App Templates
Pick one and run the app with your own data, in minutes.
LLM
Pathway RAG app with always up-to-date knowledge
This demo shows how to create a RAG application using Pathway that provides always up-to-date knowledge to your LLM without the need for a separate ETL.
Langchain and Pathway: RAG Apps with always-up-to-date knowledge
Private RAG with Connected Data Sources using Mistral, Ollama, and Pathway
Adaptive RAG with fully local models
Adaptive RAG: cut your LLM costs without sacrificing accuracy
This article presents Adaptive RAG: a new technique to decrease the cost of RAGs without sacrificing accuracy
LlamaIndex and Pathway: RAG Apps with always-up-to-date knowledge
Pathway is now available in LlamaIndex as Reader and Retriever
Multimodal RAG with Pathway with GPT-4o
End-to-end template showing how you can launch a document processing pipeline that utilizes GPT-4o in the parsing stage.
RAG pipeline with up-to-date knowledge: get answers based on documents in local folder
End-to-end template to launch a simple pipeline that answers questions based on documents in a given folder.
RAG pipeline with up-to-date knowledge: get answers based on documents stored in S3
End-to-end template to launch a simple pipeline that answers questions based on documents stored in S3.
RAG pipeline run locally with up-to-date knowledge: get answers based on documents stored locally
End-to-end template to launch a RAG pipeline relying on local computations and models.
Realtime Document Indexing: Vector Store with always-up-to-date knowledge template
End-to-end template to launch a service for a real-time document indexing pipeline powered by Pathway.
RAG pipeline with Pathway + Unstructured: getting answers based on PDFs
End-to-end template to launch a RAG pipeline using the Unstructured library for parsing documents.
Pathway + PostgreSQL + LLM: app for querying financial reports with live document structuring pipeline.
Deploy LLMs to parse raw text from streams and insert into a DB
Pathway + LLM + Slack notification: RAG App with real-time alerting when answers change in documents
Use LLMs for notifications with Pathway: crafting a RAG app with real-time alerting via Slack
Data pipelines
Streaming ETL pipelines in Python with Airbyte and Pathway
How to use Pathway for Airbyte sources.
Kafka ETL: Processing event streams in Python
Learn how to build a Kafka ETL pipeline in Python with Pathway and process event streams in real-time.
Jupyter / Colab: visualizing and transforming live data streams in Python notebooks with Pathway
Smart real-time monitoring application with alert deduplication
Event stream processing
Realtime Server Log Monitoring: nginx + Filebeat + Pathway
Monitor your server logs in real time with Pathway
Uncovering hidden user relationships in crypto exchanges with Fuzzy Join on streaming data
An example of a cryptocurrency exchange
Linear regression on a Kafka stream
Out-of-Order Event Streams: Calculating Time Deltas with grouping by topic
Event stream processing
Interaction with a Feedback Loop.
Article introducing Fuzzy Join.
Automating reconciliation of messy financial transaction logs using Pathway's real-time fuzzy join
Article introducing Fuzzy Join.
time series
Signal Processing with Real-time Upsampling: combining multiple time series data streams.
Tutorial on signal processing: how to do upsampling with Pathway using windowby and intervals_over
Gaussian Filtering in Real-time: Signal processing with out-of-order data streams
Tutorial on signal processing: how to apply a Gaussian filter with Pathway using windowby and intervals_over
Sensor Fusion in real-time: combining time series data with Pathway
Learn how to combine between two time series with different timestamps in Pathway.
Machine Learning
Real-Time Anomaly Detection: identifying brute-force logins using Tumbling Windows
Detecting suspicious login attempts
Real-Time PageRank on Dynamic Graphs with Pathway
Demonstration of a PageRank computation
Real-Time Shortest Paths on Dynamic Networks with Bellman-Ford in Pathway
Article explaining step-by-step how to implement the Bellman-Ford algorithm in Pathway.
Real-Time Twitter Sentiment Analysis and Prediction App with Pathway
Pathway Twitter showcase
Pathway Logistics Application: Streamlined Insights for Real-Time Asset Management
Pathway Logistics Showcase
Adaptive Classifiers: Evolving Predictions with Real-Time Data
Pathway Showcase: kNN+LSH classifier