txtai online with Winfy

We have hosted the application txtai in order to run this application in our online workstations with Wine or directly.

Quick description about txtai:

txtai executes machine-learning workflows to transform data and build AI-powered semantic search applications. Traditional search systems use keywords to find data. Semantic search applications have an understanding of natural language and identify results that have the same meaning, not necessarily the same keywords. Backed by state-of-the-art machine learning models, data is transformed into vector representations for search (also known as embeddings). Innovation is happening at a rapid pace, models can understand concepts in documents, audio, images and more. Machine-learning pipelines to run extractive question-answering, zero-shot labeling, transcription, translation, summarization and text extraction. Cloud-native architecture that scales out with container orchestration systems (e.g. Kubernetes). Applications range from similarity search to complex NLP-driven data extractions to generate structured databases. The following applications are powered by txtai.

Features:

• Large-scale similarity search with multiple index backends
• Create embeddings for text snippets, documents, audio, images and video
• Supports transformers and word vectors
• Workflows that join pipelines together to aggregate business logic
• txtai processes can be microservices or full-fledged indexing workflows
• API bindings for JavaScript, Java, Rust and Go

Programming Language: Python.
Categories: