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text-splitters: Add JSFrameworkTextSplitter for Handling JavaScript Framework Code (#28972)
## Description This pull request introduces a new text splitter, `JSFrameworkTextSplitter`, to the Langchain library. The `JSFrameworkTextSplitter` extends the `RecursiveCharacterTextSplitter` to handle JavaScript framework code effectively, including React (JSX), Vue, and Svelte. It identifies and utilizes framework-specific component tags and syntax elements as splitting points, alongside standard JavaScript syntax. This ensures that code is divided at natural boundaries, enhancing the parsing and processing of JavaScript and framework-specific code. ### Key Features - Supports React (JSX), Vue, and Svelte frameworks. - Identifies and uses framework-specific tags and syntax elements as natural splitting points. - Extends the existing `RecursiveCharacterTextSplitter` for seamless integration. ## Issue No specific issue addressed. ## Dependencies No additional dependencies required. --------- Co-authored-by: ccurme <chester.curme@gmail.com>
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@ -36,6 +36,7 @@ from langchain_text_splitters.html import (
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HTMLSemanticPreservingSplitter,
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)
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from langchain_text_splitters.json import RecursiveJsonSplitter
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from langchain_text_splitters.jsx import JSFrameworkTextSplitter
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from langchain_text_splitters.konlpy import KonlpyTextSplitter
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from langchain_text_splitters.latex import LatexTextSplitter
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from langchain_text_splitters.markdown import (
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@ -60,6 +61,7 @@ __all__ = [
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"RecursiveCharacterTextSplitter",
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"RecursiveJsonSplitter",
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"LatexTextSplitter",
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"JSFrameworkTextSplitter",
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"PythonCodeTextSplitter",
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"KonlpyTextSplitter",
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"SpacyTextSplitter",
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98
libs/text-splitters/langchain_text_splitters/jsx.py
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98
libs/text-splitters/langchain_text_splitters/jsx.py
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@ -0,0 +1,98 @@
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import re
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from typing import Any, List, Optional
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from langchain_text_splitters import RecursiveCharacterTextSplitter
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class JSFrameworkTextSplitter(RecursiveCharacterTextSplitter):
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"""Text splitter that handles React (JSX), Vue, and Svelte code.
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This splitter extends RecursiveCharacterTextSplitter to handle
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React (JSX), Vue, and Svelte code by:
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1. Detecting and extracting custom component tags from the text
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2. Using those tags as additional separators along with standard JS syntax
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The splitter combines:
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- Custom component tags as separators (e.g. <Component, <div)
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- JavaScript syntax elements (function, const, if, etc)
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- Standard text splitting on newlines
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This allows chunks to break at natural boundaries in
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React, Vue, and Svelte component code.
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"""
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def __init__(
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self,
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separators: Optional[List[str]] = None,
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chunk_size: int = 2000,
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chunk_overlap: int = 0,
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**kwargs: Any,
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) -> None:
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"""Initialize the JS Framework text splitter.
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Args:
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separators: Optional list of custom separator strings to use
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chunk_size: Maximum size of chunks to return
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chunk_overlap: Overlap in characters between chunks
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**kwargs: Additional arguments to pass to parent class
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"""
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super().__init__(chunk_size=chunk_size, chunk_overlap=chunk_overlap, **kwargs)
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self._separators = separators or []
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def split_text(self, text: str) -> List[str]:
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"""Split text into chunks.
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This method splits the text into chunks by:
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- Extracting unique opening component tags using regex
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- Creating separators list with extracted tags and JS separators
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- Splitting the text using the separators by calling the parent class method
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Args:
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text: String containing code to split
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Returns:
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List of text chunks split on component and JS boundaries
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"""
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# Extract unique opening component tags using regex
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# Regex to match opening tags, excluding self-closing tags
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opening_tags = re.findall(r"<\s*([a-zA-Z0-9]+)[^>]*>", text)
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component_tags = []
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for tag in opening_tags:
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if tag not in component_tags:
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component_tags.append(tag)
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component_separators = [f"<{tag}" for tag in component_tags]
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js_separators = [
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"\nexport ",
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" export ",
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"\nfunction ",
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"\nasync function ",
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" async function ",
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"\nconst ",
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"\nlet ",
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"\nvar ",
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"\nclass ",
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" class ",
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"\nif ",
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" if ",
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"\nfor ",
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" for ",
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"\nwhile ",
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" while ",
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"\nswitch ",
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" switch ",
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"\ncase ",
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" case ",
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"\ndefault ",
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" default ",
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]
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separators = (
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self._separators
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+ js_separators
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+ component_separators
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+ ["<>", "\n\n", "&&\n", "||\n"]
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)
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self._separators = separators
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chunks = super().split_text(text)
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return chunks
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@ -23,6 +23,7 @@ from langchain_text_splitters.html import (
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HTMLSemanticPreservingSplitter,
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)
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from langchain_text_splitters.json import RecursiveJsonSplitter
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from langchain_text_splitters.jsx import JSFrameworkTextSplitter
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from langchain_text_splitters.markdown import (
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ExperimentalMarkdownSyntaxTextSplitter,
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MarkdownHeaderTextSplitter,
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@ -413,6 +414,144 @@ def test_python_text_splitter() -> None:
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assert splits == expected_splits
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FAKE_JSX_TEXT = """
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import React from 'react';
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import OtherComponent from './OtherComponent';
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function MyComponent() {
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const [count, setCount] = React.useState(0);
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const handleClick = () => {
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setCount(count + 1);
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};
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return (
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<div>
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<h1>Counter: {count}</h1>
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<button onClick={handleClick}>
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Increment
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</button>
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<OtherComponent />
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</div>
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);
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}
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export default MyComponent;
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"""
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def test_jsx_text_splitter() -> None:
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splitter = JSFrameworkTextSplitter(chunk_size=30, chunk_overlap=0)
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splits = splitter.split_text(FAKE_JSX_TEXT)
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expected_splits = [
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"\nimport React from 'react';\n"
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"import OtherComponent from './OtherComponent';\n",
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"\nfunction MyComponent() {\n const [count, setCount] = React.useState(0);",
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"\n\n const handleClick = () => {\n setCount(count + 1);\n };",
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"return (",
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"<div>",
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"<h1>Counter: {count}</h1>\n ",
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"<button onClick={handleClick}>\n Increment\n </button>\n ",
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"<OtherComponent />\n </div>\n );\n}\n",
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"export default MyComponent;",
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]
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assert [s.strip() for s in splits] == [s.strip() for s in expected_splits]
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FAKE_VUE_TEXT = """
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<template>
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<div>
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<h1>{{ title }}</h1>
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<button @click="increment">
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Count is: {{ count }}
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</button>
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</div>
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</template>
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<script>
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export default {
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data() {
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return {
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title: 'Counter App',
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count: 0
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}
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},
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methods: {
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increment() {
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this.count++
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}
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}
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}
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</script>
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<style>
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button {
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color: blue;
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}
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</style>
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"""
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def test_vue_text_splitter() -> None:
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splitter = JSFrameworkTextSplitter(chunk_size=30, chunk_overlap=0)
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splits = splitter.split_text(FAKE_VUE_TEXT)
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expected_splits = [
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"<template>",
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"<div>",
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"<h1>{{ title }}</h1>",
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'<button @click="increment">\n Count is: {{ count }}\n'
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" </button>\n </div>\n</template>",
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"<script>",
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"export",
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" default {\n data() {\n return {\n title: 'Counter App',\n "
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"count: 0\n }\n },\n methods: {\n increment() {\n "
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"this.count++\n }\n }\n}\n</script>",
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"<style>\nbutton {\n color: blue;\n}\n</style>",
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]
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assert [s.strip() for s in splits] == [s.strip() for s in expected_splits]
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FAKE_SVELTE_TEXT = """
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<script>
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let count = 0
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function increment() {
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count += 1
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}
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</script>
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<main>
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<h1>Counter App</h1>
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<button on:click={increment}>
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Count is: {count}
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</button>
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</main>
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<style>
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button {
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color: blue;
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}
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</style>
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"""
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def test_svelte_text_splitter() -> None:
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splitter = JSFrameworkTextSplitter(chunk_size=30, chunk_overlap=0)
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splits = splitter.split_text(FAKE_SVELTE_TEXT)
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expected_splits = [
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"<script>\n let count = 0",
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"\n\n function increment() {\n count += 1\n }\n</script>",
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"<main>",
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"<h1>Counter App</h1>",
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"<button on:click={increment}>\n Count is: {count}\n </button>\n</main>",
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"<style>\n button {\n color: blue;\n }\n</style>",
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]
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assert [s.strip() for s in splits] == [s.strip() for s in expected_splits]
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CHUNK_SIZE = 16
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