Tutorials
Hands-on deployment guides for AI frameworks, tools, and pipelines on dedicated GPU servers. Set up PyTorch, TensorFlow, vLLM, and more from scratch — full root access on bare metal.
Ollama on RTX 4060: Budget LLM Serving Guide
Run LLMs affordably with Ollama on the RTX 4060. This guide covers which models fit in 8GB VRAM, expected performance, and how to get the most from a budget GPU…
Ollama on RTX 5090: Running Large Models in 32GB
The RTX 5090's 32GB GDDR7 unlocks Mixtral 8x7B, 34B models in high quality, and dual-model setups in Ollama. Full compatibility…
TensorRT-LLM on Dedicated GPU: Optimisation Guide
Deploy TensorRT-LLM on a dedicated GPU server for maximum inference speed. Covers engine building, INT4/INT8 quantisation, Triton Inference Server integration,…
vLLM on RTX 3090: Setup, Config & Throughput Guide
Step-by-step guide to deploying vLLM on an RTX 3090 dedicated server. Covers installation, configuration tuning, and throughput benchmarks for 7B-34B…
vLLM on RTX 5080: Blackwell Performance Tuning
How to configure vLLM on the RTX 5080 for maximum throughput. Covers Blackwell-specific optimisations, FP4 inference, GDDR7 tuning, and benchmark…
vLLM on RTX 5090: Maximum Throughput Configuration
Configure vLLM on the RTX 5090 for maximum throughput. 32GB GDDR7, 1792 GB/s bandwidth, and Blackwell tensor cores enable FP16…
Qdrant vs Weaviate: Vector DB Performance on GPU
Comparing Qdrant and Weaviate vector database performance on GPU-accelerated servers. Benchmarking search latency, indexing speed, and scalability for RAG pipelines.
FAISS vs Milvus: GPU-Accelerated Vector Search
Comparing FAISS and Milvus for GPU-accelerated vector search. Library versus database approach to similarity search with performance benchmarks and deployment…
ChromaDB vs Qdrant: Lightweight vs Production Vector DB
ChromaDB versus Qdrant for vector storage. Comparing developer-friendly simplicity against production-grade performance for RAG applications on dedicated GPU hosting.
pgvector vs FAISS: PostgreSQL vs Dedicated Vector DB
pgvector inside PostgreSQL versus FAISS as a dedicated vector search library. Comparing operational simplicity against raw performance for RAG on…
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