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URL: https://willitrunai.com/can-run/nous-hermes-1.0-on-radeon-pro-w6800-32gb

⇱ Nous Hermes 1.0 on Radeon Pro W6800 32GB? YES

Can Nous Hermes 1.0 run on Radeon Pro W6800 32GB?

YES — Runs Great

A75Great
○Estimated from fit model

Nous Hermes 1.0 needs ~21.8 GB VRAM. Radeon Pro W6800 32GB has 32.0 GB. With Q4_K_M quantization, expect ~52 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, 52.2 tok/s, Runs well
21.8 GB required32.0 GB available
68% VRAM used

Fit status

Runs well

Decode

52.2 tok/s

TTFT

3707 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 Pro W6800 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: 52.2 tok/s decode · 3.7s TTFT (warm) · 131 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 well52.2 tok/s2022 ms16K
CodingARuns well52.2 tok/s3707 ms16K
Agentic CodingBRuns with offload (needs ~0.3 GB host RAM)34.5 tok/s8170 ms16K
ReasoningARuns well52.2 tok/s4381 ms16K
RAGBRuns with offload (needs ~0.3 GB host RAM)34.5 tok/s10212 ms16K

Quantization options

How Nous Hermes 1.0 (9B params) fits at each quantization level on Radeon Pro W6800 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 Pro W6800 32GB can run

ModelParamsGradeDecodeCapabilities
👁 Alibaba
Qwen3-Coder 30B A3B Instruct		30.5BS43.4 tok/s
👁 Alibaba
Qwen 3.5 27B		27BS18.8 tok/s
👁 Alibaba
Qwen 3.6 27B		27BS14.3 tok/s
👁 Alibaba
Qwen 3.6 35B A3B		35BS36.4 tok/s
👁 Alibaba
Qwen3-VL 30B A3B Instruct		30BS44.8 tok/s

Frequently asked questions

See all results for Radeon Pro W6800 32GBSee all hardware for Nous Hermes 1.0