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# this code is written by Michael Hallquist
# First draft of parser to convert Mplus model syntax to lavaan model syntax
# idea: build parTable and run model from mplus syntax
# then perhaps write export function: parTable2Mplus
# and/or parTable2lavaan
lav_mplus_trim <- function(string) {
string_trim <- sapply(string, function(x) {
x <- sub("^\\s*", "", x, perl = TRUE)
x <- sub("\\s*$", "", x, perl = TRUE)
x
}, USE.NAMES = FALSE)
string_trim
}
# small utility function to join strings in a regexp loop
lav_mplus_join_regex <- function(cmd, arg_expand, matches,
iterator, match_length = "match.length") {
if (iterator == 1 && matches[iterator] > 1) {
pre <- substr(cmd, 1, matches[iterator] - 1)
} else {
pre <- ""
}
# if this is not the final match, then get sub-string between the end of
# this match and the beginning of the next
# otherwise, match to the end of the command
post_end <- ifelse(iterator < length(matches),
matches[iterator + 1] - 1, nchar(cmd))
post <- substr(cmd, matches[iterator] + attr(matches,
match_length)[iterator], post_end)
cmd_expand <- paste(pre, arg_expand, post, sep = "")
cmd_expand
}
# expand Mplus hyphen syntax (will also expand constraints with hyphens)
lav_mplus_expand_cmd <- function(cmd, alpha_start = TRUE) {
# use negative lookahead and negative lookbehind to eliminate possibility of
# hyphen being used as a negative starting value (e.g., x*-1)
# also avoid match of anything that includes a decimal point, such as a
# floating-point starting value -10.5*x1
# if alphaStart==TRUE, then require that the matches before and after hyphens
# begin with alpha character
# this is used for variable names, whereas the more generic expansion works
# for numeric constraints and such
# need to do a better job of this so that u1-u20* is supported...
# I don't think the regexp below is general enough
# if (alphaStart) {
# hyphens <- gregexpr("[_A-Za-z]+\\w*\\s*-\\s*[_A-Za-z]+\\w*",
# cmd, perl=TRUE)[[1]]
# } else {
# hyphens <- gregexpr(
# "(?!<(\\*|\\.))\\w+(?!(\\*|\\.))\\s*-\\s*(?!<(\\*|\\.))\\w+(?!(\\*|\\.))",
# cmd, perl=TRUE)[[1]]
# }
# hyphens <- gregexpr(
# "(?!<(\\*|\\.))\\w+(?!(\\*|\\.))\\s*-\\s*(?!<(\\*|\\.))\\w+(?!(\\*|\\.))",
# cmd, perl=TRUE)[[1]]
# support trailing @XXX. Still still fail on Trait1-Trait3*XXX
hyphens <- gregexpr(
"(?!<(\\*|\\.))\\w+(?!(\\*|\\.))\\s*-\\s*(?!<(\\*|\\.))\\w+(?!(\\*|\\.))(@[\\d\\.\\-]+)?", # nolint
cmd, perl = TRUE)[[1]]
# Promising, but this is still failing in the case of x3*1 -4.25*x4
# On either side of a hyphen, require alpha character followed
# by alphanumeric
# This enforces that neither side of the hyphen can be a number
# Alternatively, match digits on either side alone
# hyphens <- gregexpr(
# "([A-z]+\\w*\\s*-\\s*[A-z]+\\w*(@[\\d\\.-]+)?|\\d+\\s*-\\s*\\d+)",
# cmd, perl=TRUE)[[1]]
if (hyphens[1L] > 0) {
cmd_expand <- c()
ep <- 1
for (v in seq_along(hyphens)) {
# match one keyword before and after hyphen
argsplit <- strsplit(substr(cmd, hyphens[v], hyphens[v] +
attr(hyphens, "match.length")[v] - 1), "\\s*-\\s*", perl = TRUE)[[1]]
v_pre <- argsplit[1]
v_post <- argsplit[2]
v_post_suffix <- # will be empty string if not present
sub("^([^@]+)(@[\\d\\-.]+)?$", "\\2", v_post, perl = TRUE)
v_post <- sub("@[\\d\\-.]+$", "", v_post, perl = TRUE) # trim @ suffix
# If v_pre and v_post contain leading alpha characters,
# verify that these prefixes match.
# Otherwise, there is nothing to expand, as in the case of
# MODEL CONSTRAINT: e1e2=e1-e2_n.
v_pre_alpha <- sub("\\d+$", "", v_pre, perl = TRUE)
v_post_alpha <- sub("\\d+$", "", v_post, perl = TRUE)
# only enforce prefix match if we have leading alpha characters
# (i.e., not simple numeric 1 - 3 syntax)
if (length(v_pre_alpha) > 0L && length(v_post_alpha) > 0L) {
# if alpha prefixes do match, assume that the hyphen is not for
# expansion (e.g., in subtraction case)
if (v_pre_alpha != v_post_alpha) {
return(cmd)
}
}
# the basic positive lookbehind blows up with pure numeric
# constraints (1 - 3) because no alpha char precedes digit
# can use an non-capturing alternation grouping to allow for digits only
# or the final digits after alphas (as in v_post.num)
v_pre_num <- as.integer(sub(
"\\w*(?<=[A-Za-z_])(\\d+)$", "\\1", v_pre, perl = TRUE))
# use positive lookbehind to avoid greedy \w+
# match -- capture all digits
v_post_match <- regexpr("^(?:\\w*(?<=[A-Za-z_])(\\d+)|(\\d+))$",
v_post, perl = TRUE)
stopifnot(v_post_match[1L] > 0)
# match may be under capture[1] or capture[2]
# because of alternation above
which_capture <- which(attr(v_post_match, "capture.start") > 0)
v_post_num <- as.integer(substr(v_post, attr(v_post_match,
"capture.start")[which_capture],
attr(v_post_match, "capture.start")[which_capture] +
attr(v_post_match, "capture.length")[which_capture] - 1))
v_post_prefix <- substr(v_post, 1, attr(v_post_match,
"capture.start")[which_capture] - 1)
# just trusting that pre and post match
if (is.na(v_pre_num) || is.na(v_post_num)) lav_msg_stop(
gettext("Cannot expand variables:"), v_pre, ", ", v_post)
v_expand <- paste(v_post_prefix, v_pre_num:v_post_num, v_post_suffix,
sep = "", collapse = " ")
# for first hyphen, there may be non-hyphenated syntax
# preceding the initial match
cmd_expand[ep] <- lav_mplus_join_regex(cmd, v_expand, hyphens, v)
# This won't really work because the cmd.expand element may contain
# other variables that are at the beginning or end, prior to hyphen stuff
# This is superseded by logic above where @ is included in hyphen match,
# then trapped as suffix I don't think it will work yet for this Mplus
# syntax: y1-y10*5 -- the 5 wouldn't propagate
# handle the case of @ fixed values or * starting values used in a list
# example: Trait1-Trait3@1
## if (grepl("@|\\*", cmd.expand[ep], perl=TRUE)) {
## exp_split <- strsplit(cmd.expand[ep], "\\s+", perl=TRUE)[[1]]
## suffixes <- sub("^([^@\\*]+)([@*][\\d\\.-]+)?$", "\\2",
# exp_split, perl=TRUE)
## variables <- sub("^([^@\\*]+)([@*][\\d\\.-]+)?$", "\\1",
# exp_split, perl=TRUE)
## suffixes <- suffixes[suffixes != ""]
## if (length(unique(suffixes)) > 1L) {
## browser()
## #stop("Don't know how to interpret syntax: ", cmd)
## } else {
## variables <- paste0(variables, suffixes[1])
## cmd.expand[ep] <- paste(variables, collapse=" ")
## }
## }
ep <- ep + 1
}
paste(cmd_expand, collapse = "")
} else {
cmd # no hyphens to expand
}
}
# handle starting values and fixed parameters on rhs
lav_mplus_cmd_fix_start <- function(cmd) {
cmd_parse <- c()
ep <- 1L
# support ESEM-like syntax: F BY a1* a2*
# The easy path: putting in 1s before we proceed on parsing
# Mar2023 bugfix: support parenthesis after * in case a parameter
# constraint comes next
cmd <- gsub("([A-z]+\\w*)\\s*\\*(?=\\s+\\(?[A-z]+|\\s*$)", "\\1*1",
cmd, perl = TRUE)
if ((fixed_starts <- gregexpr("[\\w\\.\\-$]+\\s*([@*])\\s*[\\w\\.\\-]+",
cmd, perl = TRUE)[[1]])[1L] > 0) {
# shouldn't it be \\*, not * ?! Come back to this.
for (f in seq_along(fixed_starts)) {
# capture above obtains the fixed/start character (@ or *),
# whereas match obtains the full regex match
opchar <- substr(cmd, attr(fixed_starts, "capture.start")[f],
attr(fixed_starts, "capture.start")[f] + attr(fixed_starts,
"capture.length")[f] - 1)
# match arguments around asterisk/at symbol
argsplit <- strsplit(substr(cmd, fixed_starts[f], fixed_starts[f] +
attr(fixed_starts, "match.length")[f] - 1), paste0("\\s*",
ifelse(opchar == "*", "\\*", opchar), "\\s*"), perl = TRUE)[[1]]
v_pre <- argsplit[1]
v_post <- argsplit[2]
if (suppressWarnings(is.na(as.numeric(v_pre)))) {
# fixed.starts value post-multiplier
var <- v_pre
val <- v_post
} else if (suppressWarnings(is.na(as.numeric(v_post)))) {
# starting value pre-multiplier
var <- v_post
val <- v_pre
} else {
lav_msg_stop(
gettext("Cannot parse Mplus fixed/starts values specification:"),
v_pre, v_post)
}
if (opchar == "@") {
cmd_parse[ep] <- lav_mplus_join_regex(cmd,
paste0(val, "*", var, sep = ""), fixed_starts, f)
ep <- ep + 1L
} else {
cmd_parse[ep] <- lav_mplus_join_regex(cmd,
paste0("start(", val, ")*", var, sep = ""), fixed_starts, f)
ep <- ep + 1L
}
}
paste(cmd_parse, collapse = "")
} else {
cmd
}
}
lav_mplus_cmd_con <- function(cmd) {
# Allow cmd to have newlines embedded. In this case, split on newlines, and
# loop over and parse each chunk
# Dump leading and trailing newlines, which contain no information about
# constraints, but may add dummy elements to vector after strsplit
# Maybe return LHS and RHS parsed command where constraints only appear on
# the RHS, whereas the LHS contains only parameters.
# Example: LHS is v1 v2 v3 and RHS is con1*v1 con2*v2 con3*v3
cmd_split <- strsplit(cmd, "\n")[[1]]
# drop empty lines (especially leading newline)
cmd_split <- if (length(empty_pos <- which(cmd_split == "")) > 0L) {
cmd_split[-1 * empty_pos]
} else {
cmd_split
}
# Create a version of the command with no modifiers (constraints,
# starting values, etc.) specifications.
# This is useful for syntax that uses the params on the LHS and with a
# modified RHS. Example: v1 ~~ conB*v1
cmd_nomodifiers <- paste0(gsub("(start\\([^\\)]+\\)\\*|[\\d\\-\\.]+\\*)",
"", cmd_split, perl = TRUE), collapse = " ") # peel off premultiplication
cmd_nomodifiers <- gsub("\\([^\\)]+\\)", "", cmd_nomodifiers, perl = TRUE)
cmd_tojoin <- c()
# will store all chunks divided by newlines, which will be joined at the end.
# iterate over each newline segment
for (n in seq_along(cmd_split)) {
# in principle, now that we respect newlines, parens should only be of
# length 1, since Mplus syntax dictates newlines for each use of
# parentheses for constraints
if ((parens <- gregexpr("(?<!start)\\(([^\\)]+)\\)", cmd_split[n],
perl = TRUE)[[1L]])[1L] > 0) { # match parentheses, but not start()
# the syntax chunk after all parentheses have been matched
cmd_expand <- c()
for (p in seq_along(parens)) {
# string within the constraint parentheses
constraints <- substr(cmd_split[n], attr(parens, "capture.start")[p],
attr(parens,
"capture.start")[p] + attr(parens, "capture.length")[p] - 1)
# Divide constraints on spaces to determine number of constraints to
# parse. Use lav_mplus_trim to avoid problem of user including
# leading/trailing spaces within parentheses.
con_split <- strsplit(lav_mplus_trim(constraints), "\\s+",
perl = TRUE)[[1]]
# if Mplus uses a purely numeric constraint, then add ".con" prefix
# to be consistent with R naming.
con_split <- sapply(con_split, function(x) {
if (!suppressWarnings(is.na(as.numeric(x)))) {
make.names(paste0(".con", x))
} else {
x
}
})
# determine the parameters that precede the parentheses (either first
# character for p == 1 or character after preceding parentheses)
prestr_start <- ifelse(p > 1, attr(parens, "capture.start")[p - 1] +
attr(parens, "capture.length")[p - 1] + 1, 1)
# obtain the parameters that precede the parentheses, divide into
# arguments on spaces
# use lav_mplus_trim here because first char after prestrStart for
# p > 1 will probably be a space
precmd_split <- strsplit(lav_mplus_trim(substr(cmd_split[n],
prestr_start, parens[p] - 1)), "\\s+", perl = TRUE)[[1]]
# peel off any potential LHS arguments, such as F1 BY
precmd_lhsop <- which(tolower(precmd_split) %in% c("by", "with", "on"))
if (any(precmd_lhsop)) {
lhsop <- paste0(precmd_split[1:precmd_lhsop[1L]], " ",
collapse = " ")
# join lhs and op as a single string, add trailing space so that
# paste with expanded RHS is right.
rhs <- precmd_split[(precmd_lhsop + 1):length(precmd_split)]
} else {
lhsop <- ""
rhs <- precmd_split
}
if (length(con_split) > 1L) {
# several constraints listed within parentheses.
# Example: F1 BY X1 X2 X3 X4 (C2 C3 C4)
# thus, backwards match the constraints to parameters
# restrict parameters to backwards match to be of the same length
# as number of constraints
rhs_backmatch <- rhs[(length(rhs) -
length(con_split) + 1):length(rhs)]
rhs_expand <- c()
# check that no mean or scale markers are part of the rhs param
# to expand
if ((pre_mark_match <- regexpr("^\\s*[\\[\\{]", rhs_backmatch[1L],
perl = TRUE))[1L] > 0) {
pre_mark <- substr(rhs_backmatch[1L], pre_mark_match[1L],
pre_mark_match[1L] + attr(pre_mark_match,
"match.length")[1L] - 1)
rhs_backmatch[1L] <- substr(rhs_backmatch[1L],
pre_mark_match[1L] + attr(pre_mark_match,
"match.length")[1L], nchar(rhs_backmatch[1L]))
} else {
pre_mark <- ""
}
if ((post_mark_match <- regexpr("[\\]\\}]\\s*$",
rhs_backmatch[length(rhs_backmatch)], perl = TRUE))[1L] > 0) {
post_mark <- substr(rhs_backmatch[length(rhs_backmatch)],
post_mark_match[1L], nchar(rhs_backmatch[length(rhs_backmatch)]))
rhs_backmatch[length(rhs_backmatch)] <-
substr(rhs_backmatch[length(rhs_backmatch)], 1,
post_mark_match[1L] - 1)
} else {
post_mark <- ""
}
# pre-multiply each parameter with each corresponding constraint
for (i in seq_along(rhs_backmatch)) {
rhs_expand[i] <- paste0(con_split[i], "*", rhs_backmatch[i])
}
# join rhs as string and add back in mean/scale operator, if present
rhs_expand <- paste0(pre_mark, paste(rhs_expand,
collapse = " "), post_mark)
# if there were params that preceded the backwards match,
# then add these back to the syntax
# append this syntax to the parsed command, cmd.expand
if (length(rhs) - length(con_split) > 0L) {
cmd_expand <- c(cmd_expand, paste(lhsop, paste(rhs[1:(length(rhs) -
length(con_split))], collapse = " "), rhs_expand))
} else {
cmd_expand <- c(cmd_expand, paste0(lhsop, rhs_expand))
}
} else {
# should be able to reduce redundancy with above
# all parameters on the right hand side are to be equated
# thus, pre-multiply each parameter by the constraint
# check that no mean or scale markers are part of the
# rhs param to expand
# DUPE CODE FROM ABOVE. Make Function?!
if ((pre_mark_match <-
regexpr("^\\s*[\\[\\{]", rhs[1L], perl = TRUE))[1L] > 0) {
pre_mark <- substr(rhs[1L], pre_mark_match[1L], pre_mark_match[1L] +
attr(pre_mark_match, "match.length")[1L] - 1)
rhs[1L] <- substr(rhs[1L], pre_mark_match[1L] + attr(pre_mark_match,
"match.length")[1L], nchar(rhs[1L]))
} else {
pre_mark <- ""
}
if ((post_mark_match <-
regexpr("[\\]\\}]\\s*$", rhs[length(rhs)], perl = TRUE))[1L] > 0) {
post_mark <- substr(rhs[length(rhs)], post_mark_match[1L],
nchar(rhs[length(rhs)]))
rhs[length(rhs)] <- substr(rhs[length(rhs)], 1,
post_mark_match[1L] - 1)
} else {
post_mark <- ""
}
rhs_expand <- c()
for (i in seq_along(rhs)) {
rhs_expand[i] <- paste0(con_split[1L], "*", rhs[i])
}
# join rhs as string
rhs_expand <- paste0(pre_mark,
paste(rhs_expand, collapse = " "), post_mark)
cmd_expand <- c(cmd_expand, paste0(lhsop, rhs_expand))
}
}
cmd_tojoin[n] <- paste(cmd_expand, collapse = " ")
} else {
cmd_tojoin[n] <- cmd_split[n]
} # no parens
}
# eliminate newlines in this function so that they
# don't mess up \\s+ splits downstream
to_return <- paste(cmd_tojoin, collapse = " ")
attr(to_return, "noModifiers") <- cmd_nomodifiers
to_return
}
lav_mplus_cmd_growth <- function(cmd) {
# can assume that any spaces between tscore and variable were stripped by
# lav_mplus_cmd_fix_start
# verify that this is not a random slope
if (any(tolower(strsplit(cmd, "\\s+", perl = TRUE)[[1]]) %in%
c("on", "at"))) {
lav_msg_stop(gettext(
"lavaan does not support random slopes or individually varying
growth model time scores"))
}
cmd_split <- strsplit(cmd, "\\s*\\|\\s*", perl = TRUE)[[1]]
if (!length(cmd_split) == 2) {
lav_msg_stop(gettext("Unknown growth syntax:"), cmd)
}
lhs <- cmd_split[1]
lhs_split <- strsplit(lhs, "\\s+", perl = TRUE)[[1]]
rhs <- cmd_split[2]
rhs_split <- strsplit(rhs, "(\\*|\\s+)", perl = TRUE)[[1]]
if (length(rhs_split) %% 2 != 0) {
lav_msg_stop(gettext(
"Number of variables and number of tscores does not match:"), rhs)
}
tscores <- as.numeric(rhs_split[seq_along(rhs_split) %% 2 != 0])
# pre-multipliers
vars <- rhs_split[seq_along(rhs_split) %% 2 == 0]
cmd_expand <- c()
for (p in 0:(length(lhs_split) - 1)) {
if (p == 0) {
# intercept
cmd_expand <- c(cmd_expand, paste(lhs_split[(p + 1)], "=~",
paste("1*", vars, sep = "", collapse = " + ")))
} else {
cmd_expand <- c(cmd_expand, paste(lhs_split[(p + 1)], "=~",
paste(tscores^p, "*", vars, sep = "", collapse = " + ")))
}
}
cmd_expand
}
# function to wrap long lines at a certain width,
# splitting on + symbols to be consistent with R syntax
lav_mplus_cmd_wrap <- function(cmd, width = 90, exdent = 5) {
result <- lapply(cmd, function(line) {
if (nchar(line) > width) {
split <- c()
spos <- 1L
plus_match <- gregexpr("+", line, fixed = TRUE)[[1]]
# mpos <- 1L
if (plus_match[1L] > 0L) {
# split after plus symbol
chars_remain <- nchar(line)
while (chars_remain > 0L) {
# to_process <- substr(line, nchar(line) - chars_remain + 1,
# nchar(line))
offset <- nchar(line) - chars_remain + 1
if (nchar(remainder <- substr(line, offset, nchar(line))) <=
(width - exdent)) {
# remainder of line fits within width -- no need
# to continue wrapping
split[spos] <- remainder
chars_remain <- 0
} else {
wrap_at <- which(plus_match < (width + offset - exdent))
wrap_at <- wrap_at[length(wrap_at)] # at the final +
split[spos] <- substr(line, offset, plus_match[wrap_at])
chars_remain <- chars_remain - nchar(split[spos])
spos <- spos + 1
}
}
# remove leading and trailing chars
split <- lav_mplus_trim(split)
# handle exdent
split <- sapply(seq_along(split), function(x) {
if (x > 1) {
paste0(paste(rep(" ", exdent), collapse = ""), split[x])
} else {
split[x]
}
})
split
} else {
strwrap(line, width = width, exdent = exdent)
# convention strwrap when no + present
}
} else {
line
}
})
# bind together multi-line expansions into single vector
unname(do.call(c, result))
}
lav_mplus_syntax_con <- function(syntax) {
# should probably pass in model syntax along with some tracking
# of which parameter labels are defined.
# convert MODEL CONSTRAINT section to lavaan model syntax
syntax <- paste(lapply(lav_mplus_trim(strsplit(syntax, "\n")), function(x) {
if (length(x) == 0L && is.character(x)) "" else x
}), collapse = "\n")
# replace ! with # for comment lines.
# Also strip newline and replace with semicolon
syntax <- gsub("(\\s*)!(.+)\n", "\\1#\\2;", syntax, perl = TRUE)
# split into vector of strings
# need to peel off leading or trailing newlines -- leads to parsing
# confusion downstream otherwise
syntax_split <- gsub("(^\n|\n$)", "",
unlist(strsplit(syntax, ";")), perl = TRUE)
constraint_out <- c()
# TODO: Handle PLOT and LOOP syntax for model constraints.
# TODO: Handle DO loop convention
# first parse new parameters defined in MODEL CONSTRAINT into a vector
new_parameters <- c() # parameters that are defined in constraint section
if (length(new_con_lines <- grep("^\\s*NEW\\s*\\([^\\)]+\\)",
syntax_split, perl = TRUE, ignore.case = TRUE)) > 0L) {
for (cmd in syntax_split[new_con_lines]) {
# process new constraint definition
new_con <- regexpr("^\\s*NEW\\s*\\(([^\\)]+)\\)", cmd,
perl = TRUE, ignore.case = TRUE)
if (new_con[1L] == -1)
lav_msg_stop(gettext("Unable to parse names of new constraints"))
new_con <- substr(cmd, attr(new_con, "capture.start"),
attr(new_con, "capture.start") + attr(new_con, "capture.length") - 1L)
new_con <- lav_mplus_expand_cmd(new_con) # allow for hyphen expansion
new_parameters <- c(new_parameters, strsplit(lav_mplus_trim(new_con),
"\\s+", perl = TRUE)[[1L]])
}
syntax_split <- syntax_split[-1L * new_con_lines] # drop out these lines
parameters_undefined <- new_parameters
# to be used below to handle ambiguity of equation versus definition
}
for (cmd in syntax_split) {
if (grepl("^\\s*#", cmd, perl = TRUE)) { # comment line
constraint_out <- c(constraint_out, gsub("\n", "", cmd, fixed = TRUE))
# drop any newlines
} else if (grepl("^\\s+$", cmd, perl = TRUE)) {
# do nothing, just a space line
} else {
# constraint proper
cmd <- gsub("**", "^", cmd, fixed = TRUE) # handle exponent
# lower case the math operations supported by Mplus to be
# consistent with R
# match all math operators, then lower case each and rejoin string
maths <- gregexpr(
"(SQRT|LOG|LOG10|EXP|ABS|SIN|COS|TAN|ASIN|ACOS|ATAN)\\s*\\(",
cmd, perl = TRUE)[[1L]]
if (maths[1L] > 0) {
maths_replace <- c()
ep <- 1
for (i in seq_along(maths)) {
operator <- tolower(substr(cmd, attr(maths, "capture.start")[i],
attr(maths, "capture.start")[i] +
attr(maths, "capture.length")[i] - 1))
maths_replace[ep] <- lav_mplus_join_regex(cmd, operator, maths, i,
match_length = "capture.length")
# only match operator, not opening (
ep <- ep + 1
}
cmd <- paste(maths_replace, collapse = "")
}
# equating some lhs and rhs: could reflect definition of new parameter
if ((equals <- regexpr("=", cmd, fixed = TRUE))[1L] > 0) {
lhs <- lav_mplus_trim(substr(cmd, 1, equals - 1))
rhs <- lav_mplus_trim(substr(cmd, equals +
attr(equals, "match.length"), nchar(cmd)))
# possibility of lhs or rhs containing the single variable to be equated
if (regexpr("\\s+", lhs, perl = TRUE)[1L] > 0L) {
def <- rhs
body <- lhs
} else if (regexpr("\\s+", rhs, perl = TRUE)[1L] > 0L) {
def <- lhs
body <- rhs
} else {
# warning("Can't figure out which side of constraint
# defines a parameter")
# this would occur for simple rel5 = rel2 sort of syntax
def <- lhs
body <- rhs
}
# must decide whether this is a new parameter (:=)
# or equation of existing labels (==)
# alternatively, could be zero, as in 0 = x + y
# this is tricky, because mplus doesn't differentiate
# definition from equation
# consequently, could confuse the issue as in ex5.20
# NEW(rel2 rel5 stan3 stan6);
# rel2 = lam2**2*vf1/(lam2**2*vf1 + ve2);
# rel5 = lam5**2*vf2/(lam5**2*vf2 + ve5);
# rel5 = rel2;
# for now, only define a new constraint if it's not already defined
# otherwise equate
if (def %in% new_parameters && def %in% parameters_undefined) {
constraint_out <- c(constraint_out, paste(def, ":=", body))
parameters_undefined <-
parameters_undefined[!parameters_undefined == def]
} else {
constraint_out <- c(constraint_out, paste(def, "==", body))
}
} else {
# inequality constraints -- paste as is
constraint_out <- c(constraint_out, cmd)
}
}
}
wrap <- paste(lav_mplus_cmd_wrap(constraint_out, width = 90, exdent = 5),
collapse = "\n")
wrap
}
lav_mplus_syntax_model <- function(syntax) {
if (is.character(syntax)) {
if (length(syntax) > 1L) {
syntax <- paste(syntax, collapse = "\n")
} # concatenate into a long string separated by newlines
} else {
lav_msg_stop(gettext(
"lav_mplus_syntax_model accepts a single character string or
character vector containing all model syntax"))
}
# because this is now exposed as a function in the package, handle the case of
# the user passing in full .inp file as text
# we should only be interested in the MODEL and MODEL CONSTRAINT sections
by_line <- strsplit(syntax, "\r?\n", perl = TRUE)[[1]]
input_headers <- grep(
"^\\s*(title:|data.*:|variable:|define:|analysis:|model.*:|output:|savedata:|plot:|montecarlo:)", # nolint
by_line, ignore.case = TRUE, perl = TRUE)
con_syntax <- c()
if (length(input_headers) > 0L) {
# warning("lav_mplus_syntax_model is intended to accept only the model
# section, not an entire .inp file. For the .inp file case,
# use lav_mplus_lavaan")
parsed_syntax <- lav_mplus_text_sections(by_line, "local")
# handle model constraint
if ("model.constraint" %in% names(parsed_syntax)) {
con_syntax <- strsplit(lav_mplus_syntax_con(
parsed_syntax$model.constraint), "\n")[[1]]
}
# just keep model syntax before continuing
syntax <- parsed_syntax$model
}
# initial strip of leading/trailing whitespace, which can interfere with
# splitting on spaces
# strsplit generates character(0) for empty strings, which causes problems in
# paste because paste actually includes it as a literal
# example: paste(list(character(0), "asdf", character(0)), collapse=" ")
# thus, use lapply to convert these to empty strings first
syntax <- paste(lapply(lav_mplus_trim(strsplit(syntax, "\n")), function(x) {
if (length(x) == 0L && is.character(x)) "" else x
}), collapse = "\n")
# replace ! with # for comment lines. Also strip newline and replace
# with semicolon
syntax <- gsub("(\\s*)!(.+)\n*", "\\1#\\2;", syntax, perl = TRUE)
# new direction: retain newlines in parsed syntax until after
# constraints have been parsed
# delete newlines
# syntax <- gsub("\n", "", syntax, fixed=TRUE)
# replace semicolons with newlines prior to split (divide into commands)
# syntax <- gsub(";", "\n", syntax, fixed=TRUE)
# split into vector of strings
# syntax.split <- unlist( strsplit(syntax, "\n") )
syntax_split <- lav_mplus_trim(unlist(strsplit(syntax, ";")))
# format of parTable to mimic.
# 'data.frame': 34 obs. of 12 variables:
# $ id : int 1 2 3 4 5 6 7 8 9 10 ...
# $ lhs : chr "ind60" "ind60" "ind60" "dem60" ...
# $ op : chr "=~" "=~" "=~" "=~" ...
# $ rhs : chr "x1" "x2" "x3" "y1" ...
# $ user : int 1 1 1 1 1 1 1 1 1 1 ...
# $ group : int 1 1 1 1 1 1 1 1 1 1 ...
# $ free : int 0 1 2 0 3 4 5 0 6 7 ...
# $ ustart: num 1 NA NA 1 NA NA NA 1 NA NA ...
# $ exo : int 0 0 0 0 0 0 0 0 0 0 ...
# $ label : chr "" "" "" "" ...
# $ eq.id : int 0 0 0 0 0 0 0 0 0 0 ...
# $ unco : int 0 1 2 0 3 4 5 0 6 7 ...
# vector of lavaan syntax
lavaan_out <- c()
for (cmd in syntax_split) {
if (grepl("^\\s*#", cmd, perl = TRUE)) { # comment line
lavaan_out <- c(lavaan_out, gsub("\n", "", cmd, fixed = TRUE))
# drop any newlines (otherwise done by lav_mplus_cmd_con)
} else if (grepl("^\\s*$", cmd, perl = TRUE)) {
# do nothing, just a space or blank line
} else {
# hyphen expansion
cmd <- lav_mplus_expand_cmd(cmd)
# parse fixed parameters and starting values
cmd <- lav_mplus_cmd_fix_start(cmd)
# parse any constraints here (avoid weird logic below)
cmd <- lav_mplus_cmd_con(cmd)
if ((op <- regexpr("\\s+(by|on|with|pwith)\\s+", cmd, ignore.case = TRUE,
perl = TRUE))[1L] > 0) { # regressions, factors, covariances
lhs <- substr(cmd, 1, op - 1)
# using op takes match.start which will omit spaces before operator
rhs <- substr(cmd, op + attr(op, "match.length"), nchar(cmd))
operator <- tolower(substr(cmd, attr(op, "capture.start"),
attr(op, "capture.start") + attr(op, "capture.length") - 1))
if (operator == "by") {
lav_operator <- "=~"
} else if (operator == "with" || operator == "pwith") {
lav_operator <- "~~"
} else if (operator == "on") {
lav_operator <- "~"
}
# handle parameter combinations
lhs_split <- strsplit(lhs, "\\s+")[[1]] # lav_mplus_trim(
# handle pwith syntax
if (operator == "pwith") {
# TODO: Figure out if pwith can be paired with constraints?
rhs_split <- strsplit(rhs, "\\s+")[[1]] # lav_mplus_trim(
if (length(lhs_split) != length(rhs_split)) {
browser()
lav_msg_stop(gettext(
"PWITH command does not have the same number of arguments on
the left and right sides."))
}
cmd <- sapply(seq_along(lhs_split), function(i) {
paste(lhs_split[i], lav_operator, rhs_split[i])
})
} else {
# insert plus signs on the rhs as long as it isn't preceded or
# followed by a plus already
rhs <- gsub("(?<!\\+)\\s+(?!\\+)", " + ", rhs, perl = TRUE)
if (length(lhs_split) > 1L) {
# expand using possible combinations
cmd <- sapply(lhs_split, function(larg) {
pair <- paste(larg, lav_operator, rhs)
pair
})
} else {
cmd <- paste(lhs, lav_operator, rhs)
}
}
} else if ((means_scales <-
regexpr("^\\s*([\\[\\{])([^\\]\\}]+)[\\]\\}]\\s*$", cmd,
ignore.case = TRUE, perl = TRUE))[1L] > 0) {
# intercepts/means or scales
# first capture is the operator: [ or {
operator <- substr(cmd, attr(means_scales, "capture.start")[1L],
attr(means_scales, "capture.start")[1L] + attr(means_scales,
"capture.length")[1L] - 1)
params <- substr(cmd, attr(means_scales, "capture.start")[2L],
attr(means_scales, "capture.start")[2L] +
attr(means_scales, "capture.length")[2L] - 1)
# obtain parameters with no modifiers specified for LHS
params_no_modifiers <- sub(
"^\\s*[\\[\\{]([^\\]\\}]+)[\\]\\}]\\s*$", "\\1",
attr(cmd, "noModifiers"), perl = TRUE)
means_scales_split <- strsplit(params, "\\s+")[[1]] # lav_mplus_trim(
means_scales_no_modifiers_split <- # nolint
strsplit(params_no_modifiers, "\\s+")[[1]] # lav_mplus_trim(
if (operator == "[") {
# Tricky syntax shift (and corresponding kludge). For means, need to
# put constraint on RHS as pre-multiplier of 1 (e.g., x1 ~ 5*1).
# But lav_mplus_cmd_con returns constraints
# multiplied by parameters
cmd <- sapply(means_scales_split, function(v) {
# shift pre-multiplier
if ((premult <- regexpr("([^\\*]+\\*[^\\*]+)\\*([^\\*]+)",
v, perl = TRUE))[1L] > 0) { # double modifier: label and constraint
modifier <- substr(v, attr(premult, "capture.start")[1L],
attr(premult, "capture.start")[1L] +
attr(premult, "capture.length")[1L] - 1)
param_name <- substr(v, attr(premult, "capture.start")[2L],
attr(premult, "capture.start")[2L] +
attr(premult, "capture.length")[2L] - 1)
paste0(param_name, " ~ ", modifier, "*1")
} else if ((premult <-
regexpr("([^\\*]+)\\*([^\\*]+)", v, perl = TRUE))[1L] > 0) {
modifier <- substr(v, attr(premult, "capture.start")[1L],
attr(premult, "capture.start")[1L] +
attr(premult, "capture.length")[1L] - 1)
param_name <- substr(v, attr(premult, "capture.start")[2L],
attr(premult, "capture.start")[2L] +
attr(premult, "capture.length")[2L] - 1)
paste0(param_name, " ~ ", modifier, "*1")
} else {
paste(v, "~ 1")
}
})
} else if (operator == "{") {
# only include constraints on RHS
cmd <- sapply(seq_along(means_scales_split),
function(v) {
paste(means_scales_no_modifiers_split[v],
"~*~", means_scales_split[v])
})
} else {
lav_msg_stop(gettext("What's the operator?!"))
}
} else if (grepl("|", cmd, fixed = TRUE)) {
# expand growth modeling language
cmd <- lav_mplus_cmd_growth(cmd)
} else { # no operator, no means, must be variance.
# cat("assuming vars: ", cmd, "\n")
vars_lhs <- strsplit(attr(cmd, "noModifiers"), "\\s+")[[1]]
# lav_mplus_trim(
vars_rhs <- strsplit(cmd, "\\s+")[[1]] # lav_mplus_trim(
cmd <- sapply(seq_along(vars_lhs),
function(v) paste(vars_lhs[v], "~~", vars_rhs[v]))
}
# handle threshold substitution: $ -> |
cmd <- gsub("$", "|", cmd, fixed = TRUE)
# if we have both starting/fixed values and constraints, these must be
# handled by separate commands.
# starting and fixed values are already handled in the pipeline by this
# point, so should be evident in the command
# bfi BY lab1*start(1)*bfi_1 ==> bfi BY lab1*bfi_1 + start(1)*bfi_1
double_asterisks <- grepl(
"\\s*[\\w\\(\\)\\.]+\\*[\\w\\(\\)\\.]+\\*[\\w\\(\\)\\.]+",
cmd, perl = TRUE)
if (isTRUE(double_asterisks[1])) {
ss <- strsplit(cmd, "*", fixed = TRUE)[[1]]
if (length(ss) != 3) {
lav_msg_warn(gettext("problem interpreting double asterisk syntax:"),
cmd) # sanity check on my logic
} else {
cmd <- paste0(ss[1], "*", ss[3], " + ", ss[2], "*", ss[3])
}
}
lavaan_out <- c(lavaan_out, cmd)
}
}
# new threshold syntax shifts things to the form:
# VAR | t1 + t2 + t3 (left to write ordering)
# Parameter labels, fixed values, and starting values are tacked on in
# the usual way, like
# VAR | 5*t1 + start(1.5)*t2 + par_label*t3 (left to write ordering)
thresh_lines <- grep("^\\s*[A-z]+\\w*\\|\\d+", lavaan_out, perl = TRUE)
if (length(thresh_lines) > 0L) {
thresh_vars <- unname(sub("^\\s*([A-z]+\\w*).*", "\\1",
lavaan_out[thresh_lines], perl = TRUE))
thresh_split <- split(thresh_lines, thresh_vars)
drop_elements <- c()
for (i in seq_along(thresh_split)) {
this_set <- lavaan_out[thresh_split[[i]]]
tnum <- as.integer(sub("^\\s*[A-z]+\\w*\\|(\\d+)\\s*.*", "\\1", this_set))
this_set <- this_set[order(tnum)]
# ensure that threshold numbering matches ascending order
this_set <- sub("[^~]+\\s*~\\s*", "",
this_set, perl = TRUE) # drop variable and ~
# convert to new t1, t2 syntax by combining modifiers
# with threshold numbers
this_set <- sapply(seq_along(this_set), function(j) {
# gsub("[^~]+\\s*~\\s*([\\w\\.\\-]+\\*)*1",
# paste0("\\1t", j), this_set[j], perl=TRUE)
gsub("([\\w\\.\\-]+\\*)*1", paste0("\\1t", j), this_set[j], perl = TRUE)
})
new_str <- paste(names(thresh_split)[i], "|",
paste(this_set, collapse = " + "))
# replace in model string on the first line having relevant syntax
lavaan_out[thresh_split[[i]][1]] <- new_str
drop_elements <- c(drop_elements, thresh_split[[i]][-1])
}
lavaan_out <- lavaan_out[-drop_elements]
}
# tack on constraint syntax, if included
lavaan_out <- c(lavaan_out, con_syntax)
# for now, include a final lav_mplus_trim call since some arguments have
# leading/trailing space stripped.
wrap <- paste(lav_mplus_cmd_wrap(lavaan_out, width = 90, exdent = 5),
collapse = "\n") # lav_mplus_trim(
wrap
}
lav_mplus_lavaan <- function(inpfile, run = TRUE) {
stopifnot(length(inpfile) == 1L)
stopifnot(grepl("\\.inp$", inpfile, ignore.case = TRUE))
if (!file.exists(inpfile)) {
lav_msg_stop(gettext("Could not find file:"), inpfile)
}
# for future consideration. For now, require a .inp file
# if (length(inpfile) == 1L && grepl("\\.inp$", inpfile)) {
# if (!file.exists(inpfile)) { stop("Could not find file: ", inpfile) }
# inpfile.text <- scan(inpfile, what="character", sep="\n",
# strip.white=FALSE, blank.lines.skip=FALSE, quiet=TRUE)
# } else {
# #assume that inpfile itself is syntax (e.g., in a character vector)
# inpfile.text <- inpfile
# }
inpfile_text <- scan(inpfile, what = "character", sep = "\n",
strip.white = FALSE, blank.lines.skip = FALSE, quiet = TRUE)
sections <- lav_mplus_text_sections(inpfile_text, inpfile)
mplus_inp <- list()
mplus_inp$title <- lav_mplus_trim(paste(sections$title, collapse = " "))
mplus_inp$data <- lav_mplus_text_fields(sections$data, required = "file")
mplus_inp$variable <- lav_mplus_text_fields(sections$variable,
required = "names")
mplus_inp$analysis <- lav_mplus_text_fields(sections$analysis)
meanstructure <- "default" # lavaan default
if (!is.null(mplus_inp$analysis$model)) {
if (tolower(mplus_inp$analysis$model) == "nomeanstructure") {
meanstructure <- FALSE
} # explicitly disable mean structure
}
information <- "default" # lavaan default
if (!is.null(mplus_inp$analysis$information)) {
information <- tolower(mplus_inp$analysis$information)
}
estimator <- "default"
if (!is.null(est <- mplus_inp$analysis$estimator)) {
# no memory of what this is up to....
if (toupper(est) == "MUML") lav_msg_warn(gettext(
"Mplus does not support MUML estimator. Using default instead."))
estimator <- est
# march 2013: handle case where categorical data are specified,
# but ML-based estimator requested.
# use WLSMV instead
if (!is.null(mplus_inp$variable$categorical) &&
toupper(substr(mplus_inp$analysis$estimator, 1, 2)) == "ML") {
lav_msg_warn(gettext(
"Lavaan does not yet support ML-based estimation for categorical data.
Reverting to WLSMV"))
estimator <- "WLSMV"
}
}
# expand hyphens in variable names and split into vector
# that will be the names for read.table
mplus_inp$variable$names <-
strsplit(lav_mplus_expand_cmd(mplus_inp$variable$names), "\\s+",
perl = TRUE)[[1]]
# expand hyphens in categorical declaration
if (!is.null(mplus_inp$variable$categorical))
mplus_inp$variable$categorical <- strsplit(
lav_mplus_expand_cmd(mplus_inp$variable$categorical), "\\s+",
perl = TRUE)[[1]]
# convert mplus syntax to lavaan syntax
mplus_inp$model <- lav_mplus_syntax_model(sections$model)
# handle model constraint
if ("model.constraint" %in% names(sections)) {
mplus_inp$model.constraint <-
lav_mplus_syntax_con(sections$model.constraint)
mplus_inp$model <-
paste(mplus_inp$model, mplus_inp$model.constraint, sep = "\n")
}
# read mplus data (and handle missing spec)
mplus_inp$data <- lav_mplus_path_data(mplus_inp, inpfile)
# handle bootstrapping specification
se <- "default"
bootstrap <- 1000L
test <- "default"
if (!is.null(mplus_inp$analysis$bootstrap)) {
boot_type <- "standard"
# check whether standard versus residual bootstrap is specified
if ((boot_match <- regexpr("\\((\\w+)\\)", mplus_inp$analysis$bootstrap,
perl = TRUE)) > 0L) {
boot_type <- tolower(substr(mplus_inp$analysis$bootstrap,
attr(boot_match, "capture.start"), attr(boot_match, "capture.start") +
attr(boot_match, "capture.length") - 1L))
}
if (boot_type == "residual") test <- "Bollen.Stine"
se <- "bootstrap"
if ((nboot_match <- regexpr("^\\s*(\\d+)",
mplus_inp$analysis$bootstrap, perl = TRUE)) > 0L) {
bootstrap <- as.numeric(substr(mplus_inp$analysis$bootstrap,
attr(nboot_match, "capture.start"), attr(nboot_match, "capture.start") +
attr(nboot_match, "capture.length") - 1L))
}
}
if (run) {
fit <- sem(mplus_inp$model, data = mplus_inp$data, meanstructure =
meanstructure, mimic = "Mplus", estimator = estimator, test = test,
se = se, bootstrap = bootstrap, information = information)
fit@external <- list(mplus.inp = mplus_inp)
} else {
fit <- mplus_inp # just return the syntax outside of a lavaan object
}
fit
}
lav_mplus_text_fields <- function(section_text, required) {
if (is.null(section_text)) {
return(NULL)
}
# The parser breaks down when there is a line with a trailing comment because
# then splitting on semicolon will combine it with the following line
# Thus, trim off trailing comments before initial split
section_text <- gsub("\\s*!.*$", "", section_text, perl = TRUE)
section_split <- strsplit(paste(section_text, collapse = " "), ";",
fixed = TRUE)[[1]] # split on semicolons
section_divide <- list()
for (cmd in section_split) {
if (grepl("^\\s*!.*", cmd, perl = TRUE)) next # skip comment lines
if (grepl("^\\s+$", cmd, perl = TRUE)) next # skip blank lines
# mplus is apparently tolerant of specifications that don't include IS/ARE/=
# example: usevariables x1-x10;
# thus, split on spaces and assume that first element is lhs,
# drop second element if IS/ARE/=, and assume remainder is rhs
# but if user uses equals sign, then spaces will not always
# be present (e.g., usevariables=x1-x10)
if ((leading_equals <- regexpr(
"^\\s*[A-Za-z]+[A-Za-z_-]*\\s*(=)", cmd[1L], perl = TRUE))[1L] > 0) {
cmd_name <- lav_mplus_trim(substr(cmd[1L], 1,
attr(leading_equals, "capture.start") - 1))
cmd_args <- lav_mplus_trim(substr(cmd[1L],
attr(leading_equals, "capture.start") + 1, nchar(cmd[1L])))
} else {
cmd_spacesplit <-
strsplit(lav_mplus_trim(cmd[1L]), "\\s+", perl = TRUE)[[1L]]
if (length(cmd_spacesplit) < 2L) {
# for future: make room for this function to parse things
# like just TECH13 (no rhs)
} else {
cmd_name <- lav_mplus_trim(cmd_spacesplit[1L])
if (length(cmd_spacesplit) > 2L && tolower(cmd_spacesplit[2L]) %in%
c("is", "are")) {
cmd_args <- paste(cmd_spacesplit[3L:length(cmd_spacesplit)],
collapse = " ") # remainder, removing is/are
} else {
cmd_args <- paste(cmd_spacesplit[2L:length(cmd_spacesplit)],
collapse = " ") # is/are not used, so just join rhs
}
}
}
section_divide[[make.names(tolower(cmd_name))]] <- cmd_args
}
if (!missing(required)) {
stopifnot(all(required %in% names(section_divide)))
}
section_divide
}
# helper function
lav_mplus_path_splitted <- function(abspath) {
# function to split path into path and filename
# code adapted from R.utils filePath command
if (!is.character(abspath)) lav_msg_stop(gettext(
"Path not a character string"))
if (nchar(abspath) < 1 || is.na(abspath)) lav_msg_stop(gettext(
"Path is missing or of zero length"))
components <- strsplit(abspath, split = "[\\/]")[[1]]
lcom <- length(components)
stopifnot(lcom > 0)
# the file is the last element in the list.
# In the case of length == 1, this will extract the only element.
rel_filename <- components[lcom]
absolute <- FALSE
if (lcom == 1) {
dirpart <- NA_character_
} else if (lcom > 1) {
# drop the file from the list (the last element)
components <- components[-lcom]
dirpart <- do.call("file.path", as.list(components))
# if path begins with C:, /, //, or \\, then treat as absolute
if (grepl("^([A-Z]{1}:|/|//|\\\\)+.*$", dirpart, perl = TRUE))
absolute <- TRUE
}
list(directory = dirpart, filename = rel_filename, absolute = absolute)
}
lav_mplus_path_data <- function(mplus_inp, inpfile) {
# handle issue of lav_mplus_lavaan being called with an absolute path,
# whereas mplus has only a local data file
inpfile_split <- lav_mplus_path_splitted(inpfile)
datfile_split <- lav_mplus_path_splitted(mplus_inp$data$file)
# if inp file target directory is non-empty, but mplus data is without
# directory, then append inp file directory to mplus data. This ensures that
# R need not be in the working directory to read the dat file. But if mplus
# data has an absolute directory, don't append
# if mplus data directory is present and absolute, or if no directory
# in input file, just use filename as is
if (!is.na(datfile_split$directory) && datfile_split$absolute) {
dat_file <- mplus_inp$data$file
# else: just use mplus data filename if it has absolute path
} else if (is.na(inpfile_split$directory)) {
dat_file <- mplus_inp$data$file
} else {
# just use mplus data filename if inp file is missing path (working dir)
dat_file <- file.path(inpfile_split$directory, mplus_inp$data$file)
} # dat file path is relative or absent, and inp file directory is present
if (!file.exists(dat_file)) {
lav_msg_warn(gettext("Cannot find data file:"), dat_file)
return(NULL)
}
# handle missing is/are:
miss_list <- NULL
if (!is.null(miss_spec <- mplus_inp$variable$missing)) {
expand_miss_vec <- function(miss_str) {
# sub-function to obtain a vector of all missing values
# within a set of parentheses
miss_split <- strsplit(miss_str, "\\s+")[[1L]]
miss_vals <- c()
for (f in miss_split) {
if ((hyphen_pos <- regexpr("\\d+(-)\\d+", f, perl = TRUE))[1L] > -1L) {
# expand hyphen
pre_hyphen <- substr(f, 1, attr(hyphen_pos, "capture.start") - 1)
post_hyphen <- substr(f,
attr(hyphen_pos, "capture.start") + 1, nchar(f))
miss_vals <- c(miss_vals, as.character(seq(pre_hyphen, post_hyphen)))
} else {
# append to vector
miss_vals <- c(miss_vals, f)
}
}
as.numeric(miss_vals)
}
if (miss_spec == "." || miss_spec == "*") { # case 1: MISSING ARE|=|IS .;
na_strings <- miss_spec
} else if ((all_match <- regexpr("\\s*ALL\\s*\\(([^\\)]+)\\)", miss_spec,
perl = TRUE))[1L] > -1L) { # case 2: use of ALL with parens
miss_str <- lav_mplus_trim(substr(miss_spec,
attr(all_match, "capture.start"),
attr(all_match, "capture.start") +
attr(all_match, "capture.length") - 1L))
na_strings <- expand_miss_vec(miss_str)
} else { # case 3: specific missing values per variable
# process each element
miss_blocks <- gregexpr("(?:(\\w+)\\s+\\(([^\\)]+)\\))+", miss_spec,
perl = TRUE)[[1]]
miss_list <- list()
if (miss_blocks[1L] > -1L) {
for (i in seq_along(miss_blocks)) {
vname <- substr(miss_spec, attr(miss_blocks,
"capture.start")[i, 1L], attr(miss_blocks, "capture.start")[i, 1L] +
attr(miss_blocks, "capture.length")[i, 1L] - 1L)
vmiss <- substr(miss_spec, attr(miss_blocks, "capture.start")[i, 2L],
attr(miss_blocks, "capture.start")[i, 2L] + attr(miss_blocks,
"capture.length")[i, 2L] - 1L)
vname_hyphen <- regexpr("(\\w+)-(\\w+)", vname, perl = TRUE)[1L]
if (vname_hyphen > -1L) {
# lookup against variable names
vstart <- which(mplus_inp$variable$names == substr(vname,
attr(vname_hyphen, "capture.start")[1L], attr(vname_hyphen,
"capture.start")[1L]
+ attr(vname_hyphen, "capture.length")[1L] - 1L))
vend <- which(mplus_inp$variable$names ==
substr(vname, attr(vname_hyphen, "capture.start")[2L],
attr(vname_hyphen, "capture.start")[2L] +
attr(vname_hyphen, "capture.length")[2L] - 1L))
if (length(vstart) == 0L || length(vend) == 0L) {
lav_msg_stop(gettext("Unable to lookup missing variable list: "),
vname)
}
# I suppose start or finish could be mixed up
if (vstart > vend) {
vstart_orig <- vstart
vstart <- vend
vend <- vstart_orig
}
vname <- mplus_inp$variable$names[vstart:vend]
}
miss_vals <- expand_miss_vec(vmiss)
for (j in seq_along(vname)) {
miss_list[[vname[j]]] <- miss_vals
}
}
} else {
lav_msg_stop(gettext("I don't understand this missing specification:"),
miss_spec)
}
}
} else {
na_strings <- "NA"
}
if (!is.null(miss_list)) {
dat <- read.table(dat_file, header = FALSE,
col.names = mplus_inp$variable$names, colClasses = "numeric")
# loop over variables in missList and set missing values to NA
dat[, names(miss_list)] <- lapply(names(miss_list), function(vmiss) {
dat[which(dat[, vmiss] %in% miss_list[[vmiss]]), vmiss] <- NA
dat[, vmiss]
})
names(dat) <- mplus_inp$variable$names # loses these from the lapply
} else {
dat <- read.table(dat_file, header = FALSE,
col.names = mplus_inp$variable$names, na.strings = na_strings,
colClasses = "numeric")
}
# TODO: support covariance/mean+cov inputs
# store categorical variables as ordered factors
if (!is.null(mplus_inp$variable$categorical)) {
dat[, c(mplus_inp$variable$categorical)] <-
lapply(dat[, c(mplus_inp$variable$categorical), drop = FALSE], ordered)
}
dat
}
lav_mplus_text_sections <- function(inpfile_text, filename) {
input_headers <- grep(
"^\\s*(title:|data.*:|variable:|define:|analysis:|model.*:|output:|savedata:|plot:|montecarlo:)", # nolint
inpfile_text, ignore.case = TRUE, perl = TRUE)
stopifnot(length(input_headers) > 0L)
mplus_sections <- list()
for (h in seq_along(input_headers)) {
section_end <- ifelse(h < length(input_headers), input_headers[h + 1] - 1,
length(inpfile_text))
section <- inpfile_text[input_headers[h]:section_end]
section_name <- lav_mplus_trim(sub("^([^:]+):.*$", "\\1", section[1L],
perl = TRUE)) # obtain text before the colon
# dump section name from input syntax
section[1L] <- sub("^[^:]+:(.*)$", "\\1", section[1L], perl = TRUE)
mplus_sections[[make.names(tolower(section_name))]] <- section
}
mplus_sections
}
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