A JavaScript code tokenizer for ease in using with code embeddings and vector storage. This library analyzes JavaScript files or code snippets and provides a structured tokenization output, making it suitable for code analysis, embeddings, and search applications.
- Tokenizes JavaScript files or strings into key components like imports, classes, functions, variables, and more.
- Designed to work seamlessly with code embeddings and vector storage systems.
- Supports modern JavaScript syntax, including JSX, TypeScript, and class properties.
To install the library, use npm:
npm install js-ast-tokenizer
Here’s a basic example of how to use the tokenizer:
import tokenizeFileOrCode from 'js-ast-tokenizer';
const result = await tokenizeFileOrCode('path/to/your/file.js');
console.log(result);
import tokenizeFileOrCode from 'js-ast-tokenizer';
const jsCode = `
import { somethingExternal } from 'some-module';
class SomeClass {
constructor() {
this.value = 42;
}
}
const someVariable = 2;
function someFunction() {
return 'Hello, world!';
}
someExternalFunction();
someExternalClass.someMethod();
export { someFunction };
export default SomeClass;
`;
const result = await tokenizeFileOrCode(jsCode);
console.log(result);
The output of the tokenizeFileOrCode
function will be a structured object that represents the tokenized components of your JavaScript code. Below is an example output with the key components, including globalVariables
, externalReferences
, and exports
:
{
"file": "path/to/your/file.js",
"nodes": {
"imports": [["some-module", "import { somethingExternal } from 'some-module';"]],
"classes": [["SomeClass", "class SomeClass { constructor() { this.value = 42; } }"]],
"globalVariables": [
["someVariable", "const someVariable = 2"]
],
"globalFunctions": [
["someFunction", "function someFunction() { return 'Hello, world!'; }"]
],
"exports": [
["someFunction", "export { someFunction }"],
["default", "export default SomeClass"]
],
"externalReferences": [
["someExternalFunction", "someExternalFunction()"],
["someExternalClass.someMethod", "someExternalClass.someMethod()"]
]
},
"content": "...",
"length": 375
}
Tokenizes the given input, which can be either a file path or a JavaScript code string.
- input: A string representing either a file path or a JavaScript code snippet.
- A
Promise
that resolves to aTokenizeResult
object containing details about the tokenized JavaScript code.
The result object contains the following properties:
interface TokenizeResult {
file: string | null; // Full file path if input is a file, otherwise null
nodes: TokenizedStructure; // Tokenized components of the code
content: string; // The original JavaScript code or file content
length: number; // The length of the input code
}
interface TokenizedStructure {
imports: [string, string][]; // List of [moduleName, importStatement]
classes: [string, string][]; // List of [className, classCode]
globalVariables: [string, string][]; // List of [variableName, declaration]
globalFunctions: [string, string][]; // List of [functionName, functionCode]
exports: [string, string][]; // List of [exportedName, exportCode]
externalReferences: [string, string][]; // List of external references [referenceName, fullExpression]
}
-
globalVariables: This array captures top-level variables in the file, such as
const someVariable = 2
. It includes the variable name and its full declaration. Example:[ ["someVariable", "const someVariable = 2"] ]
-
externalReferences: This array captures references to variables, functions, or classes that are not defined in the local scope but are used within the code, such as
someExternalFunction()
andsomeExternalClass.someMethod()
. Example:[ ["someExternalFunction", "someExternalFunction()"], ["someExternalClass.someMethod", "someExternalClass.someMethod()"] ]
-
exports: This array captures any named or default exports from the module. Example:
[ ["someFunction", "export { someFunction }"], ["default", "export default SomeClass"] ]
The output of this tokenizer is specifically structured to facilitate integration with code embeddings and vector storage systems. By breaking down code into its components, this library can help developers build searchable embeddings of JavaScript code for tasks like:
- Code similarity search
- Syntax-aware code completion
- Embedding-based code search
The tokenizer uses various Babel plugins to support modern JavaScript features. The following Babel plugins are enabled by default:
- JSX
- TypeScript
- Optional Chaining
- Class Properties
You can extend the functionality by adjusting the Babel configuration if necessary.
- If the input is a file path but the file is not found or cannot be read, the tokenizer treats the input as raw JavaScript code.
- The tokenizer leverages Babel’s
errorRecovery
mode to gracefully handle parsing errors and attempt to continue.
This library is licensed under the MIT License. See the LICENSE file for more details.
- Naming Consistency: Classes are referred to as
SomeClass
, functions assomeFunction
, exports assomeExport
, and external references assomeExternalReference
, providing consistent and clear naming. - Example of
externalReferences
: Demonstrates variables, functions, or classes that exist outside the current file but are referenced within it.
This update aligns with your preference for specific naming conventions while enhancing clarity.