raphaelmansuy

How to evaluate a GraphRAG stack: load documents with related entities and conflicting facts, ask multi-hop questions, compare answers and citations against plain vector search. Judge ingestion and attribution, not whether the answer sounds plausible. raphaelmansuy/edgequake

How to evaluate a GraphRAG stack: load documents with related entities and conflicting facts, ask multi-hop questions, compare answers and citations against plain vector search. Judge ingestion and attribution, not whether the answer sounds plausible. raphaelmansuy/edgequake

EdgeQuake v0.38 is a full GraphRAG stack in Rust: ingestion, entity extraction, hybrid retrieval, source attribution, web UI, Docker Compose. Swap in OpenAI, Anthropic, or Ollama. A concrete architecture to take apart, not another library. raphaelmansuy/edgequake

EdgeQuake v0.38 is a full GraphRAG stack in Rust: ingestion, entity extraction, hybrid retrieval, source attribution, web UI, Docker Compose. Swap in OpenAI, Anthropic, or Ollama. A concrete architecture to take apart, not another library. raphaelmansuy/edgequake

EdgeQuake GitHub Overview: Private Graph-RAG with Rust, Docker, and Ollama edgequake by raphaelmansuy: raphaelmansuy/edgequake EdgeQuake is presented as a Rust-based Graph-RAG framework for turning documents into connected knowledge graphs and combining graph traversal with vector retrieval. The narration frames the pipeline as a local alternative to a conventional Python RAG stack, with claimed throughput gains of up to 50 times, local Ollama models, Docker orchestration, loopback networking, and a unified PostgreSQL-backed storage layer. This overview follows the architecture and operational flow: 768-dimensional embeddings, host-to-container routing, development-mode startup, workspace-scoped synthetic ingestion, asynchronous processing, hybrid queries, and page-start citations that expose retrieved source chunks. It also points to OpenWebUI integration and the EdgeQuake doctor utility for a private conversational interface and health checks. The rendered video is concept- and architecture-focused, so the commands and environment variables are best treated as the narrated design context and checked against the repository's current documentation. TimeStamps: 0:00 Rust Graph-RAG and the local-only architecture 0:55 Ollama Models and 768-Dimensional Embeddings 1:49 Docker Routing, Dev Mode, and Health Checks 2:59 Synthetic Ingestion and Workspace Isolation 4:08 Hybrid Retrieval and Page-Start Citations 4:56 Knowledge-Graph Results, OpenWebUI, and the EdgeQuake Doctor Utility 🦀 Rust pipeline and Graph-RAG mechanics 🧠 Local Ollama models and embeddings 🐳 Docker, loopback routing, and health checks 🔎 Hybrid retrieval with source citations The practical takeaway is how EdgeQuake joins Rust ingestion, PostgreSQL storage, graph relationships, and vector search in one local workflow. For developers evaluating self-hosted RAG, the key tradeoffs are local model capacity, Docker networking, asynchronous ingestion, and the audit trail exposed by hybrid retrieval. #EdgeQuake #GraphRAG #Ollama [de-DE] YNAS ynp_9f0c9eaa4712aeb7 Cinematic Privater automatisierter Staging-Upload. Paketidentität: ynp_9f0c9eaa4712aeb7; Ausgabe: cinematic. [es-US] YNAS ynp_9f0c9eaa4712aeb7 cinemático Carga de prueba de automatización privada. Identidad del paquete: ynp_9f0c9eaa4712aeb7; salida: cinematográfica. [fr-FR] YNAS ynp_9f0c9eaa4712aeb7 cinématique Téléchargement de l'environnement de test d'automatisation privé. Identifiant du package : ynp_9f0c9eaa4712aeb7 ; sortie : cinématique. [hi] YNAS ynp_9f0c9eaa4712aeb7 सिनेमैटिक निजी स्वचालन स्टेजिंग अपलोड। पैकेज पहचान: ynp_9f0c9eaa4712aeb7; आउटपुट: सिनेमाई। [id] YNAS ynp_9f0c9eaa4712aeb7 sinematik Unggahan staging otomatisasi pribadi. Identitas paket: ynp_9f0c9eaa4712aeb7; output: sinematik. [it] YNAS ynp_9f0c9eaa4712aeb7 cinematic Caricamento di automazione privata. Identità del pacchetto: ynp_9f0c9eaa4712aeb7; output: cinematografico. [pt-BR] YNAS ynp_9f0c9eaa4712aeb7 cinematográfico Upload de teste de automação privada. Identificação do pacote: ynp_9f0c9eaa4712aeb7; saída: cinemática.

raphaelmansuy / edgequake: EdegQuake 🌋 High-performance GraphRAG inspired from LightRag written in Rust; Transform documents into intelligent knowledge graphs for superior retrieval and generation ★2227 raphaelmansuy/edgequake