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GuideMarch 10, 20269 min read

How to Run Llama 3 on the Cheapest GPU Cloud

Running Llama 3 on cloud GPUs can cost as little as $0.40/hour for the 8B model or $2.50/hour for the 70B. Here's exactly how to set it up on the cheapest providers.

GPU Requirements by Model

ModelMin VRAMRecommended GPUMin Price/hr
Llama 3 8B (FP16)16GBRTX 4090 / A10G$0.35
Llama 3 8B (4-bit)6GBRTX 3080 / A4000$0.20
Llama 3 70B (FP16)140GB2× A100 80GB$5.50
Llama 3 70B (4-bit)40GBA100 40GB$1.20

Quickest Setup: Llama 3 8B on Vast.ai

Total cost: ~$0.35–0.50/hr

  • Create an account at vast.ai, filter for RTX 4090 under $0.50/hr
  • Select a PyTorch 2.x + CUDA 12.x template
  • SSH in, then run: curl -fsSL https://ollama.ai/install.sh | sh
  • Launch: ollama run llama3
  • The 8B model (~4.7GB) downloads and is ready in minutes

Production: Llama 3 70B on RunPod A100

Total cost: ~$2.50–3.50/hr using AWQ 4-bit quantization on a single A100 40GB.

  • Go to RunPod → Secure Cloud → A100 40GB
  • Deploy with the vLLM template
  • Start server with AWQ quantization — fits the 70B model in a single A100
  • Serves at ~40 tokens/second with an OpenAI-compatible API

Cost Comparison: Llama 3 vs OpenAI

  • Llama 3 8B on Vast.ai: ~$0.80/day for 1M tokens
  • Llama 3 70B on RunPod A100: ~$12/day for 1M tokens
  • GPT-4o API: ~$10/day for 1M tokens
  • GPT-4o mini API: ~$0.30/day for 1M tokens

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