Package 'astgrepr'

Title: Parse and Manipulate R Code
Description: Parsing R code is key to build tools such as linters and stylers. This package provides a binding to the Rust crate 'ast-grep' so that one can parse and explore R code.
Authors: Etienne Bacher [aut, cre, cph]
Maintainer: Etienne Bacher <[email protected]>
License: MIT + file LICENSE
Version: 0.0.8
Built: 2024-11-17 05:56:47 UTC
Source: https://github.com/etiennebacher/astgrepr

Help Index

Build a rule

Description

Rules are the core of astgrepr. Those are used to search for nodes and are used in ⁠node_match*()⁠ and ⁠node_find*()⁠ functions. ast_rule() is a very flexible function that allows one to build simple rules but also much more complex and specific ones.

Usage

ast_rule(
  pattern = NULL,
  kind = NULL,
  regex = NULL,
  inside = NULL,
  has = NULL,
  precedes = NULL,
  follows = NULL,
  all = NULL,
  any = NULL,
  not = NULL,
  matches = NULL,
  id = NULL
)

Arguments

pattern

The pattern to look for. This can be a string or an object of class "astgrep_pattern_rule" created by pattern_rule(). This can contain meta-variables to capture certain elements. Those meta-variables can then be recovered with node_get_match() and node_get_multiple_matches(). The meta-variables must start with $ and have only uppercase letters, e.g. ⁠$VAR⁠.
kind

The kind of nodes to look for.
regex

A regex used to look for nodes. This must follow the syntax of the Rust regex crate.
inside

In which node should the node we look for be positioned? This can be another rule made with ast_rule() or an object of class "astgrep_relational_rule" created with relational_rule().
has

Same input type as inside, but this looks for nodes that contain another type of node.
precedes

Same input type as inside, but this looks for nodes that precede another type of node.
follows

Same input type as inside, but this looks for node that follow another type of node.
all

This takes one or a list of rules made with ast_rule(). It only matches nodes that respect all of the rules.
any

This takes one or a list of rules made with ast_rule(). It matches nodes that respect any of the rules.
not

This takes one or a list of rules made with ast_rule(). It excludes those nodes from the selection.
matches

This takes the id of another rule. It is useful to reuse rules.
id

The name of this rule. This can be reused in another rule with matches.

Value

A list (possibly nested) with the class "astgrep_rule".

About meta-variables

Meta-variables allow us to capture some of the content in a pattern. Usually, using $ followed by an id in uppercase letters is enough: 

src <- "any(duplicated(x))"

root <- src |>
  tree_new() |>
  tree_root()

root |>
  node_find(ast_rule(pattern = "any(duplicated($A))"))
#> <List of 1 rule>
#> |--rule_1: 1 node

However, in some cases using $ is a problem. For instance, if we want to capture a column name coming after $, then we can't use $ both as code and as identifier. 

src <- "df$a"

root <- src |>
  tree_new() |>
  tree_root()

root |>
  node_find(ast_rule(pattern = "df$$A"))
#> <List of 1 rule>
#> |--rule_1: 0 node

In this situation, we can use µ instead: 

root |>
  node_find(ast_rule(pattern = "df$µA"))
#> <List of 1 rule>
#> |--rule_1: 1 node

Examples

ast_rule(pattern = "print($A)")

ast_rule(
  pattern = "print($A)",
  inside = ast_rule(
    any = ast_rule(
      kind = c("for_statement", "while_statement")
    )
  )
)

Recover the tree root from a node

Description

Recover the tree root from a node

Usage

node_get_root(x)

Arguments

x

A node, either from tree_root() or from another ⁠node_*()⁠ function.

Examples

src <- "
print('hi')
fn <- function() {
  print('hello')
}
"
root <- src |>
  tree_new() |>
  tree_root()

root |>
  node_find(ast_rule(pattern = "print($A)")) |>
  node_get_root() |>
  tree_root() |>
  node_text()

Find the kind of a node

Description

Find the kind of a node

Usage

node_kind(x)

Arguments

x

A node, either from tree_root() or from another ⁠node_*()⁠ function.

Examples

src <- "x <- rnorm(100, mean = 2)
    any(duplicated(y))
    x <- z + 1
    any(duplicated(x))"

root <- src |>
  tree_new() |>
  tree_root()

root |>
  node_find(ast_rule(pattern = "any(duplicated($VAR))")) |>
  node_kind()

root |>
  node_find(ast_rule(pattern = "$X + $VALUE")) |>
  node_kind()

Find node(s) matching a pattern

Description

Those functions find one or several nodes based on some rule:

  • node_find() returns the first node that is found;

  • node_find_all() returns a list of all nodes found.

Some arguments (such as kind) require some knowledge of the tree-sitter grammar of R. This grammar can be found here: https://github.com/r-lib/tree-sitter-r/blob/main/src/grammar.json.

Usage

node_find(x, ..., files = NULL)

node_find_all(x, ..., files = NULL)

Arguments

x

A node, either from tree_root() or from another ⁠node_*()⁠ function.
...

Any number of rules created with ast_rule().
files

A vector of filenames containing rules. Those must be .yaml files.

Value

node_find() returns a single SgNode.

node_find_all() returns a list of SgNodes.

Examples

src <- "x <- rnorm(100, mean = 2)
    any(duplicated(y))
    plot(mtcars)
    any(duplicated(x))"

root <- src |>
  tree_new() |>
  tree_root()

root |>
  node_find(ast_rule(pattern = "any(duplicated($A))"))

root |>
  node_find_all(ast_rule(pattern = "any(duplicated($A))"))

# using the 'kind' of the nodes to find elements
src <- "
  a <- 1
  while (TRUE) { print('a') }
"

root <- src |>
  tree_new() |>
  tree_root()

root |>
  node_find(ast_rule(kind = "while_statement"))

# one can pass several rules at once
src <- "x <- rnorm(100, mean = 2)
    any(duplicated(y))
    plot(mtcars)
    any(duplicated(x))
    while (TRUE) { print('a') }"
root <- src |>
  tree_new() |>
  tree_root()

root |>
  node_find(
    ast_rule(pattern = "any(duplicated($A))"),
    ast_rule(kind = "while_statement")
  )

root |>
  node_find_all(
    ast_rule(pattern = "any(duplicated($A))"),
    ast_rule(kind = "while_statement")
  )

Change the code in the tree

Description

node_replace() gives the replacement for a particular node. node_replace_all() does the same but for several nodes (e.g. the output of node_find_all()). The output of those functions can be passed to tree_rewrite() to rewrite the entire input code with those replacements.

Usage

node_replace(x, ...)

node_replace_all(x, ...)

Arguments

x

A node, either from tree_root() or from another ⁠node_*()⁠ function.
...

Named elements where the name is a rule ID and the value is a character string indicating the replacement to apply to nodes that match this rule. Meta-variables are accepted but the syntax is different: they must be wrapped in ⁠~~⁠, e.g "anyNA(~~VAR~~)".

Examples

src <- "
x <- c(1, 2, 3)
any(duplicated(x), na.rm = TRUE)
any(duplicated(x))
if (any(is.na(x))) {
  TRUE
}
any(is.na(y))"

root <- tree_new(src) |>
  tree_root()


### Only replace the first nodes found by each rule

nodes_to_replace <- root |>
  node_find(
    ast_rule(id = "any_na", pattern = "any(is.na($VAR))"),
    ast_rule(id = "any_dup", pattern = "any(duplicated($VAR))")
  )

nodes_to_replace |>
  node_replace(
    any_na = "anyNA(~~VAR~~)",
    any_dup = "anyDuplicated(~~VAR~~) > 0"
  )

### Replace all nodes found by each rule

nodes_to_replace <- root |>
  node_find(
    ast_rule(id = "any_na", pattern = "any(is.na($VAR))"),
    ast_rule(id = "any_dup", pattern = "any(duplicated($VAR))")
  )

nodes_to_replace |>
  node_replace(
    any_na = "anyNA(~~VAR~~)",
    any_dup = "anyDuplicated(~~VAR~~) > 0"
  )

Get the match(es) from a meta-variable

Description

Those functions extract the content of the meta-variable specified in node_find():

  • node_get_match() is used when the meta-variable refers to a single pattern, e.g. ⁠"plot($A)⁠;

  • node_get_multiple_matches() is used when the meta-variable captures all elements in a pattern, e.g. "plot($$$A)".

Usage

node_get_match(x, meta_var)

node_get_multiple_matches(x, meta_var)

Arguments

x

A node, either from tree_root() or from another ⁠node_*()⁠ function.
meta_var

The name given to one of the meta-variable(s) in node_find().

Examples

src <- "x <- rnorm(100, mean = 2)
    plot(mtcars)"

root <- src |>
  tree_new() |>
  tree_root()

# we capture a single element with "$A" so node_get_match() can be used
root |>
  node_find(ast_rule(pattern = "plot($A)")) |>
  node_get_match("A")

# we can specify the variable to extract
root |>
  node_find(ast_rule(pattern = "rnorm($A, $B)")) |>
  node_get_match("B")

# we capture many elements with "$$$A" so node_get_multiple_matches() can
# be used here
root |>
  node_find(ast_rule(pattern = "rnorm($$$A)")) |>
  node_get_multiple_matches("A")

Get more precise information on a node

Description

Get more precise information on a node

Usage

node_matches(x, ..., files = NULL)

node_inside(x, ..., files = NULL)

node_has(x, ..., files = NULL)

node_precedes(x, ..., files = NULL)

node_follows(x, ..., files = NULL)

Arguments

x

A node, either from tree_root() or from another ⁠node_*()⁠ function.
...

Any number of rules created with ast_rule().
files

A vector of filenames containing rules. Those must be .yaml files.

Examples

src <- "
print('hi')
fn <- function() {
  print('hello')
}
"
root <- src |>
  tree_new() |>
  tree_root()

some_node <- root |>
  node_find(ast_rule(pattern = "print($A)"))

node_text(some_node)

some_node |>
  node_get_match("A") |>
  node_matches(ast_rule(kind = "argument"))

Get information on nodes

Description

Get information on whether a node is a leaf (meaning that it doesn't have any children) and whether it is named.

Usage

node_is_leaf(x)

node_is_named(x)

node_is_named_leaf(x)

Arguments

x

A node, either from tree_root() or from another ⁠node_*()⁠ function.

Value

A logical value.

Examples

src <- "x <- rnorm(100, mean = 2)
    any(duplicated(y))
    x <- z + 1
    any(duplicated(x))"

root <- src |>
  tree_new() |>
  tree_root()

node_is_leaf(root)

root |>
  node_find(ast_rule(pattern = "z")) |>
  node_is_leaf()

root |>
  node_find(ast_rule(pattern = "z")) |>
  node_is_named()

Get the start and end positions of a node

Description

Get the start and end positions of a node

Usage

node_range(x)

node_range_all(x)

Arguments

x

A node, either from tree_root() or from another ⁠node_*()⁠ function.

Value

A list of two elements: start and end. Each of those is a vector with two values indicating the row and column. Those are 0-indexed.

Examples

src <- "x <- rnorm(100, mean = 2)
    any(duplicated(y))
    plot(x)
    any(duplicated(x))"

root <- src |>
  tree_new() |>
  tree_root()

node_range(root)

root |>
  node_find(ast_rule(pattern = "rnorm($$$A)")) |>
  node_range()

# There is also an "_all" variant when there are several nodes per rule
root |>
  node_find_all(
    ast_rule(pattern = "any(duplicated($A))"),
    ast_rule(pattern = "plot($A)")
  ) |>
  node_range_all()

Extract the code corresponding to one or several nodes

Description

Those functions extract the code corresponding to the node(s):

Usage

node_text(x)

node_text_all(x)

Arguments

x

A node, either from tree_root() or from another ⁠node_*()⁠ function.

Examples

src <- "x <- rnorm(100, mean = 2)
    any(duplicated(y))
    plot(mtcars)
    any(duplicated(x))"

root <- src |>
  tree_new() |>
  tree_root()

# node_text() must be applied on single nodes
root |>
  node_find(ast_rule(pattern = "plot($A)")) |>
  node_text()

# node_find_all() returns a list on nodes on which
# we can use node_text_all()
root |>
  node_find_all(ast_rule(pattern = "any(duplicated($A))")) |>
  node_text_all()

Navigate the tree

Description

This is a collection of functions used to navigate the tree. Some of them have a variant that applies on a single node (e.g. node_next()) and one that applies on a list of nodes (e.g. node_next_all()):

  • node_prev(), node_prev_all(), node_next(), and node_next_all() get the previous and next node(s) that are at the same depth as the current node;

  • node_parent(), node_ancestors(), node_child() and node_children() get the node(s) that are above or below the current node in terms of depth. All nodes except the root node have at least one node (the root).

Usage

node_parent(x)

node_child(x, nth)

node_ancestors(x)

node_children(x)

node_next(x)

node_next_all(x)

node_prev(x)

node_prev_all(x)

Arguments

x

A node, either from tree_root() or from another ⁠node_*()⁠ function.
nth

Integer. The child node to find. This is 0-indexed, so setting nth = 0 gets the first child.

Examples

### get the previous/next node ---------------------------

src <- "
print('hi there')
a <- 1
fn <- function(x) {
  x + 1
}
"
root <- src |>
  tree_new() |>
  tree_root()

root |>
  node_find(ast_rule(pattern = "a <- $A")) |>
  node_prev() |>
  node_text()

root |>
  node_find(ast_rule(pattern = "a <- $A")) |>
  node_next() |>
  node_text()

# there are nodes inside the function, but there are no more nodes on the
# same level as "fn"
root |>
  node_find(ast_rule(pattern = "a <- $A")) |>
  node_next_all() |>
  node_text_all()


### get the parent/child node ---------------------------

src <- "
print('hi there')
a <- 1
fn <- function(x) {
  x + 1
}
"
root <- src |>
  tree_new() |>
  tree_root()

root |>
  node_find(ast_rule(pattern = "$VAR + 1")) |>
  node_parent() |>
  node_text()

root |>
  node_find(ast_rule(pattern = "$VAR + 1")) |>
  node_ancestors() |>
  node_text_all()

root |>
  node_find(ast_rule(pattern = "$VAR + 1")) |>
  node_child(0) |>
  node_text()

root |>
  node_find(ast_rule(pattern = "$VAR + 1")) |>
  node_children() |>
  node_text_all()

Build a pattern rule

Description

This is a specific type of rule. It can be used in the more general ruleset built with ast_rule().

Usage

pattern_rule(selector = NULL, context = NULL, strictness = "smart")

Arguments

selector

Defines the surrounding code that helps to resolve any ambiguity in the syntax.
context

Defines the sub-syntax node kind that is the actual matcher of the pattern.
strictness

Optional, defines how strictly pattern will match against nodes. See 'Details'.

Details

The strictness parameter defines the type of nodes the ast-grep matcher should consider. It has the following values:

  • cst: All nodes in the pattern and target code must be matched. No node is skipped.

  • smart: All nodes in the pattern must be matched, but it will skip unnamed nodes in target code. This is the default behavior.

  • ast: Only named AST nodes in both pattern and target code are matched. All unnamed nodes are skipped.

  • relaxed: Named AST nodes in both pattern and target code are matched. Comments and unnamed nodes are ignored.

  • signature: Only named AST nodes' kinds are matched. Comments, unnamed nodes and text are ignored.

More information: https://ast-grep.github.io/guide/rule-config/atomic-rule.html#pattern-object

Build a relational rule

Description

Build a relational rule

Usage

relational_rule(stopBy = "neighbor", field = NULL, regex = NULL)

Arguments

stopBy

todo
field

todo
regex

todo

Create a syntax tree

Description

This function takes R code as string and creates the corresponding abstract syntax tree (AST) from which we can query nodes.

Usage

tree_new(txt, file, ignore_tags = "ast-grep-ignore")

Arguments

txt

A character string of length 1 containing the code to parse. If provided, file must not be provided.
file

Path to file containing the code to parse. If provided, txt must not be provided.
ignore_tags

Character vector indicating the tags to ignore. Default is "ast-grep-ignore", meaning that any line that follows ⁠# ast-grep-ignore⁠ will be ignored in the output of ⁠node_*()⁠ functions.

Examples

src <- "x <- rnorm(100, mean = 2)
    any(duplicated(y))
    plot(x)
    any(duplicated(x))"

tree_new(src)

Rewrite the tree with a list of replacements

Description

Rewrite the tree with a list of replacements

Usage

tree_rewrite(root, replacements)

Arguments

root

The root tree, obtained via tree_root()
replacements

A list of replacements, obtained via node_replace() or node_replace_all().

Value

A string character corresponding to the code used to build the tree root but with replacements applied.

Examples

src <- "x <- c(1, 2, 3)
any(duplicated(x), na.rm = TRUE)
any(duplicated(x))
if (any(is.na(x))) {
  TRUE
}
any(is.na(y))"

root <- tree_new(src) |>
  tree_root()


### Only replace the first nodes found by each rule

nodes_to_replace <- root |>
  node_find(
    ast_rule(id = "any_na", pattern = "any(is.na($VAR))"),
    ast_rule(id = "any_dup", pattern = "any(duplicated($VAR))")
  )

fixes <- nodes_to_replace |>
  node_replace(
    any_na = "anyNA(~~VAR~~)",
    any_dup = "anyDuplicated(~~VAR~~) > 0"
  )

# original code
cat(src)

# new code
tree_rewrite(root, fixes)


### Replace all nodes found by each rule

nodes_to_replace <- root |>
  node_find_all(
    ast_rule(id = "any_na", pattern = "any(is.na($VAR))"),
    ast_rule(id = "any_dup", pattern = "any(duplicated($VAR))")
  )

fixes <- nodes_to_replace |>
  node_replace_all(
    any_na = "anyNA(~~VAR~~)",
    any_dup = "anyDuplicated(~~VAR~~) > 0"
  )

# original code
cat(src)

# new code
tree_rewrite(root, fixes)

Get the root of the syntax tree

Description

This function takes a tree created by tree_new() and returns the root node containing all subsequent nodes.

Usage

tree_root(x)

Arguments

x

A tree created by tree_new().

Examples

src <- "x <- rnorm(100, mean = 2)
    any(duplicated(y))
    plot(x)
    any(duplicated(x))"

tree <- tree_new(src)
tree_root(tree)