Can Hermes 4.3 36B run on NVIDIA A100 40GB?

YES — Runs Great

B55Good
Estimated from fit model

Hermes 4.3 36B needs ~31.4 GB VRAM. NVIDIA A100 40GB has 40.0 GB. With Q4_K_M quantization, expect ~60 tok/s.

Runtime: OllamaCapacity: RoomyBandwidth: HighStack: BasicBottleneck: 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) 31.4 GB, 59.5 tok/s, Runs well
31.4 GB required40.0 GB available
78% VRAM used

Fit status

Runs well

Decode

59.5 tok/s

TTFT

3255 ms

Safe context

49K

Memory

31.4 GB / 40.0 GB

Memory breakdown

Weights22.0 GB
KV Cache4.2 GB
Runtime1.2 GB
Headroom4.0 GB

See how fast it feels

See how fast it feelsHermes 4.3 36B on NVIDIA A100 40GB
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: 59.5 tok/s decode · 3.3s TTFT (warm) · 149 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
ChatBRuns well59.5 tok/s1775 ms49K
CodingBRuns well59.5 tok/s3255 ms49K
Agentic CodingCTight fit59.5 tok/s4734 ms49K
ReasoningBRuns well59.5 tok/s3847 ms49K
RAGCTight fit59.5 tok/s5918 ms49K

Quantization options

How Hermes 4.3 36B (36B params) fits at each quantization level on NVIDIA A100 40GB (40.0 GB usable).

QuantBitsVRAMQualityFit
Q2_K
2
14.0 GB
LowC46
Q3_K_S
3
17.6 GB
LowC47
NVFP4
4
20.2 GB
MediumC48
Q4_K_M
4
22.0 GB
MediumC49
Q5_K_M
5
25.9 GB
HighC48
Q6_KBest for your GPU
6
29.5 GB
HighC48
Q8_0
8
38.5 GB
Very HighF0
F16
16
73.8 GB
MaximumF0

Get started

Copy-paste commands to run Hermes 4.3 36B on your machine.

Run

lms load hf-nousresearch--hermes-4-3-36b-gguf && lms server start

Frequently asked questions

Can NVIDIA A100 40GB run Hermes 4.3 36B?

Yes, NVIDIA A100 40GB can run Hermes 4.3 36B with a B grade (Runs well). Expected decode speed: 59.5 tok/s.

How much VRAM does Hermes 4.3 36B need?

Hermes 4.3 36B (36B parameters) requires approximately 31.4 GB of memory with Q4_K_M quantization.

What is the best quantization for Hermes 4.3 36B?

The recommended quantization for Hermes 4.3 36B is Q4_K_M, which balances quality and memory efficiency.

What speed will Hermes 4.3 36B run at on NVIDIA A100 40GB?

On NVIDIA A100 40GB, Hermes 4.3 36B achieves approximately 59.5 tokens per second decode speed with a time-to-first-token of 3255ms using Q4_K_M quantization.

Can NVIDIA A100 40GB run Hermes 4.3 36B for coding?

For coding workloads, Hermes 4.3 36B on NVIDIA A100 40GB receives a B grade with 59.5 tok/s and 49K context.

What context window can Hermes 4.3 36B use on NVIDIA A100 40GB?

On NVIDIA A100 40GB, Hermes 4.3 36B can safely use up to 49K tokens of context. The model's official context limit is —, but available memory constrains the safe maximum.

See all results for NVIDIA A100 40GBSee all hardware for Hermes 4.3 36B
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