feat: add support for mdx file (#604)
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@@ -102,6 +102,14 @@ app.add("my-page-cfbc134ca6464fc980d0391613959196", "notion")
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app.add("https://www.notion.so/my-page-cfbc134ca6464fc980d0391613959196", "notion")
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```
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### Mdx file
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To add any mdx file to your app, use the data_type (first argument to `.add()` method) as `mdx`. Note that this supports support mdx file present on machine, so this should be a file path. Eg:
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```python
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app.add('path/to/file.mdx', data_type='mdx')
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```
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## Local Data Types
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### Text
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22
embedchain/chunkers/mdx.py
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22
embedchain/chunkers/mdx.py
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@@ -0,0 +1,22 @@
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from typing import Optional
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from langchain.text_splitter import RecursiveCharacterTextSplitter
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from embedchain.chunkers.base_chunker import BaseChunker
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from embedchain.config.AddConfig import ChunkerConfig
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from embedchain.helper.json_serializable import register_deserializable
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@register_deserializable
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class MdxChunker(BaseChunker):
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"""Chunker for mdx files."""
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def __init__(self, config: Optional[ChunkerConfig] = None):
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if config is None:
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config = ChunkerConfig(chunk_size=1000, chunk_overlap=0, length_function=len)
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text_splitter = RecursiveCharacterTextSplitter(
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chunk_size=config.chunk_size,
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chunk_overlap=config.chunk_overlap,
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length_function=config.length_function,
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)
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super().__init__(text_splitter)
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@@ -1,6 +1,7 @@
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from embedchain.chunkers.base_chunker import BaseChunker
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from embedchain.chunkers.docs_site import DocsSiteChunker
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from embedchain.chunkers.docx_file import DocxFileChunker
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from embedchain.chunkers.mdx import MdxChunker
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from embedchain.chunkers.notion import NotionChunker
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from embedchain.chunkers.pdf_file import PdfFileChunker
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from embedchain.chunkers.qna_pair import QnaPairChunker
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@@ -17,6 +18,7 @@ from embedchain.loaders.docs_site_loader import DocsSiteLoader
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from embedchain.loaders.docx_file import DocxFileLoader
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from embedchain.loaders.local_qna_pair import LocalQnaPairLoader
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from embedchain.loaders.local_text import LocalTextLoader
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from embedchain.loaders.mdx import MdxLoader
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from embedchain.loaders.pdf_file import PdfFileLoader
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from embedchain.loaders.sitemap import SitemapLoader
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from embedchain.loaders.web_page import WebPageLoader
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@@ -65,6 +67,7 @@ class DataFormatter(JSONSerializable):
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DataType.SITEMAP: SitemapLoader,
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DataType.DOCS_SITE: DocsSiteLoader,
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DataType.CSV: CsvLoader,
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DataType.MDX: MdxLoader,
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}
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lazy_loaders = {DataType.NOTION}
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if data_type in loaders:
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@@ -103,6 +106,7 @@ class DataFormatter(JSONSerializable):
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DataType.DOCS_SITE: DocsSiteChunker,
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DataType.NOTION: NotionChunker,
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DataType.CSV: TableChunker,
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DataType.MDX: MdxChunker,
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}
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if data_type in chunker_classes:
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chunker_class: type = chunker_classes[data_type]
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28
embedchain/loaders/mdx.py
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28
embedchain/loaders/mdx.py
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@@ -0,0 +1,28 @@
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import hashlib
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from langchain.document_loaders import PyPDFLoader
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from embedchain.helper.json_serializable import register_deserializable
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from embedchain.loaders.base_loader import BaseLoader
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from embedchain.utils import clean_string
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@register_deserializable
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class MdxLoader(BaseLoader):
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def load_data(self, url):
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"""Load data from a mdx file."""
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with open(url, 'r', encoding="utf-8") as infile:
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content = infile.read()
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meta_data = {
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"url": url,
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}
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doc_id = hashlib.sha256((content + url).encode()).hexdigest()
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return {
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"doc_id": doc_id,
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"data": [
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{
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"content": content,
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"meta_data": meta_data,
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}
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],
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}
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@@ -12,3 +12,4 @@ class DataType(Enum):
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QNA_PAIR = "qna_pair"
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NOTION = "notion"
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CSV = "csv"
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MDX = "mdx"
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