feat: add support for mdx file (#604)

This commit is contained in:
Taranjeet Singh
2023-09-12 16:43:18 -07:00
committed by GitHub
parent ac08638a63
commit 36b26e08c3
5 changed files with 63 additions and 0 deletions

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@@ -102,6 +102,14 @@ app.add("my-page-cfbc134ca6464fc980d0391613959196", "notion")
app.add("https://www.notion.so/my-page-cfbc134ca6464fc980d0391613959196", "notion")
```
### Mdx file
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:
```python
app.add('path/to/file.mdx', data_type='mdx')
```
## Local Data Types
### Text

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@@ -0,0 +1,22 @@
from typing import Optional
from langchain.text_splitter import RecursiveCharacterTextSplitter
from embedchain.chunkers.base_chunker import BaseChunker
from embedchain.config.AddConfig import ChunkerConfig
from embedchain.helper.json_serializable import register_deserializable
@register_deserializable
class MdxChunker(BaseChunker):
"""Chunker for mdx files."""
def __init__(self, config: Optional[ChunkerConfig] = None):
if config is None:
config = ChunkerConfig(chunk_size=1000, chunk_overlap=0, length_function=len)
text_splitter = RecursiveCharacterTextSplitter(
chunk_size=config.chunk_size,
chunk_overlap=config.chunk_overlap,
length_function=config.length_function,
)
super().__init__(text_splitter)

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@@ -1,6 +1,7 @@
from embedchain.chunkers.base_chunker import BaseChunker
from embedchain.chunkers.docs_site import DocsSiteChunker
from embedchain.chunkers.docx_file import DocxFileChunker
from embedchain.chunkers.mdx import MdxChunker
from embedchain.chunkers.notion import NotionChunker
from embedchain.chunkers.pdf_file import PdfFileChunker
from embedchain.chunkers.qna_pair import QnaPairChunker
@@ -17,6 +18,7 @@ from embedchain.loaders.docs_site_loader import DocsSiteLoader
from embedchain.loaders.docx_file import DocxFileLoader
from embedchain.loaders.local_qna_pair import LocalQnaPairLoader
from embedchain.loaders.local_text import LocalTextLoader
from embedchain.loaders.mdx import MdxLoader
from embedchain.loaders.pdf_file import PdfFileLoader
from embedchain.loaders.sitemap import SitemapLoader
from embedchain.loaders.web_page import WebPageLoader
@@ -65,6 +67,7 @@ class DataFormatter(JSONSerializable):
DataType.SITEMAP: SitemapLoader,
DataType.DOCS_SITE: DocsSiteLoader,
DataType.CSV: CsvLoader,
DataType.MDX: MdxLoader,
}
lazy_loaders = {DataType.NOTION}
if data_type in loaders:
@@ -103,6 +106,7 @@ class DataFormatter(JSONSerializable):
DataType.DOCS_SITE: DocsSiteChunker,
DataType.NOTION: NotionChunker,
DataType.CSV: TableChunker,
DataType.MDX: MdxChunker,
}
if data_type in chunker_classes:
chunker_class: type = chunker_classes[data_type]

28
embedchain/loaders/mdx.py Normal file
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@@ -0,0 +1,28 @@
import hashlib
from langchain.document_loaders import PyPDFLoader
from embedchain.helper.json_serializable import register_deserializable
from embedchain.loaders.base_loader import BaseLoader
from embedchain.utils import clean_string
@register_deserializable
class MdxLoader(BaseLoader):
def load_data(self, url):
"""Load data from a mdx file."""
with open(url, 'r', encoding="utf-8") as infile:
content = infile.read()
meta_data = {
"url": url,
}
doc_id = hashlib.sha256((content + url).encode()).hexdigest()
return {
"doc_id": doc_id,
"data": [
{
"content": content,
"meta_data": meta_data,
}
],
}

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@@ -12,3 +12,4 @@ class DataType(Enum):
QNA_PAIR = "qna_pair"
NOTION = "notion"
CSV = "csv"
MDX = "mdx"