add() method is used to load the data sources from different data sources to a RAG pipeline. You can find the signature below:
Parameters
The data to embed, can be a URL, local file or raw content, depending on the data type.. You can find the full list of supported data sources here. Type of data source. It can be automatically detected but user can force what data type to load as.
Any metadata that you want to store with the data source. Metadata is generally really useful for doing metadata filtering on top of semantic search to yield faster search and better results.
Usage
Load data from webpage
from embedchain import App
app = App()
app.add("https://www.forbes.com/profile/elon-musk")
# Inserting batches in chromadb: 100%|███████████████| 1/1 [00:00<00:00, 1.19it/s]
# Successfully saved https://www.forbes.com/profile/elon-musk (DataType.WEB_PAGE). New chunks count: 4
Load data from sitemap
from embedchain import App
app = App()
app.add("https://python.langchain.com/sitemap.xml", data_type="sitemap")
# Loading pages: 100%|█████████████| 1108/1108 [00:47<00:00, 23.17it/s]
# Inserting batches in chromadb: 100%|█████████| 111/111 [04:41<00:00, 2.54s/it]
# Successfully saved https://python.langchain.com/sitemap.xml (DataType.SITEMAP). New chunks count: 11024
