CodeLlama 7b hf vs starcoder2 7b: local, rented GPU, and API costs

Compare calculated local requirements, provider-published rented-GPU rates, and dated API rates or clearly labeled size estimates for CodeLlama 7b hf and starcoder2 7b. Spanvero adds $0 markup.

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; check each provider's current listing or verify against Spanvero's dated pricing table.
• Cheapest to rent by the hour: starcoder2 7b (from $0.06/hr on one rented box).
• Longest context: Either — same context window.

VRAM is calculated from catalog specs, quantization, and context. Non-estimated API rates are provider-sourced snapshots dated 2026-08-24; retired upstream rates are last-known and size-derived values are labeled "est." We don't rank model quality or quote benchmarks here.

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

Open the free LLM cost calculator → to model your workload, hardware, monthly cost, and reliability assumptions.

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Spanvero · All comparisons · Prices as of 2026-08-24. $0 markup, your own accounts, we never resell compute. © 2026 Cynosure LLC.