Can Nous Hermes 1.0 run on Radeon AI PRO R9700 32GB?

YES — Runs Great

A76Great
Estimated from fit model

Nous Hermes 1.0 needs ~21.8 GB VRAM. Radeon AI PRO R9700 32GB has 32.0 GB. With Q4_K_M quantization, expect ~69 tok/s.

Runtime: llama.cppCapacity: RoomyBandwidth: MediumStack: StandardBottleneck: Balanced
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Operating mode

Choose the run profile you care about

Interactive favors responsiveness, while light API and scale-out lean harder on serving readiness. The fit stays the same, but the recommendation lens changes.

Current mode

Balanced

Balanced for general local use. Keeps the ranking neutral across personal and serving workflows.

Capabilities:

Select quantization to explore

Q4_K_M (Medium quality) 21.8 GB, 68.8 tok/s, Runs well
21.8 GB required32.0 GB available
68% VRAM used

Fit status

Runs well

Decode

68.8 tok/s

TTFT

2815 ms

Safe context

16K

Memory

21.8 GB / 32.0 GB

Memory breakdown

Weights5.5 GB
KV Cache12.2 GB
Runtime0.9 GB
Headroom3.2 GB

See how fast it feels

See how fast it feelsNous Hermes 1.0 on Radeon AI PRO R9700 32GB
1st promptCold start — includes initialization
>Solve: If a train travels at 60 mph for 2.5 hours, how far does it go?
Let me work through this step by step. Given information: - Speed = 60 mph (miles per hour) - Time = 2.5 hours Formula: Distance = Speed x Time Calculation: Distance = 60 mph x 2.5 h = 150 miles The train travels 150 miles. Double-check: at 60 mph the train covers 60 miles each hour. In half an hour it covers 30 miles. So in 2.5 hours: 60 + 60 + 30 = 150 miles. Confirmed.
2nd promptWarm — model ready, no init overhead
>What if the train stops for 20 minutes halfway?
The stop doesn't change the total distance covered while moving, but it affects total trip time. Breakdown: - First half: 1.25 hours at 60 mph = 75 miles - Stop: 20 minutes (no distance) - Second half: 1.25 hours at 60 mph = 75 miles Total distance: 150 miles (same) Total time: 2.5 h + 0.33 h = 2.83 hours Average speed: 150 / 2.83 = 53 mph The distance stays the same but average speed drops to 53 mph because of the stop.
Estimated: 68.8 tok/s decode · 2.8s TTFT (warm) · 172 tok/s prefill

What limits this setup

This setup is broadly balanced for this model.

No major red flags

This recommendation has enough memory headroom and acceptable estimated speed for the selected workload.

Best improvement path

Performance by workload

WorkloadGradeFitDecodeTTFTContext
ChatARuns well68.8 tok/s1535 ms16K
CodingARuns well68.8 tok/s2815 ms16K
Agentic CodingBRuns with offload (needs ~0.3 GB host RAM)46.5 tok/s6060 ms16K
ReasoningARuns well68.8 tok/s3327 ms16K
RAGBRuns with offload (needs ~0.3 GB host RAM)46.5 tok/s7575 ms16K

Quantization options

How Nous Hermes 1.0 (9B params) fits at each quantization level on Radeon AI PRO R9700 32GB (32.0 GB usable).

QuantBitsVRAMQualityFit
Q2_K
2
3.5 GB
LowB64
Q3_K_S
3
4.4 GB
LowB64
NVFP4
4
5.0 GB
MediumB64
Q4_K_M
4
5.5 GB
MediumB64
Q5_K_M
5
6.5 GB
HighB65
Q6_K
6
7.4 GB
HighB65
Q8_0
8
9.6 GB
Very HighB66
F16Best for your GPU
16
18.5 GB
MaximumB70

Get started

Copy-paste commands to run Nous Hermes 1.0 on your machine.

Run

lms load Nous-Hermes-1.0 && lms server start

Your hardware

More models your Radeon AI PRO R9700 32GB can run

ModelParamsGradeDecodeCapabilities
AlibabaQwen3-Coder 30B A3B Instruct30.5BS57.1 tok/s
AlibabaQwen 3.5 27B27BS24.8 tok/s
AlibabaQwen 3.6 27B27BS18.8 tok/s
AlibabaQwen 3.6 35B A3B35BS48 tok/s
AlibabaQwen3-VL 30B A3B Instruct30BS59.1 tok/s

Frequently asked questions

Can Radeon AI PRO R9700 32GB run Nous Hermes 1.0?

Yes, Radeon AI PRO R9700 32GB can run Nous Hermes 1.0 with a A grade (Runs well). Expected decode speed: 68.8 tok/s.

How much VRAM does Nous Hermes 1.0 need?

Nous Hermes 1.0 (9B parameters) requires approximately 21.8 GB of memory with Q4_K_M quantization.

What is the best quantization for Nous Hermes 1.0?

The recommended quantization for Nous Hermes 1.0 is Q4_K_M, which balances quality and memory efficiency.

What speed will Nous Hermes 1.0 run at on Radeon AI PRO R9700 32GB?

On Radeon AI PRO R9700 32GB, Nous Hermes 1.0 achieves approximately 68.8 tokens per second decode speed with a time-to-first-token of 2815ms using Q4_K_M quantization.

Can Radeon AI PRO R9700 32GB run Nous Hermes 1.0 for coding?

For coding workloads, Nous Hermes 1.0 on Radeon AI PRO R9700 32GB receives a A grade with 68.8 tok/s and 16K context.

What context window can Nous Hermes 1.0 use on Radeon AI PRO R9700 32GB?

On Radeon AI PRO R9700 32GB, Nous Hermes 1.0 can safely use up to 16K tokens of context. The model's official context limit is 16K, but available memory constrains the safe maximum.

See all results for Radeon AI PRO R9700 32GBSee all hardware for Nous Hermes 1.0
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