CodeLlama 7b hf vs starcoder2 7b: the real cost to run each

The honest, $0-markup cost to run CodeLlama 7b hf (codellama, 6.7B) and starcoder2 7b (bigcode, 7.2B), side by side — free on your own machine, on your own rented GPU at the vendor's price, or via your own API key.

CodeLlama 7b hf vs starcoder2 7b — cost comparison

Which should you pick?

• Easiest to run locally: starcoder2 7b (needs ~7.0 GB VRAM at its default quant).
• Pay-as-you-go (your own API key): CodeLlama 7b hf ~$0.15/1M vs starcoder2 7b ~$0.16/1M — size-based estimates; open the advisor for live prices.
• Cheapest to rent by the hour: starcoder2 7b (from $0.06/hr on one rented box).
• Longest context: Either — same context window.

VRAM, size, context and license are facts from the catalog and the shared cost engine; API prices are real where we have them (labeled "est." otherwise). We don't rank model quality or quote benchmarks here.

Full cost breakdown: CodeLlama 7b hf →
Full cost breakdown: starcoder2 7b →

Open the free Spanvero advisor → to compare them live for your exact workload and hardware.

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Spanvero · All comparisons · Prices as of 2026-07-06. $0 markup, your own accounts, we never resell compute. © 2026 Cynosure LLC.