++++++++++++--------- 1 file changed, 17 insertions(+), 9 deletions(-) diff --git a/R/vcov3_fixest.R b/R/vcov3_fixest.R index 1565442..c2816c9 100644 --- a/R/vcov3_fixest.R +++ b/R/vcov3_fixest.R @@ -19,7 +19,7 @@ vcov_CR3J.fixest <- function( #' arXiv preprint arXiv:2205.03288 (2022). #' #' @param obj An object of type fixest - #' @param cluster A clustering vector. Can be a character vector of + #' @param cluster A clustering vector. Can be a character vector of #' variable names or a formula. #' @param absorb_cluster_fixef TRUE by default. Should the cluster fixed #' effects be projected out? This increases numerical stability. @@ -80,7 +80,7 @@ vcov_CR3J.fixest <- function( check_arg(return_all, "logical scalar") check_arg(cluster, "character scalar | formula") - check_arg(type, "character scalar") + check_arg(type, "character scalar") check_arg(absorb_cluster_fixef, "logical scalar") @@ -216,6 +216,14 @@ calculate_beta_jack_dense <- function(obj, cluster, type, absorb_cluster_fixef, calculate_beta_jack_sparse <- function(obj, cluster, type, absorb_cluster_fixef, return_all) { + installed_version <- as.character(packageVersion("fixest")) + + if(!base::requireNamespace("fixest", quietly = FALSE) || compareVersion(installed_version, "0.11.1") < 0){ + cli::cli_abort( + message = "`fixest` version 0.1x or higher is required. " + ) + } + X <- fixest::sparse_model_matrix(obj, type = c("rhs", "fixef"), collin.rm = TRUE) y <- model.matrix(obj, type = "lhs") @@ -233,7 +241,7 @@ calculate_beta_jack_sparse <- function(obj, cluster, type, absorb_cluster_fixef, cluster <- reformulate(cluster) } cluster_vars <- attr(terms(cluster), "term.labels") - + # Grabs data from the fixest object data = fetch_data(obj, "To apply 'sparse_model_matrix', ") @@ -241,12 +249,12 @@ calculate_beta_jack_sparse <- function(obj, cluster, type, absorb_cluster_fixef, cluster_vars_in_data <- cluster_vars %in% colnames(data) if (any(!(cluster_vars_in_data))) { stop(paste0( - "The following variables are not found in the dataset used in your `feols` call: ", + "The following variables are not found in the dataset used in your `feols` call: ", paste(cluster_vars[!cluster_vars_in_data], collapse = ", ") )) } - # Assumes that length(cluster_vars) == 1 (for now; can modify later for multi-way clustering) + # Assumes that length(cluster_vars) == 1 (for now; can modify later for multi-way clustering) if (length(cluster_vars) > 1) stop("Only 1 cluster variable supported right now") cluster_vec <- data[[cluster_vars]] @@ -263,8 +271,8 @@ calculate_beta_jack_sparse <- function(obj, cluster, type, absorb_cluster_fixef, fixef_vars <- obj$fixef_vars if (length(obj$fixef_vars) > 0) { - # if the clustering variable is a cluster fixed effect & if - # absorb_cluster_fixef == TRUE, then demean X and y by the + # if the clustering variable is a cluster fixed effect & if + # absorb_cluster_fixef == TRUE, then demean X and y by the # cluster fixed effect if (absorb_cluster_fixef && (cluster_vars %in% fixef_vars)) { @@ -279,7 +287,7 @@ calculate_beta_jack_sparse <- function(obj, cluster, type, absorb_cluster_fixef, # head(fixest::demean(as.matrix(X), nlswork[[cluster_vars]])) # Within-transform X and y - X <- X - cluster_fixefs %*% + X <- X - cluster_fixefs %*% Matrix::solve( Matrix::crossprod(cluster_fixefs), Matrix::crossprod(cluster_fixefs, X) @@ -289,7 +297,7 @@ calculate_beta_jack_sparse <- function(obj, cluster, type, absorb_cluster_fixef, Matrix::crossprod(cluster_fixefs), Matrix::crossprod(cluster_fixefs, y) ) - } + } } From a78048905c758e9ac97bfb34166be0faec9860cf Mon Sep 17 00:00:00 2001 From: Alexander Fischer Date: Tue, 13 Jun 2023 22:39:36 +0200 Subject: [PATCH 21/22] drop columns with NAs, check for NAs --- R/vcov3_fixest.R | 21 +++++++++++++++++++++ 1 file changed, 21 insertions(+) diff --git a/R/vcov3_fixest.R b/R/vcov3_fixest.R index c2816c9..e79cbb9 100644 --- a/R/vcov3_fixest.R +++ b/R/vcov3_fixest.R @@ -258,6 +258,27 @@ calculate_beta_jack_sparse <- function(obj, cluster, type, absorb_cluster_fixef, if (length(cluster_vars) > 1) stop("Only 1 cluster variable supported right now") cluster_vec <- data[[cluster_vars]] + + # drop columns as fixest + if(N != length(cluster)){ + cluster_vec <- cluster_vec[unlist(obj$obs_selection)] + } + + if (length(cluster_vec) != N) { + rlang::abort( + "The number of observations in 'cluster' and 'nobs()' do not match", + use_cli_format = TRUE + ) + } + + if (any(is.na(cluster_vec))) { + rlang::abort( + "`vcov_CR3J()` cannot handle NAs in `cluster` variables that are not + part of the estimated model object.", + use_cli_format = TRUE + ) + } + unique_clusters <- as.character(unique(cluster_vec)) N_g <- table(cluster_vec)[unique_clusters] From c9571370ce20e89d8966bf6e65a40e55948b35f3 Mon Sep 17 00:00:00 2001 From: Alexander Fischer Date: Sat, 17 Jun 2023 17:29:06 +0200 Subject: [PATCH 22/22] add info on how to turn of warning and messages --- DESCRIPTION | 8 +++++--- NAMESPACE | 1 + R/RcppExports.R | 7 +++++++ R/cluster_jackknife.R | 20 +++++++++--------- R/vcov3_fixest.R | 5 ++++- man/MPinv.Rd | 8 ++++---- man/calculate_beta_jack_sparse.Rd | 17 +++++++++++++++ man/plot.summclust.Rd | 12 +++++------ man/summary.summclust.Rd | 8 ++++---- man/summclust.Rd | 4 ++-- man/summclust.fixest.Rd | 10 ++++----- man/summclust.lm.Rd | 10 ++++----- man/tidy.summclust.Rd | 2 +- man/vcov_CR3J.Rd | 2 +- man/vcov_CR3J.fixest.Rd | 10 ++++----- man/vcov_CR3J.lm.Rd | 8 ++++---- src/RcppExports.cpp | 33 ++++++++++++++++++++++++++++++ src/RcppExports.o | Bin 0 -> 88926 bytes src/rcpp_hello_world.cpp | 13 ++++++++++++ src/rcpp_hello_world.o | Bin 0 -> 28894 bytes src/summclust.dll | Bin 0 -> 1026560 bytes tests/testthat/test-methods.R | 20 +++++++++--------- 22 files changed, 137 insertions(+), 61 deletions(-) create mode 100644 R/RcppExports.R create mode 100644 man/calculate_beta_jack_sparse.Rd create mode 100644 src/RcppExports.cpp create mode 100644 src/RcppExports.o create mode 100644 src/rcpp_hello_world.cpp create mode 100644 src/rcpp_hello_world.o create mode 100644 src/summclust.dll diff --git a/DESCRIPTION b/DESCRIPTION index bd38a65..107c963 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -18,15 +18,15 @@ Description: Module to compute cluster robust covariance matrices (CRV3 and ). License: MIT + file LICENSE Encoding: UTF-8 -Roxygen: list(markdown = TRUE) -RoxygenNote: 7.2.3 Imports: utils, dreamerr, collapse, generics, cli, - Matrix + Matrix, + Rcpp (>= 1.0.9), + RcppEigen Suggests: ggplot2, latex2exp, @@ -39,8 +39,10 @@ Suggests: knitr, rmarkdown, covr +LinkingTo: Rcpp, RcppEigen Remotes: kylebutts/fixest/tree/sparse-matrix Config/testthat/edition: 3 URL: https://s3alfisc.github.io/summclust/ BugReports: https://github.com/s3alfisc/summclust/issues VignetteBuilder: knitr +RoxygenNote: 7.2.3 diff --git a/NAMESPACE b/NAMESPACE index 2fc5918..9f6bb7b 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -41,4 +41,5 @@ importFrom(stats,rnorm) importFrom(stats,terms) importFrom(stats,update) importFrom(stats,weights) +importFrom(utils,compareVersion) importFrom(utils,stack) diff --git a/R/RcppExports.R b/R/RcppExports.R new file mode 100644 index 0000000..4adb8c9 --- /dev/null +++ b/R/RcppExports.R @@ -0,0 +1,7 @@ +# Generated by using Rcpp::compileAttributes() -> do not edit by hand +# Generator token: 10BE3573-1514-4C36-9D1C-5A225CD40393 + +rcpp_hello_world <- function() { + .Call(`_summclust_rcpp_hello_world`) +} + diff --git a/R/cluster_jackknife.R b/R/cluster_jackknife.R index c77cffb..6094eb1 100644 --- a/R/cluster_jackknife.R +++ b/R/cluster_jackknife.R @@ -63,8 +63,8 @@ cluster_jackknife <- function( lapply( unique_clusters, function(x) { - MPinv(tXX - as.matrix(tXgXg[[x]])) %*% - (tXy - (Matrix::t(X[c(cluster_df == x), , drop = FALSE]) %*% + summclust:::eigen_pinv(as.matrix(tXX - as.matrix(tXgXg[[x]]))) %*% + (tXy - (Matrix::t(X[c(cluster_df == x), , drop = FALSE]) %*% y[c(cluster_df == x), drop = FALSE])) } ) @@ -133,7 +133,7 @@ cluster_jackknife_sparse <- function( #' \item{G}{The number of unique clusters} #' \item{small_sample_correction}{The employed small sample correction} #' @importFrom Matrix crossprod tcrossprod t - #' + #' #' @noRd unique_clusters <- as.character(unique(cluster_vec)) @@ -157,11 +157,11 @@ cluster_jackknife_sparse <- function( g_idx, function(idx) { keep <- which(i %in% idx) - + Xg <- Matrix::sparseMatrix( i = i[keep], j = j[keep], - x = X_triplet@x[keep], + x = X_triplet@x[keep], dims = c(n, K) ) yg <- Matrix::sparseVector( @@ -185,7 +185,7 @@ cluster_jackknife_sparse <- function( # all(tXX == crossprod(X)) tXy <- Reduce("+", tXgyg) # all(tXy == crossprod(X, y)) - + beta_hat <- Matrix::solve(tXX, tXy) # initiate jackknife @@ -195,16 +195,16 @@ cluster_jackknife_sparse <- function( function(g) { tXX_diff <- tXX - tXgXg[[g]] tXy_diff <- tXy - tXgyg[[g]] - + beta <- tryCatch( { Matrix::solve(tXX_diff, tXy_diff) - }, + }, error = function(e) { # message(paste0("Error when dropping cluster ", g, ". Using Psuedo-Inverse instead.")) - MPinv(as.matrix(tXX_diff)) %*% as.matrix(tXy_diff) + summclust:::eigen_pinv(as.matrix(tXX_diff %*% tXy_diff)) } - ) + ) return(beta) } diff --git a/R/vcov3_fixest.R b/R/vcov3_fixest.R index e79cbb9..128e2ad 100644 --- a/R/vcov3_fixest.R +++ b/R/vcov3_fixest.R @@ -216,6 +216,9 @@ calculate_beta_jack_dense <- function(obj, cluster, type, absorb_cluster_fixef, calculate_beta_jack_sparse <- function(obj, cluster, type, absorb_cluster_fixef, return_all) { + #' calculate leave-one out regression coefficients + #' @importFrom utils compareVersion + installed_version <- as.character(packageVersion("fixest")) if(!base::requireNamespace("fixest", quietly = FALSE) || compareVersion(installed_version, "0.11.1") < 0){ @@ -260,7 +263,7 @@ calculate_beta_jack_sparse <- function(obj, cluster, type, absorb_cluster_fixef, cluster_vec <- data[[cluster_vars]] # drop columns as fixest - if(N != length(cluster)){ + if(N != length(cluster_vec)){ cluster_vec <- cluster_vec[unlist(obj$obs_selection)] } diff --git a/man/MPinv.Rd b/man/MPinv.Rd index c2f2704..6b74ff0 100644 --- a/man/MPinv.Rd +++ b/man/MPinv.Rd @@ -7,7 +7,7 @@ MPinv(X, tol = sqrt(.Machine$double.eps)) } \arguments{ -\item{X}{(object) two-dimensional, for which a Moore-Penrose inverse +\item{X}{(object) two-dimensional, for which a Moore-Penrose inverse has to be computed} \item{tol}{(numeric) tolerance value to be used in comparisons} @@ -16,9 +16,9 @@ has to be computed} (object) A Moore-Penrose inverse of X. } \description{ -This function is originally implemented in package 'MASS' as function -\code{ginv}. -It was adapted to be able to deal with matrices from the 'Matrix' package, +This function is originally implemented in package 'MASS' as function +\code{ginv}. +It was adapted to be able to deal with matrices from the 'Matrix' package, e.g. sparse matrices. } \author{ diff --git a/man/calculate_beta_jack_sparse.Rd b/man/calculate_beta_jack_sparse.Rd new file mode 100644 index 0000000..9d9eef9 --- /dev/null +++ b/man/calculate_beta_jack_sparse.Rd @@ -0,0 +1,17 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/vcov3_fixest.R +\name{calculate_beta_jack_sparse} +\alias{calculate_beta_jack_sparse} +\title{calculate leave-one out regression coefficients} +\usage{ +calculate_beta_jack_sparse( + obj, + cluster, + type, + absorb_cluster_fixef, + return_all +) +} +\description{ +calculate leave-one out regression coefficients +} diff --git a/man/plot.summclust.Rd b/man/plot.summclust.Rd index 9300c46..082e11f 100644 --- a/man/plot.summclust.Rd +++ b/man/plot.summclust.Rd @@ -2,20 +2,20 @@ % Please edit documentation in R/plot_summclust.R \name{plot.summclust} \alias{plot.summclust} -\title{Plotting method for objects of type \code{summclust}} +\title{Plotting method for objects of type `summclust`} \usage{ \method{plot}{summclust}(x, ...) } \arguments{ -\item{x}{An object of type \code{summclust}} +\item{x}{An object of type `summclust`} \item{...}{other optional function arguments} } \value{ A list containing -\item{residual_leverage}{A \code{ggplot} of the residual leverages} -\item{coef_leverage}{A \code{ggplot} of the coefficient leverages} -\item{coef_beta}{A \code{ggplot} of the leave-one-out cluster jackknife +\item{residual_leverage}{A `ggplot` of the residual leverages} +\item{coef_leverage}{A `ggplot` of the coefficient leverages} +\item{coef_beta}{A `ggplot` of the leave-one-out cluster jackknife regression coefficients} } \description{ @@ -23,7 +23,7 @@ Plots residual leverage, partial leverage and the leave-one-cluster-out regression coefficients } \details{ -Note that the function requires \code{ggplot2} to be installed. +Note that the function requires `ggplot2` to be installed. } \examples{ diff --git a/man/summary.summclust.Rd b/man/summary.summclust.Rd index 43d4336..8c08462 100644 --- a/man/summary.summclust.Rd +++ b/man/summary.summclust.Rd @@ -2,7 +2,7 @@ % Please edit documentation in R/summary_summclust.R \name{summary.summclust} \alias{summary.summclust} -\title{A \code{summary()} method for objects of type \code{summclust}} +\title{A `summary()` method for objects of type `summclust`} \usage{ \method{summary}{summclust}(object, ...) } @@ -12,11 +12,11 @@ \item{...}{misc arguments} } \value{ -The function \code{summary.summclust} returns a range of -cluster leverage statistics based on an object of type \code{summclust} +The function `summary.summclust` returns a range of +cluster leverage statistics based on an object of type `summclust` } \description{ -A \code{summary()} method for objects of type \code{summclust} +A `summary()` method for objects of type `summclust` } \examples{ \donttest{ diff --git a/man/summclust.Rd b/man/summclust.Rd index de94cf9..da79b0e 100644 --- a/man/summclust.Rd +++ b/man/summclust.Rd @@ -7,12 +7,12 @@ summclust(obj, ...) } \arguments{ -\item{obj}{An object of class \code{lm} or \code{fixest}} +\item{obj}{An object of class `lm` or `fixest`} \item{...}{Other arguments} } \value{ -An object of type \code{summclust}, including +An object of type `summclust`, including a CRV3 variance-covariance estimate as described in MacKinnon, Nielsen & Webb (2022) } diff --git a/man/summclust.fixest.Rd b/man/summclust.fixest.Rd index cffb1bd..77a0907 100644 --- a/man/summclust.fixest.Rd +++ b/man/summclust.fixest.Rd @@ -2,7 +2,7 @@ % Please edit documentation in R/summclust_fixest.R \name{summclust.fixest} \alias{summclust.fixest} -\title{Compute Influence and Leverage Metrics for objects of type \code{fixest}} +\title{Compute Influence and Leverage Metrics for objects of type `fixest`} \usage{ \method{summclust}{fixest}( obj, @@ -16,7 +16,7 @@ \arguments{ \item{obj}{An object of type fixest} -\item{cluster}{A clustering vector. Can be a character vector of +\item{cluster}{A clustering vector. Can be a character vector of variable names or a formula.} \item{params}{A character vector of variables for which leverage statistics @@ -35,7 +35,7 @@ dummies to the design matrix.} \item{...}{other function arguments passed to 'vcov'} } \value{ -An object of type \code{summclust}, including +An object of type `summclust`, including a CRV3 variance-covariance estimate as described in MacKinnon, Nielsen & Webb (2022) @@ -54,13 +54,13 @@ Leverage Statistics} regression coefficients.} \item{params}{The input parameter vector 'params'.} \item{N_G}{The number of clusters- } -\item{call}{The \code{summclust()} function call.} +\item{call}{The `summclust()` function call.} \item{cluster}{The names of the clusters.} } \description{ Compute influence and leverage metrics for clustered inference based on the Cluster Jackknife as described in MacKinnon, Nielsen & Webb -(2022) for objects of type \code{fixest}. +(2022) for objects of type `fixest`. } \examples{ \donttest{ diff --git a/man/summclust.lm.Rd b/man/summclust.lm.Rd index dba48ff..6289d49 100644 --- a/man/summclust.lm.Rd +++ b/man/summclust.lm.Rd @@ -2,14 +2,14 @@ % Please edit documentation in R/summclust_lm.R \name{summclust.lm} \alias{summclust.lm} -\title{Compute Influence and Leverage Metrics for objects of type \code{lm}} +\title{Compute Influence and Leverage Metrics for objects of type `lm`} \usage{ \method{summclust}{lm}(obj, cluster, params, type = "CRV3", ...) } \arguments{ \item{obj}{An object of type lm} -\item{cluster}{A clustering vector. Can be a character vector of +\item{cluster}{A clustering vector. Can be a character vector of variable names or a formula.} \item{params}{A character vector of variables for which leverage statistics @@ -21,7 +21,7 @@ CRV3 by default} \item{...}{other function arguments passed to 'vcov'} } \value{ -An object of type \code{summclust}, including +An object of type `summclust`, including a CRV3 variance-covariance estimate as described in MacKinnon, Nielsen & Webb (2022) @@ -35,13 +35,13 @@ as described in MacKinnon, Nielsen & Webb (2022)} regression coefficients.} \item{params}{The input parameter vector 'params'.} \item{N_G}{The number of clusters- } -\item{call}{The \code{summclust()} function call.} +\item{call}{The `summclust()` function call.} \item{cluster}{The names of the clusters.} } \description{ Compute influence and leverage metrics for clustered inference based on the Cluster Jackknife as described in MacKinnon, Nielsen & Webb -(2022) for objects of type \code{lm}. +(2022) for objects of type `lm`. } \examples{ \donttest{ diff --git a/man/tidy.summclust.Rd b/man/tidy.summclust.Rd index 20e4526..c9bc9b4 100644 --- a/man/tidy.summclust.Rd +++ b/man/tidy.summclust.Rd @@ -18,7 +18,7 @@ intervals based on CRV3 variance-covariance matrix and t(G-1) distribution } \description{ -Obtain results from a \code{summclust} object in a tidy data frame. +Obtain results from a `summclust` object in a tidy data frame. } \examples{ diff --git a/man/vcov_CR3J.Rd b/man/vcov_CR3J.Rd index 9d86174..3a3ff65 100644 --- a/man/vcov_CR3J.Rd +++ b/man/vcov_CR3J.Rd @@ -9,7 +9,7 @@ jackknife as described in MacKinnon, Nielsen & Webb vcov_CR3J(obj, ...) } \arguments{ -\item{obj}{An object of class \code{lm} or \code{fixest} +\item{obj}{An object of class `lm` or `fixest` computed?} \item{...}{misc function argument} diff --git a/man/vcov_CR3J.fixest.Rd b/man/vcov_CR3J.fixest.Rd index 80f0a04..ceca04e 100644 --- a/man/vcov_CR3J.fixest.Rd +++ b/man/vcov_CR3J.fixest.Rd @@ -4,7 +4,7 @@ \alias{vcov_CR3J.fixest} \title{Compute CRV3 covariance matrices via a cluster jackknife as described in MacKinnon, Nielsen & Webb -(2022) for objects of type \code{fixest}} +(2022) for objects of type `fixest`} \usage{ \method{vcov_CR3J}{fixest}( obj, @@ -33,9 +33,9 @@ effects be projected out? This increases numerical stability.} \item{sparse}{Logical scalar, TRUE by default. Should sparse matrices be used? This is recommended for large datasets as it is considerably -faster. However, for \code{summclust}, \code{sparse = FALSE} is used so that -results match Stata. The \code{vcov} will be identical, but the individual -\code{beta_jack}s will not be.} +faster. However, for `summclust`, `sparse = FALSE` is used so that +results match Stata. The `vcov` will be identical, but the individual +`beta_jack`s will not be.} \item{...}{other function arguments passed to 'vcov'} } @@ -45,7 +45,7 @@ An object of class \code{vcov_CR3J} \description{ Compute CRV3 covariance matrices via a cluster jackknife as described in MacKinnon, Nielsen & Webb -(2022) for objects of type \code{fixest} +(2022) for objects of type `fixest` } \examples{ \donttest{ diff --git a/man/vcov_CR3J.lm.Rd b/man/vcov_CR3J.lm.Rd index 675c84a..9037c37 100644 --- a/man/vcov_CR3J.lm.Rd +++ b/man/vcov_CR3J.lm.Rd @@ -4,15 +4,15 @@ \alias{vcov_CR3J.lm} \title{Compute CRV3 covariance matrices via a cluster jackknife as described in MacKinnon, Nielsen & Webb -(2022) for objects of type \code{lm}} +(2022) for objects of type `lm`} \usage{ \method{vcov_CR3J}{lm}(obj, cluster, type = "CRV3", return_all = FALSE, ...) } \arguments{ \item{obj}{An object of type lm} -\item{cluster}{A clustering vector. Can be a character vector of -variable names or a formula.. Can be a character vector of +\item{cluster}{A clustering vector. Can be a character vector of +variable names or a formula.. Can be a character vector of variable names or a formula.} \item{type}{"CRV3" or "CRV3J" following MacKinnon, Nielsen & Webb. @@ -29,7 +29,7 @@ An object of class \code{vcov_CR3J} \description{ Compute CRV3 covariance matrices via a cluster jackknife as described in MacKinnon, Nielsen & Webb -(2022) for objects of type \code{lm} +(2022) for objects of type `lm` } \examples{ \donttest{ diff --git a/src/RcppExports.cpp b/src/RcppExports.cpp new file mode 100644 index 0000000..2f3e9c4 --- /dev/null +++ b/src/RcppExports.cpp @@ -0,0 +1,33 @@ +// Generated by using Rcpp::compileAttributes() -> do not edit by hand +// Generator token: 10BE3573-1514-4C36-9D1C-5A225CD40393 + +#include +#include + +using namespace Rcpp; + +#ifdef RCPP_USE_GLOBAL_ROSTREAM +Rcpp::Rostream& Rcpp::Rcout = Rcpp::Rcpp_cout_get(); +Rcpp::Rostream& Rcpp::Rcerr = Rcpp::Rcpp_cerr_get(); +#endif + +// rcpp_hello_world +List rcpp_hello_world(); +RcppExport SEXP _summclust_rcpp_hello_world() { +BEGIN_RCPP + Rcpp::RObject rcpp_result_gen; + Rcpp::RNGScope rcpp_rngScope_gen; + rcpp_result_gen = Rcpp::wrap(rcpp_hello_world()); + return rcpp_result_gen; +END_RCPP +} + +static const R_CallMethodDef CallEntries[] = { + {"_summclust_rcpp_hello_world", (DL_FUNC) &_summclust_rcpp_hello_world, 0}, + {NULL, NULL, 0} +}; + +RcppExport void R_init_summclust(DllInfo *dll) { + R_registerRoutines(dll, NULL, CallEntries, NULL, NULL); + R_useDynamicSymbols(dll, FALSE); +} diff --git a/src/RcppExports.o b/src/RcppExports.o new file mode 100644 index 0000000000000000000000000000000000000000..cf6bff1000f796e54e8ac98993256f79f53016b7 GIT binary patch literal 88926 zcmeFa34B!L^*(+lGZVr(K>?v|qeKNon8_ZbHIW1+GH6OrQPCtMfkZ|vHJYGI zLo_N{>sA-)iq^U>)J8!-MUA-Btre9jG1}r%tCq_DIq!MznR{mmskOiF_y76*F5ElM zJ@50LbKZTqcP3RAzh=;J??%J8B#DsAm>Q~X4H48wd9qr3w$P02%8pfH7;Q#*&$LXtEETu!K%e#Srk0dX z%gC{c;IUzR62;3;_2o~?@!NPKaJLJ*tF?bl+$)~nmt`fA-Q7|8lwE&Du9Zi2M@+Ix zOno`&Rw>y{1@FOVyXn4cE063R5T#GqP0zF?gzQd<;;D3`=h!la?E1jl7G-y8tG(cQ 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zYq8c0tPxR$^%iTbMe1DxV(lQ!*0}P-$S70Rbi3{K+^BSrl7U8vQ{!rkS)cC5D%_x= zclr5RYKG9gXzZxk7mXlw^hgcNFJ^o+dMs&?&!t7Zz5ZxvVR8fwD_U6m2nuug(Tr6* z8bAH^*ol=OIb-Tz1GXgbV~sD}AxYdukgA7`axF}bp&ZN#3zd0Jvty1U<%nO*Z*ur7 z(UK(a>R_Lj7yeAzS7YxW-`|3p;=5+u0+RAnXPp-$IN8d2-(tN R%vzDijo|aZ-+sWr{|7ui9LxX! literal 0 HcmV?d00001 diff --git a/tests/testthat/test-methods.R b/tests/testthat/test-methods.R index a4c6b52..80d1e21 100644 --- a/tests/testthat/test-methods.R +++ b/tests/testthat/test-methods.R @@ -49,29 +49,29 @@ test_that("test methods", { ) quietly <- function(x) { - sink(file="/dev/null") - x + sink(file="/dev/null") + x sink() } expect_equal( - quietly(summary(summ_feols, param = "treatment")), - quietly(summary(summ_lm, param = "treatment")) + (summary(summ_feols, param = "treatment")), + (summary(summ_lm, param = "treatment")) ) expect_equal( - quietly(plot(summ_feols, param = "treatment")$residual_leverage), - quietly(plot(summ_lm, param = "treatment")$residual_leverage) + (plot(summ_feols, param = "treatment")$residual_leverage), + (plot(summ_lm, param = "treatment")$residual_leverage) ) expect_equal( - quietly(plot(summ_feols, param = "treatment")$coef_leverage), - quietly(plot(summ_lm, param = "treatment")$coef_leverage) + (plot(summ_feols, param = "treatment")$coef_leverage), + (plot(summ_lm, param = "treatment")$coef_leverage) ) expect_equal( - quietly(plot(summ_feols, param = "treatment")$coef_beta), - quietly(plot(summ_lm, param = "treatment")$coef_beta) + (plot(summ_feols, param = "treatment")$coef_beta), + (plot(summ_lm, param = "treatment")$coef_beta) )