Pathway vs. Ray 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 Develop on your laptop and then scale the same Python code elastically across hundreds of nodes or GPUs on any cloud, with no changes. Ray translates existing Python concepts to the distributed setting, allowing any serial application to be easily parallelized with minimal code changes. Easily scale compute-heavy machine learning workloads like deep learning, model serving, and hyperparameter tuning with a strong ecosystem of distributed libraries. Scale existing workloads (for eg. Pytorch) on Ray with minimal effort by tapping into integrations. Native Ray libraries, such as Ray Tune and Ray Serve, lower the effort to scale the most compute-intensive machine learning workloads, such as hyperparameter tuning, training deep learning models, and reinforcement learning. For example, get started with distributed hyperparameter tuning in just 10 lines of code. Creating distributed apps is hard. Ray handles all aspects of distributed execution.
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 Supported Mac Supported Linux Supported Cloud Supported On-Premises Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Developers	Audience ML and AI Engineers, Software Developers
Support Phone Support Not Supported 24/7 Live Support Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported
API Offers API Supported	API Offers API 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 Free Open source. Consumption-based. Free Version Supported Free Trial 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 Supported Live Online Supported In Person Supported
Company Information Pathway Founded: 2020 France pathway.com	Company Information Anyscale Founded: 2019 United States ray.io
Alternatives Spark Streaming Apache Software Foundation	Alternatives Anyscale
Google Cloud Dataflow Google	Horovod
Arroyo	Determined AI
Spring Cloud Data Flow Spring	supercomputer
LakeSail View All	Neuralhub View All
Categories Artificial Intelligence Supported Event Stream Processing Supported Logistics Supported Machine Learning Supported Retrieval-Augmented Generation (RAG) Supported	Categories Deep Learning Supported Machine Learning Supported ML Model Deployment Supported
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 Show More Features 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
Integrations Python Supported Amazon EC2 Trn2 Instances Not Supported Amazon EKS Not Supported Amazon S3 Supported Anyscale Not Supported Azure Kubernetes Service (AKS) Not Supported Dask Not Supported Databricks Not Supported Feast Not Supported Flyte Not Supported Google Kubernetes Engine (GKE) Not Supported Kubernetes Not Supported LanceDB Not Supported MLflow Not Supported MongoDB Supported MySQL Supported PyTorch Not Supported Tangentia TiA Gateway Supported TensorFlow Not Supported io.net Not Supported Show More Integrations View All 8 Integrations	Integrations Python Supported Amazon EC2 Trn2 Instances Supported Amazon EKS Supported Amazon S3 Not Supported Anyscale Supported Azure Kubernetes Service (AKS) Supported Dask Supported Databricks Supported Feast Supported Flyte Supported Google Kubernetes Engine (GKE) Supported Kubernetes Supported LanceDB Supported MLflow Supported MongoDB Not Supported MySQL Not Supported PyTorch Supported Tangentia TiA Gateway Not Supported TensorFlow Supported io.net Supported Show More Integrations View All 22 Integrations
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