Question 1

How much VRAM does Qwen2.5-Coder-14B-Instruct need?

Accepted Answer

Qwen2.5-Coder-14B-Instruct (14.8B) requires approximately 33.013597869873045 GB of VRAM at full precision (FP16), 16.5 GB at 8-bit quantization (Q8), and 8.3 GB at 4-bit quantization (Q4). The actual VRAM usage may be slightly higher due to KV cache and runtime overhead.

Question 2

What GPUs can run Qwen2.5-Coder-14B-Instruct?

Accepted Answer

We have 10 compatible GPUs indexed for Qwen2.5-Coder-14B-Instruct, including A40, L40S, A100 40GB, L40, A100 80GB PCIe and 5 more. Compatibility is determined by whether the GPU's VRAM can fit the model's memory footprint, potentially using quantization to reduce memory usage.

Question 3

What is the cheapest GPU to run Qwen2.5-Coder-14B-Instruct?

Accepted Answer

The cheapest GPU to run Qwen2.5-Coder-14B-Instruct in the cloud is the A40 at $0.44/hr. Other affordable options include L40S ($0.60/hr) and A100 40GB ($0.93/hr). Prices reflect the lowest on-demand rate across cloud providers.

Question 4

Can Qwen2.5-Coder-14B-Instruct run on consumer hardware?

Accepted Answer

Yes, Qwen2.5-Coder-14B-Instruct can run on consumer GPUs like the RTX Pro 6000 Blackwell (96 GB VRAM) at full precision (FP16).

Question 5

What quantization options are available for Qwen2.5-Coder-14B-Instruct?

Accepted Answer

Qwen2.5-Coder-14B-Instruct supports the following quantization levels: FP16 (full precision): ~33.013597869873045 GB, Q8 (8-bit): ~16.5 GB, Q6 (6-bit): ~12.4 GB, Q4 (4-bit): ~8.3 GB. Lower quantization reduces VRAM usage at the cost of some quality loss. Q8 offers a good balance between quality and memory savings, while Q4 provides maximum compression.

GPU	VRAM	Best Quant	From	Rent
A40	48 GB	FP16	$0.44/hr	Rent
L40S	48 GB	FP16	$0.60/hr	Rent
A100 40GB	40 GB	FP16	$0.93/hr	Rent
L40	48 GB	FP16	$0.99/hr	Rent
A100 80GB PCIe	80 GB	FP16	$1.39/hr	Rent
A100 80GB	80 GB	FP16	$1.39/hr	Rent
RTX Pro 6000 Blackwell	96 GB	FP16	$1.89/hr	Rent
MI300X	192 GB	FP16	$1.99/hr	Rent
GH200	96 GB	FP16	$2.29/hr
H100 MEGA	80 GB	FP16	$2.39/hr	Rent

Qwen2.5-Coder-14B-Instruct

VRAM Requirements

Compatible GPUs

Qwen2.5-Coder-14B-Instruct FAQ