Pathway vs. Second State Comparison


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About Pathway is a Python ETL framework for stream processing, real-time analytics, LLM pipelines, and RAG. Pathway comes with an easy-to-use Python API, allowing you to seamlessly integrate your favorite Python ML libraries. Pathway code is versatile and robust: you can use it in both development and production environments, handling both batch and streaming data effectively. The same code can be used for local development, CI/CD tests, running batch jobs, handling stream replays, and processing data streams. Pathway is powered by a scalable Rust engine based on Differential Dataflow and performs incremental computation. Your Pathway code, despite being written in Python, is run by the Rust engine, enabling multithreading, multiprocessing, and distributed computations. All the pipeline is kept in memory and can be easily deployed with Docker and Kubernetes.	About Fast, lightweight, portable, rust-powered, and OpenAI compatible. We work with cloud providers, especially edge cloud/CDN compute providers, to support microservices for web apps. Use cases include AI inference, database access, CRM, ecommerce, workflow management, and server-side rendering. We work with streaming frameworks and databases to support embedded serverless functions for data filtering and analytics. The serverless functions could be database UDFs. They could also be embedded in data ingest or query result streams. Take full advantage of the GPUs, write once, and run anywhere. Get started with the Llama 2 series of models on your own device in 5 minutes. Retrieval-argumented generation (RAG) is a very popular approach to building AI agents with external knowledge bases. Create an HTTP microservice for image classification. It runs YOLO and Mediapipe models at native GPU speed.
Platforms Supported Windows Supported Mac Supported Linux Supported Cloud Supported On-Premises Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Developers	Audience Developers in search of a runtime solution to build cloud-native applications
Support Phone Support Not Supported 24/7 Live Support Supported Online Supported	Support Phone Support Supported 24/7 Live Support Not Supported Online Supported
API Offers API Supported	API Offers API Not Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing No information available. Free Version Supported Free Trial Not Supported	Pricing No information available. Free Version Not Supported Free Trial Not Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Supported Webinars Supported Live Online Not Supported In Person Supported	Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Supported
Company Information Pathway Founded: 2020 France pathway.com	Company Information Second State United States www.secondstate.io
Alternatives Spark Streaming Apache Software Foundation	Alternatives NVIDIA DGX Cloud Serverless Inference NVIDIA
Google Cloud Dataflow Google	WebLLM
Arroyo	LM-Kit.NET LM-Kit
Spring Cloud Data Flow Spring	UbiOps
LakeSail View All	Wafer View All
Categories Artificial Intelligence Supported Event Stream Processing Supported Logistics Supported Machine Learning Supported Retrieval-Augmented Generation (RAG) Supported	Categories AI Inference Supported Artificial Intelligence Supported Retrieval-Augmented Generation (RAG) Supported
Artificial Intelligence Features Chatbot Supported For eCommerce Not Supported For Healthcare Not Supported For Sales Not Supported Image Recognition Not Supported Machine Learning Supported Multi-Language Not Supported Natural Language Processing Not Supported Predictive Analytics Supported Process/Workflow Automation Not Supported Rules-Based Automation Not Supported Virtual Personal Assistant (VPA) Not Supported Show More Features Machine Learning Features Deep Learning Not Supported ML Algorithm Library Supported Model Training Not Supported Natural Language Processing (NLP) Supported Predictive Modeling Supported Statistical / Mathematical Tools Supported Templates Not Supported Visualization Not Supported
Integrations Python Supported Amazon S3 Supported Apache APISIX Not Supported Apache Kafka Supported Docker Not Supported GitHub Not Supported JavaScript Not Supported Jira Not Supported Node.js Not Supported Notion Not Supported Ollama Not Supported OpenAI Not Supported Podman Not Supported Polkadot Not Supported Slack Not Supported Tangentia TiA Gateway Supported Telegram Not Supported VMware Cloud Not Supported WebAssembly Not Supported X (Twitter) Not Supported Show More Integrations View All 8 Integrations	Integrations Python Supported Amazon S3 Not Supported Apache APISIX Supported Apache Kafka Not Supported Docker Supported GitHub Supported JavaScript Supported Jira Supported Node.js Supported Notion Supported Ollama Supported OpenAI Supported Podman Supported Polkadot Supported Slack Supported Tangentia TiA Gateway Not Supported Telegram Supported VMware Cloud Supported WebAssembly Supported X (Twitter) Supported Show More Integrations View All 25 Integrations
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