Golang Parser Concepts and Implementation

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In Golang, a parser is a crucial component that breaks down source code into a parse tree, making it easier to analyze and execute. A parser can be implemented using a top-down or bottom-up approach.

The top-down approach starts with the overall structure of the code and recursively breaks it down into smaller parts. This is in contrast to the bottom-up approach, which starts with the smallest units of code and builds up to the overall structure.

A parser in Golang can be implemented using a recursive descent parser, which is a type of top-down parser that uses a recursive function call stack to parse the code. This approach is often used in Golang due to its simplicity and efficiency.

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Parsing

Parsing is a crucial step in working with the Go programming language. There are several functions available for parsing Go source code, including ParseFile and ParseDir.

ParseFile is a function that parses the source code of a single Go source file and returns the corresponding ast.File node. It can be used to parse source code from a filename or from a string, []byte, or io.Reader.

A different take: Golang Go

Credit: youtube.com, GopherCon 2022: Parsing w/o Code Generators: Parser Combinators in Go with Generics - Jeremy Brown

To customize parsing, you can implement the Capture interface, the Parseable interface, or use the ParseTypeWith option to specify a custom parser for union interface types. This allows for more flexibility and control over the parsing process.

Here are some ways to define custom parsers for nodes in the grammar:

  1. Implement the Capture interface.
  2. Implement the Parseable interface.
  3. Use the ParseTypeWith option to specify a custom parser for union interface types.

These options can be used to create custom parsers that meet specific needs, such as parsing SQL statements or other types of data.

Parse Dir Deprecated

ParseDir is deprecated, which means it's no longer recommended for use.

If you try to use ParseDir, you'll notice it doesn't consider build tags when associating files with packages.

If you need precise information about the relationship between packages and files, you should use golang.org/x/tools/go/packages instead.

This other tool can also optionally parse and type-check the files too, which is a big plus.

If you pass a filter to ParseDir, only the files with fs.FileInfo entries passing through the filter and ending in ".go" are considered.

If the directory can't be read, ParseDir will return a nil map and the respective error.

ParseDir will also return a non-nil but incomplete map and the first error encountered if a parse error occurs.

Expand your knowledge: Golang Filter

Func ParseExpr Added in Ingo 1.5

Credit: youtube.com, How To Parse Function Calls

The function ParseExpr was added in Ingo 1.5, and it's a convenience function for obtaining the AST of an expression x. The position information recorded in the AST is undefined, and the filename used in error messages is the empty string.

If syntax errors were found, the result is a partial AST with ast.Bad* nodes representing the fragments of erroneous source code. A scanner.ErrorList is used to return multiple errors, sorted by source position.

The ParseExpr function is similar to ParseExprFrom, but it doesn't have the same requirements for the source code. Specifically, it doesn't require a valid Go (type or value) expression, and the fset must not be nil.

Here's a comparison of the two functions:

Parser Packages

Parser Packages are a great starting point for building parsers in Go. A popular option is the "dead simple parser package" which has a V2 version.

This package includes a comprehensive tutorial that covers the basics of parsing. The tag syntax is also well-documented, making it easy to get started.

Take a look at this: Golang Xml Parser

Credit: youtube.com, GopherCon 2018: How to Write a Parser in Go - Sugu Sougoumarane

Here are some key features of the package:

  • V2: The latest version of the package.
  • Tutorial: A step-by-step guide to building a parser.
  • Tag syntax: The syntax used to define tags in the package.
  • Examples: Code examples to help illustrate how to use the package.

With this package, you'll be building a working parser in no time, as the example shows.

Simple Parser Package

If you're looking for a simple parser package for your Go project, you might want to check out V2. It's a straightforward package that's easy to use.

The package has a comprehensive documentation, including a tutorial that will get you started in no time. The tag syntax is also well-documented, making it easy to understand and use.

One of the key features of V2 is its ability to capture patterns in the input, which can be useful for a wide range of applications. It also supports "union" types, which allow you to define multiple possible inputs.

Here are some of the key features of V2:

  • Custom parsing
  • Lexing
  • Options
  • Examples
  • Performance
  • Concurrency
  • Error reporting
  • Comments
  • Limitations
  • EBNF
  • Syntax/Railroad Diagrams

The package also has a section on performance, which is great if you're working on a high-traffic application. Additionally, it has a section on concurrency, which can be useful if you need to handle multiple inputs at the same time.

Custom Parsing

Credit: youtube.com, Creating custom parsers

Custom parsing is a crucial aspect of parser packages. You can define custom parsers for nodes in the grammar by implementing the Capture interface.

There are three ways to achieve this: implement the Capture interface, implement the Parseable interface, or use the ParseTypeWith option to specify a custom parser for union interface types.

Here are the specific methods you can use:

By using these methods, you can create custom parsers that fit your specific needs and make your parser package more flexible and powerful.

The Types

Parser packages come in different types, each with its own strengths and weaknesses.

Lexical parsers are typically used for the first step of parsing, breaking down text into individual words and symbols.

This is often done using regular expressions, which are a powerful tool for matching patterns in text.

Syntactic parsers are used to analyze the grammar of the text and build a parse tree, showing how the words and symbols are related.

Credit: youtube.com, Types of Parsing

This type of parser is often used for natural language processing tasks, such as language translation and text summarization.

Semantic parsers are used to analyze the meaning of the text and extract specific information, such as entities and relationships.

This type of parser is often used for tasks such as question answering and text classification.

Context-free parsers are a type of syntactic parser that uses a set of production rules to generate a parse tree.

This type of parser is often used for programming language implementation and compiler design.

Recursive descent parsers are a type of context-free parser that uses a set of recursive functions to parse the input text.

This type of parser is often used for parsing complex grammars and generating parse trees.

On a similar theme: Contexts in Golang

Lexer

The lexer is a crucial part of a parser, responsible for breaking down raw bytes into tokens that the parser can understand.

A lexer typically consists of two phases: lexing and parsing. The lexer takes raw bytes and produces tokens, which the parser then consumes and transforms into Go values.

Credit: youtube.com, Introduction to Tokenization | Writing a Custom Language Parser in Golang

The default lexer in Go is based on the text/scanner package, but if you need more control over lexing, you can use the stateful participle/lexer lexer or implement your own lexer.

To use your own lexer, you'll need to implement two interfaces: Definition and Lexer. If that's not flexible enough, you can implement your own lexer from scratch.

Writing a lexer by hand can be a good option, especially if you're working on a larger project like a programming language. Go's bufio library makes it easier to read one character at a time without worrying about performance implications.

You can also use the lexer.MustSimple() and lexer.NewSimple() functions to define a simple, stateless lexer using a slice of lexer.SimpleRule objects. This is a great option when you need to define a lexer for a specific language or syntax.

Parser Concepts

A parser is a crucial part of any language processing system, and in the context of Go, it's used to make sense of tokens generated by the lexer.

Credit: youtube.com, How to Write a Pratt Parser | Writing a Custom Language Parser in Golang

The parser's job is to ensure tokens are in the right order, similar to how we derive meaning from combining words in a sentence.

It constructs an abstract syntax tree (AST) from the tokens, which is what our application will use.

The AST for a SQL SELECT statement, for example, might look like a tree with nodes representing the different parts of the statement.

Here's a quick rundown of the main types of nodes you might see in an AST:

The Basics

A parser is a crucial component in any programming language, and understanding its basics is essential.

Parsing a language involves breaking up a series of characters into tokens, a process called lexing or tokenizing. This is similar to how we break up words in a sentence when we read.

Lexical analysis, or lexing, is the process of tokenizing a string. For example, a SQL SELECT statement can be tokenized into individual tokens such as "SELECT", "WS" (whitespace), "ASTERISK" (the asterisk symbol), and so on.

Credit: youtube.com, Parsing Explained - Computerphile

These tokens are then fed to a parser, which performs semantic analysis to make sense of the tokens and ensure they're in the right order. This is similar to how we derive meaning from combining words in a sentence.

The parser constructs an abstract syntax tree (AST) from the tokens, which is what our application will use. For instance, an AST for a SQL SELECT statement might look like a tree with nodes representing the different tokens.

Here's a quick summary of the parsing process:

This is the foundation of parsing, and understanding these basics will help you build more complex parsers and work with programming languages more effectively.

Func Parseexpr

The ParseExpr function is a convenient way to get the AST of an expression. It's a simple function to use.

The position information in the AST is undefined, and the filename used in error messages is the empty string. This means you won't get any location information if something goes wrong.

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If syntax errors are found, the result is a partial AST with ast.Bad* nodes representing the erroneous source code. This is a way to get some information about what went wrong, even if the parsing failed.

Multiple errors are returned via a scanner.ErrorList, which is sorted by source position. This makes it easier to diagnose and fix issues.

Intriguing read: Golang Error

Lexing

Lexing is a crucial step in the parsing process, and Go provides several tools to make it easier. The default lexer, based on the Go text/scanner package, is surprisingly useful for parsing C/Go-like source code.

You can configure your parser with a lexer using the `participle.Lexer()` option. This is especially useful if you need more control over the lexing process.

A simple, non-stateful lexer can be defined using the `lexer.MustSimple()` and `lexer.NewSimple()` functions. These functions accept a slice of `lexer.SimpleRule` objects, which consist of a key and a regex-style pattern.

Here's an example of how to define a lexer for a form of BASIC:

Using Go/Scanner

Credit: youtube.com, Lexical Scanning in Go - Rob Pike

To parse Go code, you can use the Go/scanner package, which is surprisingly useful for C/Go-like source code. It's a good starting point, but you may need more control over lexing.

To use Go/scanner, you need to call ParseFile, which expects a full Go file starting with package before any other code. This is because the parser transforms tokens into Go values.

If you're parsing an expression, you can use ParseExpr, but it won't help with function declarations. You can try adding package main at the beginning of your code to see the AST you obtain.

Printing the AST in a more readable format can be achieved by replacing the Println call with fmt.Printf("%#v", f). This will show you pretty much the same as before, but in a much more readable format.

Lexing

Lexing is a crucial step in the parsing process, and Go makes it relatively easy with its built-in tools.

The lexer takes raw bytes and produces tokens, which the parser then consumes. This is done through a distinct lexing and parsing phase.

Close-up of a computer screen displaying colorful programming code with depth of field.
Credit: pexels.com, Close-up of a computer screen displaying colorful programming code with depth of field.

You can configure your parser with a lexer using the `participle.Lexer()` option. If you need more control over lexing, you can implement your own lexer.

To use your own lexer, you'll need to implement two interfaces: `Definition` and optionally `StringDefinition` and `BytesDefinition`. If that's not flexible enough, you can implement your own lexer from scratch.

Here are the different types of lexers you can use:

  • Default lexer (based on the Go `text/scanner` package)
  • Stateful lexer (included with `participle/lexer`)
  • Simple lexer (stateless, using `lexer.MustSimple()` and `lexer.NewSimple()` functions)

The simple lexer is particularly useful for defining your own lexer using a slice of `lexer.SimpleRule` objects, consisting of a key and a regex-style pattern.

Here's a rough outline of the steps involved in creating a lexer:

1. Choose a lexer type (default, stateful, or simple)

2. Implement the required interfaces (if using a custom lexer)

3. Configure your parser with the lexer using `participle.Lexer()`

4. Use the lexer to produce tokens from raw bytes

Parser Generation

Parser Generation is a crucial step in building a Go parser.

The Go parser uses a recursive descent parser to generate the parser.

Credit: youtube.com, Discussion: Making Programming Language Parsers, etc (Q&A is in separate video).

This approach is based on the concept of a top-down parser, where the parser starts with the overall structure of the language and breaks it down into smaller parts.

The parser is generated from a set of grammar rules that define the structure of the Go language.

These rules are used to create a parse tree, which represents the syntactic structure of the Go program.

The parser is designed to handle a wide range of Go syntax, including expressions, statements, and declarations.

It uses a combination of lookahead and backtracking to ensure that it can handle ambiguous input.

The parser is also capable of handling errors and producing informative error messages.

This makes it a valuable tool for developers who need to write Go parsers or work with Go code.

Parser Design

A parser in Go can be implemented using a standard 2-stage process: a lexer and a parser. This design choice makes it easier to add features in the future.

Credit: youtube.com, Zürich Go Meetup: Zero-effort Type-safe Parsing of JSON and XML

The lexer takes in a stream of characters and produces a stream of tokens, which are then used by the parser to produce a Recipe. This is a common structure used in "real" parsers for programming languages.

The lexer contains concerns about whitespace and characters, absorbing each stretch of spaces into a single "whitespace" token. It decides whether something is a word or a keyword, and only cares about the structure at a very low level.

  • there should only be using alphanumeric characters and whitespace
  • t, T, c, and q are keywords when used alone
  • words are separated by whitespace and don’t include digits

The parser thinks in terms of tokens, ignoring whitespace except for newlines, and each line should have a number, then a unit, then a word. This arrangement is easier to debug because each part is separately testable.

AST to Code

AST to Code is a useful feature in parser design. It allows you to print an Abstract Syntax Tree (AST) into the corresponding source code.

The go/printer package makes it easy to see what information is stored in the AST. This package can be used to print the source code we parsed originally.

Replacing parser.AllErrors with parser.ImportsOnly or other possible values affects what information is kept in the AST. This is a good point to see how different values of the parsing mode impact the AST.

Designing My

Credit: youtube.com, Building a Parser from scratch. Lecture [1/18]: Tokenizer | Parser

A standard 2-stage process is used, consisting of a lexer and a parser. This design choice makes it easier to add more features in the future.

The lexer takes in a stream of characters from the file and produces a stream of tokens. It absorbs each stretch of spaces into a single "whitespace" token.

The lexer only cares about the structure at a very low level, with concerns such as:

  • there should only be using alphanumeric characters and whitespace
  • t, T, c, and q are keywords when used alone
  • words are separated by whitespace and don’t include digits

The parser has more high-level concerns, thinking in terms of tokens like numbers and words. It ignores whitespace, except for newlines.

The parser thinks about things like:

  • each line should have a number, then a unit, then a word

This arrangement is easier to debug because each part is separately testable.

Expanding the Problem

Defining the format precisely is key to making the implementation easy. This is a crucial step in parser design, as seen in the recipe problem where the format of the input files is defined as one ingredient per line.

The recipe format is pretty simple, consisting of a number, a unit, and an ingredient name. For example, "2 cups flour" is a valid ingredient line.

Parser Implementation

Credit: youtube.com, Golang URL Parsing && NoTalk

Parser Implementation is surprisingly straightforward in Go. The dead simple parser package offers a V2 version, which is a good place to start.

You can find a tutorial on how to use it, and the tag syntax is actually quite easy to grasp. The package includes an overview of the grammar syntax, which is essential for capturing the structure of your data.

Some notable features of the parser implementation include capturing, union types, and custom parsing, which can be useful for more complex parsing tasks.

The Functions

The ParseFile function parses the source code of a single Go source file and returns the corresponding ast.File node.

This function can take either the filename of the source file or the source code itself via the src parameter. If src isn't nil, the function parses the source from src and only uses the filename for recording position information.

The type of the argument for the src parameter must be string, []byte, or io.Reader. If src is nil, the function parses the file specified by the filename.

Credit: youtube.com, Understanding parser combinators: a deep dive - Scott Wlaschin

The mode parameter controls the amount of source text parsed and other optional parser functionality. If the SkipObjectResolution mode bit is set, the object resolution phase of parsing will be skipped.

This is recommended because it causes File.Scope, File.Unresolved, and all Ident.Obj fields to be nil, which are deprecated fields that can be replaced with ast.Object.

Position information is recorded in the file set fset, which must not be nil.

The Tests

The code for the lexer is under 150 lines total, so it's a good time to write some tests before moving on to the parser.

Writing tests for the lexer makes it easier to debug any issues now rather than dealing with both lexer and parser bugs later.

I've written three unit tests for the lexer, but only one is shown because they're not very interesting or different from each other.

Each test has a string literal for the input and a slice of TokenInstances for the expected output.

Credit: youtube.com, PLEASE Unit Test your Parsers

A TokenInstance is a pair of a Token type and a String that was matched, similar to what Scanner.Scan returns.

TokenInstance is a struct because Go doesn't have tuples except as function return types.

Defining new types like this can be a bit annoying, but it's nice to have the exact shape of a type documented by a definition.

The test sets up the string and expected output, then compares the actual output to the expected output and uses t.Error to fail the test if there are any mismatches.

The []TokenInstance literal is annoying to type, but it's necessary to generate the correct answer.

It was important to make sure the whitespace strings had the correct number of spaces in the correct answer.

The scanner's design choice to return the matching substring for all tokens, even obvious ones like NEWLINE, makes debugging the lexer easier.

A different take: Golang Test Framework

Writing a Parser

Writing a parser in Go can be a fun and rewarding experience. You can implement custom parsers for nodes in the grammar by implementing the Capture interface.

Credit: youtube.com, Parsing Variable Declarations | Writing a Custom Language Parser in Golang

There are three ways to define custom parsers: implement the Capture interface, implement the Parseable interface, or use the ParseTypeWith option to specify a custom parser for union interface types.

Writing a parser by hand gives you much better control over your error messages, making it easier to create beautiful, human-friendly error messages.

Func Parse File

Func ParseFile is a powerful tool for parsing Go source code. It returns the corresponding ast.File node.

You can use ParseFile to parse source code from a filename or from a string, []byte, or io.Reader. If you provide a string, []byte, or io.Reader, you can also specify the filename for recording position information.

The mode parameter controls the amount of source text parsed and other optional parser functionality. If you set the SkipObjectResolution mode bit, the object resolution phase of parsing will be skipped, causing File.Scope, File.Unresolved, and all Ident.Obj fields to be nil.

This can be a good option if you don't need to resolve objects, as it's recommended for performance reasons. Position information is recorded in the file set fset, which must not be nil.

Writing a Parser

Credit: youtube.com, This Simple Algorithm Powers Real Interpreters: Pratt Parsing

You can define custom parsers for nodes in the grammar by implementing the Capture interface, implementing the Parseable interface, or using the ParseTypeWith option to specify a custom parser for union interface types.

Implementing a parser from scratch can give you the most control over how things get parsed, and it's a great way to create beautiful, human-friendly error messages.

Go makes hand-writing lexers easier by including bufio in the standard library, which allows you to read one character at a time without worrying about performance implications.

Here are the three ways to define custom parsers for nodes in the grammar:

  1. Implement the Capture interface.
  2. Implement the Parseable interface.
  3. Use the ParseTypeWith option to specify a custom parser for union interface types.

Writing a parser by hand can be a bit more work, but it's a great learning experience and allows you to have full control over your code.

Ismael Anderson

Lead Writer

Ismael Anderson is a seasoned writer with a passion for crafting informative and engaging content. With a focus on technical topics, he has established himself as a reliable source for readers seeking in-depth knowledge on complex subjects. His writing portfolio showcases a range of expertise, including articles on cloud computing and storage solutions, such as AWS S3.

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