import os from typing import List class TextFileLoader: def __init__(self, path: str, encoding: str = "utf-8"): self.documents = [] self.path = path self.encoding = encoding def load(self): if os.path.isdir(self.path): self.load_directory() elif os.path.isfile(self.path) and self.path.endswith(".txt"): self.load_file() else: raise ValueError( "Provided path is neither a valid directory nor a .txt file." ) def load_file(self): with open(self.path, "r", encoding=self.encoding) as f: self.documents.append(f.read()) def load_directory(self): for root, _, files in os.walk(self.path): for file in files: if file.endswith(".txt"): with open( os.path.join(root, file), "r", encoding=self.encoding ) as f: self.documents.append(f.read()) def load_documents(self): self.load() return self.documents class CharacterTextSplitter: def __init__( self, chunk_size: int = 1000, chunk_overlap: int = 200, ): assert ( chunk_size > chunk_overlap ), "Chunk size must be greater than chunk overlap" self.chunk_size = chunk_size self.chunk_overlap = chunk_overlap def split(self, text: str) -> List[str]: chunks = [] for i in range(0, len(text), self.chunk_size - self.chunk_overlap): chunks.append(text[i : i + self.chunk_size]) return chunks def split_text(self, texts: List[str]) -> List[str]: chunks = [] for text in texts: chunks.extend(self.split(text)) return chunks if __name__ == "__main__": loader = TextFileLoader("data/KingLear.txt") loader.load() splitter = CharacterTextSplitter() chunks = splitter.split_text(loader.documents) print(len(chunks)) print(chunks[0]) print("--------") print(chunks[1]) print("--------") print(chunks[-2]) print("--------") print(chunks[-1])