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README.md

🧠 Infinity Data

Analytics + vector search, in one Rust binary.

Vector collections (HNSW) · similarity search · tables · RBAC · admin dashboard

A self-hostable alternative to Snowflake, Databricks and Pinecone — memory-safe, SQLite-simple, no per-credit billing.

Rust License Status

Why Infinity Data

Data warehouses lock you in and bill exponentially for compute; managed vector databases are memory-bound and expensive at scale. Infinity Data gives you vector similarity search (HNSW) and simple tabular analytics behind one authenticated Rust binary you can run on a laptop or a cloud box.

Part of the Infinity Stack — open-source, Rust-native replacements for over-monetized SaaS.

📸 Dashboard

An embedded dark-theme admin console — no separate frontend to deploy.

Sign in Overview
Login Overview
Collections Vector Search
Collections Search

✨ Features

  • Vector collections — create collections with a fixed dimension + distance metric (cosine / L2)
  • HNSW index — fast approximate nearest-neighbour search
  • Similarity search — top-k search with scores + metadata
  • Tables — simple tabular storage + query for analytics
  • API keys — scoped keys for programmatic ingest/query (constant-time verified)
  • RBAC + audit — role-guarded admin, immutable audit trail
  • Secure by design — Argon2id, sessions, rate limiting, hardened headers
  • One binary — SQLite-backed; cargo run and you're live

🔒 Security

Area Hardening
Passwords Argon2id (memory-hard)
API keys Stored hashed, constant-time comparison
Sessions HttpOnly + SameSite=Strict cookies (+ Secure by default off loopback), server-side revocation
Access control RBAC guard on admin + write paths; no unauthenticated data access
Privilege escalation Callers may only assign roles / grant permissions they already hold; the built-in superadmin role is protected from non-superadmins
Account enumeration Uniform login errors; disabled-account status checked only after password verification
Output encoding Dashboard escapes all server-derived values before rendering (XSS)
Abuse Per-account login lockout + global per-IP rate limiting
Transport CSP, HSTS, X-Frame-Options: DENY, nosniff, Referrer-Policy
Errors Generic client responses; internal errors logged server-side only
SQL Parameterized queries throughout

🏗️ Architecture

infinity-data/
├─ crates/
│  ├─ data-core     # HNSW index, aggregation, model, config, security
│  ├─ data-server   # REST API + dashboard  → bin: infinity-data
│  └─ data-cli      # client / admin CLI     → bin: infinity-data-cli
└─ crates/data-server/migrations/   # SQLite schema

🚀 Quickstart

cd infinity-data
DATA_ADMIN_PASSWORD='ChooseAStrongOne#2026' cargo run --bin infinity-data
# open http://localhost:8094  (login: admin@infinity.local)

If you don't set DATA_ADMIN_PASSWORD, a strong password is generated and printed once. An initial API key is also printed once at first startup.

📚 API reference

Method Path Description
GET /health Liveness probe
GET /api/stats Collection / vector / table counts
GET/POST /api/collections List / create vector collections
GET/DELETE /api/collections/:name Get / delete a collection
POST /api/collections/:name/vectors Upsert vectors
POST /api/collections/:name/search k-NN similarity search
GET/POST /api/tables List / create tables
POST /api/tables/:name/rows Insert rows
POST /api/tables/:name/query Query rows
GET/POST/DELETE /admin/api-keys Manage API keys
GET /admin/audit Audit log

Vector upsert + search (example)

# Create a collection (dim 8, cosine)
curl -X POST http://localhost:8094/api/collections \
  -H "Authorization: Bearer $API_KEY" -H "Content-Type: application/json" \
  -d '{"name":"products","dim":8,"metric":"cosine"}'

# Upsert vectors
curl -X POST http://localhost:8094/api/collections/products/vectors \
  -H "Authorization: Bearer $API_KEY" -H "Content-Type: application/json" \
  -d '{"points":[{"id":"p1","vector":[0.1,0.2,0.3,0.4,0.5,0.6,0.7,0.8],"metadata":{"text":"rust vector db"}}]}'

# Search
curl -X POST http://localhost:8094/api/collections/products/search \
  -H "Authorization: Bearer $API_KEY" -H "Content-Type: application/json" \
  -d '{"vector":[0.12,0.44,0.9,0.33,0.7,0.15,0.6,0.05],"k":5}'

🗺️ Roadmap

  • SQL front-end + cost-based optimizer
  • Object-storage (S3) columnar backend
  • Disk-spilling HNSW for billion-scale
  • Distributed coordination
  • Auth & RBAC via Infinity ID

License

Apache-2.0 © Infinity Stack.

⚠️ Alpha software. Change default credentials and serve over HTTPS before production use.