NVIDIA L40~54 tok/s (Q4)

codellama/CodeLlama-34b-hf speed on NVIDIA L40

Quantization-specific throughput and VRAM requirements for codellama/CodeLlama-34b-hf running on NVIDIA L40.

Speed Snapshot

Topline estimate from compatibility data

Modelcodellama/CodeLlama-34b-hf

GPUNVIDIA L40

Q4 speed54 tok/s

Q4 VRAM required17GB

Data Source

Calculation and benchmark status

Speed values come from the compatibility dataset (`estimatedTokensPerSec`) and are sorted by quantization.

For full verdict logic and alternate GPUs, see the canonical compatibility page.

Quantization Speed Table

Quantization	VRAM needed	VRAM available	Speed	Verdict
Q4	17GB	48GB	54 tok/s	✅ Fits
Q8	35GB	48GB	37 tok/s	✅ Fits
FP16	70GB	48GB	24 tok/s	❌ Not recommended