Let’s set up a public Zulip instance for our geospatial community! It’s live: zulip.gis.chat

Semantic search right in your browser! Calculates the embeddings and cosine similarity client-side without server-side inferencing, using transformers.js and a quantized version of sentence-transformers/all-MiniLM-L6-v2.

Create a fully working semantic search stack with only Qdrant as vector database with built-in API and transformers.js using any huggingface model as your frontend-only embedding generator. No additional inference server needed!

Image courtesy Qdrant & Hugging Face.

Using qdrant for querying text data with vector search and geospatial filters without GPU (CPU only)

Image courtesy Qdrant transformed with Stable Diffusion v2 by stability-ai.

[Work in progress]

Useful PyScript file handling examples for all combinations: local/remote files and import/export.

Use Pandas to execute SQL statements in a remote database such as PostgreSQL via SSH

A simple PyScript-fueled Jupyter Notebook running entirely in your browser - no server needed!