Question 1

How much VRAM does Llama-3.1-Tulu-3-8B-DPO need?

Accepted Answer

Llama-3.1-Tulu-3-8B-DPO (8B) requires approximately 17.949179077148436 GB of VRAM at full precision (FP16), 9 GB at 8-bit quantization (Q8), and 4.5 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 Llama-3.1-Tulu-3-8B-DPO?

Accepted Answer

We have 10 compatible GPUs indexed for Llama-3.1-Tulu-3-8B-DPO, including A40, A100 40GB, A10G, RTX A6000, A10 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 Llama-3.1-Tulu-3-8B-DPO?

Accepted Answer

The cheapest GPU to run Llama-3.1-Tulu-3-8B-DPO in the cloud is the A40 at $0.44/hr. Other affordable options include A100 40GB ($0.93/hr) and A10G ($1.01/hr). Prices reflect the lowest on-demand rate across cloud providers.

Question 4

Can Llama-3.1-Tulu-3-8B-DPO run on consumer hardware?

Accepted Answer

Yes, Llama-3.1-Tulu-3-8B-DPO can run on consumer GPUs like the RTX A6000 (48 GB VRAM) at full precision (FP16).

Question 5

What quantization options are available for Llama-3.1-Tulu-3-8B-DPO?

Accepted Answer

Llama-3.1-Tulu-3-8B-DPO supports the following quantization levels: FP16 (full precision): ~17.949179077148436 GB, Q8 (8-bit): ~9 GB, Q6 (6-bit): ~6.7 GB, Q4 (4-bit): ~4.5 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
A100 40GB	40 GB	FP16	$0.93/hr	Rent
A10G	24 GB	FP16	$1.01/hr
RTX A6000	48 GB	FP16	$1.09/hr
A10	24 GB	FP16	$1.29/hr
A100 80GB PCIe	80 GB	FP16	$1.39/hr	Rent
A100 80GB	80 GB	FP16	$1.39/hr	Rent
GH200	96 GB	FP16	$2.29/hr
H100 MEGA	80 GB	FP16	$2.89/hr	Rent
H100 SXM	80 GB	FP16	$2.89/hr	Rent

Llama-3.1-Tulu-3-8B-DPO

VRAM Requirements

Compatible GPUs

Llama-3.1-Tulu-3-8B-DPO FAQ

VRAM requirements for Llama-3.1-Tulu-3-8B-DPO at different quantization levels
Quantization	VRAM Required
FP16	17.9 GB
Q8	9 GB
Q6	6.7 GB
Q4	4.5 GB