Codestral-22B VRAM Requirements & GPU Benchmarks
Codestral-22B (22.2B total, 22.2B active, 56L, 8 KV heads, vocab 32768) requires 14.81 GB in 4-bit Q4_K_M, 23.58 GB in FP8, and 43.59 GB in FP16 at 8K context.
COMPARADOR CLOUD GPU Y CALCULADORA ALQUILAR VS COMPRAR
¿No tienes suficiente VRAM? Alquila una GPU en la nube en 60 segundos (Codestral-22B: 14.81 GB in 4-bit)
Recommended Cloud Tier: RTX 4090 (24GB) · Full FP16 Needs: 43.59 GB
Meses para amortizar compra vs alquiler: ~32 months (vs $1,699 hardware)
| Cloud Provider | RTX 4090 (24GB) | A100 (80GB) | H100 (80GB) | Est. Monthly Cost (4h/day) | Free Credit / Trial | Deploy |
|---|---|---|---|---|---|---|
| RunPod | $0.44 / hr | $1.39 / hr | $2.39 / hr | $52.80 / mo | Instant PyTorch / vLLM Templates + Serverless GPU | Desplegar en RunPod → |
| Vast.ai | $0.29 / hr | $0.95 / hr | $1.79 / hr | $34.80 / mo | Save 50–70% on RTX 4090 / 5090 / A100 rentals | Alquilar GPU Spot → |
| Vultr Cloud GPU | — | $1.79 / hr | $2.69 / hr | $214.80 / mo (A100) | $300 Free Credit | Reclamar $300 Gratis → |
| DigitalOcean GPU | — | — | $2.99 / hr | $358.80 / mo (H100) | $200 Free Credit (60d) | Obtener $200 Gratis → |
| GPU Hardware | VRAM | Bandwidth | FP16 (43.59GB) | Q4_K_M (14.81GB) | Decode / Prefill Speed | Report |
|---|---|---|---|---|---|---|
| NVIDIA RTX 5090 | 32 GB | 1792 GB/s | No | Sí (46%) | ~91.9 / 2454 tok/s | Calcular VRAM y Velocidad Exacta → |
| NVIDIA RTX 4090 | 24 GB | 1008 GB/s | No | Sí (62%) | ~51.7 / 1935 tok/s | Calcular VRAM y Velocidad Exacta → |
| NVIDIA RTX 5080 | 16 GB | 960 GB/s | No | Sí (93%) | ~49.2 / 1320 tok/s | Calcular VRAM y Velocidad Exacta → |
| NVIDIA RTX 4080 Super | 16 GB | 736 GB/s | No | Sí (93%) | ~37.7 / 1223 tok/s | Calcular VRAM y Velocidad Exacta → |
| NVIDIA RTX 4070 Ti Super | 16 GB | 672 GB/s | No | Sí (93%) | ~34.5 / 1033 tok/s | Calcular VRAM y Velocidad Exacta → |
| NVIDIA RTX 3090 | 24 GB | 936 GB/s | No | Sí (62%) | ~48 / 832 tok/s | Calcular VRAM y Velocidad Exacta → |
| NVIDIA RTX 4060 Ti 16GB | 16 GB | 288 GB/s | No | Sí (93%) | ~14.8 / 516 tok/s | Calcular VRAM y Velocidad Exacta → |
| NVIDIA RTX 3060 12GB | 12 GB | 360 GB/s | No | No | ~11.5 / 297 tok/s | Calcular VRAM y Velocidad Exacta → |
| NVIDIA RTX 6000 Ada | 48 GB | 960 GB/s | Sí | Sí (31%) | ~49.2 / 2134 tok/s | Calcular VRAM y Velocidad Exacta → |
| NVIDIA RTX A6000 | 48 GB | 768 GB/s | Sí | Sí (31%) | ~39.4 / 906 tok/s | Calcular VRAM y Velocidad Exacta → |
| NVIDIA L40S 48GB | 48 GB | 864 GB/s | Sí | Sí (31%) | ~44.3 / 4240 tok/s | Calcular VRAM y Velocidad Exacta → |
| NVIDIA A100 80GB SXM | 80 GB | 2039 GB/s | Sí | Sí (19%) | ~104.5 / 3654 tok/s | Calcular VRAM y Velocidad Exacta → |
| NVIDIA H100 80GB SXM | 80 GB | 3350 GB/s | Sí | Sí (19%) | ~171.8 / 11583 tok/s | Calcular VRAM y Velocidad Exacta → |
| NVIDIA H200 141GB SXM | 141 GB | 4800 GB/s | Sí | Sí (11%) | ~246.1 / 11583 tok/s | Calcular VRAM y Velocidad Exacta → |
| NVIDIA Blackwell B200 192GB | 192 GB | 8000 GB/s | Sí | Sí (8%) | ~350 / 18000 tok/s | Calcular VRAM y Velocidad Exacta → |
| AMD Instinct MI300X 192GB | 192 GB | 5300 GB/s | Sí | Sí (8%) | ~271.7 / 15307 tok/s | Calcular VRAM y Velocidad Exacta → |
| 2x NVIDIA RTX 3090 (48GB) | 48 GB | 936 GB/s | Sí | Sí (31%) | ~48 / 1663 tok/s | Calcular VRAM y Velocidad Exacta → |
| 2x NVIDIA RTX 4090 (48GB) | 48 GB | 1008 GB/s | Sí | Sí (31%) | ~51.7 / 3870 tok/s | Calcular VRAM y Velocidad Exacta → |
| 4x NVIDIA A100 80GB (320GB) | 320 GB | 2039 GB/s | Sí | Sí (5%) | ~104.5 / 14616 tok/s | Calcular VRAM y Velocidad Exacta → |
| 8x NVIDIA H100 80GB (640GB) | 640 GB | 3350 GB/s | Sí | Sí (2%) | ~171.8 / 18000 tok/s | Calcular VRAM y Velocidad Exacta → |
| Apple M4 Max (128GB Unified) | 128 GB | 546 GB/s | Sí | Sí (12%) | ~30.6 / 431 tok/s | Calcular VRAM y Velocidad Exacta → |
| Apple M3 Ultra Mac Studio (512GB) | 512 GB | 819 GB/s | Sí | Sí (3%) | ~45.9 / 635 tok/s | Calcular VRAM y Velocidad Exacta → |
| Apple M4 Pro Mac Mini (64GB) | 64 GB | 273 GB/s | Sí | Sí (23%) | ~15.3 / 215 tok/s | Calcular VRAM y Velocidad Exacta → |