Home / Models / StarCoder2 15B / NVIDIA Quadro P4000 8 GB
Can StarCoder2 15B run on NVIDIA Quadro P4000 8 GB?
Can it run? Yes, with CPU/RAM offload. Full GPU fit? No.
Can it run?
- Can it run?
- Yes, with CPU/RAM offload. This is not equivalent to full-GPU inference.
- Full GPU fit?
- No
- Model
- StarCoder2 15B · 16B
- GPU
- NVIDIA Quadro P4000 8 GB · 8 GB advertised
Memory calculation
Breakdown for Q4 at 8K context, batch size 1. Calculator v1.0.0.
| Model weights | 9.4 GB |
|---|---|
| KV cache | 0.6 GB |
| Runtime reserve | 1.0 GB |
| Safety margin | 0.5 GB |
| Required (estimated) | 11.5 GB |
| GPU usable VRAM | 7.2 GB |
Result: CPU RAM OFFLOAD REQUIRED
Quantization table
| Quantization | 2K | 4K | 8K | 16K |
|---|---|---|---|---|
| BF16 | No | No | No | No |
| FP16 | No | No | No | No |
| Q3 | Offload | Offload | Offload | Offload |
| Q4 | Offload | Offload | Offload | Offload |
| Q5 | Offload | Offload | Offload | Offload |
| Q6 | Offload | Offload | Offload | Offload |
| Q8 | Offload | Offload | Offload | Offload |
What fits entirely in VRAM?
No calculated full-VRAM fit at the evaluated quantizations and context lengths.
What requires RAM offload?
Weights may run with CPU/RAM offload. That is not equivalent to full-GPU inference. RigForAI does not estimate tokens/sec in this release.
Available graphics cards
These SKUs use this GPU chip. Amazon CTAs appear only for EXACT/HIGH matches. Absence of a price does not change the compatibility result above.
Lenovo 4X60N86664 graphics card NVIDIA Quadro P4000 8 GB GDDR5
8 GB · Amazon EXACT
$348.02
Check price on Amazon
DELL 490-BDXP graphics card NVIDIA Quadro P4000 8 GB GDDR5
8 GB · Amazon unmatched
Lenovo 4X60N86663 graphics card NVIDIA Quadro P4000 8 GB GDDR5
8 GB · Amazon unmatched
Sources
Model: official config bigcode/starcoder2-15b (main). GPU/product specs: Icecat. Compatibility: RigForAI calculator v1.0.0 estimated VRAM · Q8 at 8K: CPU_RAM_OFFLOAD_REQUIRED. Amazon: affiliate commerce match, not a spec source.