DeepSeek R1 Distill 32B locally
DeepSeek R1 Distill 32B is an open-weight LLM from the DeepSeek family with 32B parameters. Main use: reasoning and problem solving. Detected minimum hardware: TITAN RTX (24 GB).
Available quantizations
GGUF weightsAcceptable. Good compromise when VRAM is limited.
Good quality. Sweet spot for size and precision.
Near-FP16 quality. Comfortable for production.
Reference precision. Maximum quality, doubled VRAM.
Compatible GPUs
12 single-GPUGPUs that can run DeepSeek R1 Distill 32B on a single card, ranked by VRAM headroom.
Recommended multi-GPU rigs
2x / 4x consumer GPUsFor DeepSeek R1 Distill 32B at higher quantization or with more context, a multi-GPU rig gives more headroom.
Recommended rig
DeepSeek R1 Distill 32B with Ubuntu, vLLM, Open WebUI and the model already downloaded.
Similar models
VRAM estimates: parameters x bits/8 plus margin. Real performance varies by engine, context length and batch size.
sync: 2026-05-12