RAG Content Delta & Stable Chunks
Pricing
from $1.00 / 1,000 chunk changes
Compare two content snapshots and produce stable chunk upserts and deletes for RAG indexing, with missing-document safety checks.
You can access the RAG Content Delta & Stable Chunks programmatically from your own applications by using the Apify API. You can also choose the language preference from below. To use the Apify API, you’ll need an Apify account and your API token, found in API & Integrations in Apify Console.
1from apify_client import ApifyClient2
3# Initialize the ApifyClient with your Apify API token4# Replace '<YOUR_API_TOKEN>' with your token.5client = ApifyClient("<YOUR_API_TOKEN>")6
7# Prepare the Actor input8run_input = {9 "previousDocuments": [{10 "url": "https://example.com/help",11 "markdown": """# Help12
13Old answer.14
15Unchanged details.""",16 }],17 "currentDocuments": [{18 "url": "https://example.com/help",19 "markdown": """# Help20
21New answer.22
23Unchanged details.""",24 }],25}26
27# Run the Actor and wait for it to finish28run = client.actor("emredurukan/rag-content-delta").call(run_input=run_input)29
30# Fetch and print Actor results from the run's dataset (if there are any)31print(f"💾 Check your data here: https://console.apify.com/storage/datasets/{run.default_dataset_id}")32for item in client.dataset(run.default_dataset_id).iterate_items():33 print(item)34
35# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-startThe Apify API client for Python is the official library that allows you to use RAG Content Delta & Stable Chunks API in Python, providing convenience functions and automatic retries on errors.
Install the apify-client
$pip install apify-clientOther API clients include: