NVIDIA H800 80GBコスパ重視80 GB VRAM (+16)3000 GB/s (+1362)
C
Raises estimated decode speed by about 118%.110.7 tok/sデコード
Raises estimated decode speed by about 118%.
Adds memory headroom for longer context windows and future model growth.
〜$30,000 MSRP
Can Hermes 4.3 36B run on AMD Instinct MI210 64GB?
YES — Runs Great
C51Usable
Estimated from fit model
Hermes 4.3 36B needs ~33.5 GB VRAM. AMD Instinct MI210 64GB has 64.0 GB. With Q4_K_M quantization, expect ~51 tok/s.
Runtime: llama.cppCapacity: RoomyBandwidth: HighStack: StandardBottleneck: Balanced
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.
Select quantization to explore
Q4_K_M (Medium quality) — 33.5 GB, 50.7 tok/s, Runs well
33.5 GB required64.0 GB available
52% VRAM used
Fit status
Runs well
Decode
50.7 tok/s
TTFT
3817 ms
Safe context
132K
Memory
33.5 GB / 64.0 GB
Memory breakdown
Weights22.0 GB
KV Cache4.2 GB
Runtime0.9 GB
Headroom6.4 GB
See how fast it feels
See how fast it feelsHermes 4.3 36B on AMD Instinct MI210 64GB
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: 50.7 tok/s decode · 3.8s TTFT (warm) · 127 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
| Workload | Grade | Fit | Decode | TTFT | Context |
|---|---|---|---|---|---|
| Chat | C | Runs well | 50.7 tok/s | 2082 ms | 132K |
| Coding | C | Runs well | 50.7 tok/s | 3817 ms | 132K |
| Agentic Coding | C | Runs well | 50.7 tok/s | 5552 ms | 132K |
| Reasoning | C | Runs well | 50.7 tok/s | 4511 ms | 132K |
| RAG | C | Runs well | 50.7 tok/s | 6940 ms | 132K |
Quantization options
How Hermes 4.3 36B (36B params) fits at each quantization level on AMD Instinct MI210 64GB (64.0 GB usable).
| Quant | Bits | VRAM | Quality | Fit |
|---|---|---|---|---|
Q2_K | 2 | 14.0 GB | Low | C42 |
Q3_K_S | 3 | 17.6 GB | Low | C43 |
NVFP4 | 4 | 20.2 GB | Medium | C43 |
Q4_K_M | 4 | 22.0 GB | Medium | C44 |
Q5_K_M | 5 | 25.9 GB | High | C45 |
Q6_K | 6 | 29.5 GB | High | C46 |
Q8_0Best for your GPU | 8 | 38.5 GB | Very High | C48 |
F16 | 16 | 73.8 GB | Maximum | F0 |
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アップグレードオプション
Hermes 4.3 36Bを快適に動かすハードウェア
Frequently asked questions
Can AMD Instinct MI210 64GB run Hermes 4.3 36B?
Yes, AMD Instinct MI210 64GB can run Hermes 4.3 36B with a C grade (Runs well). Expected decode speed: 50.7 tok/s.
How much VRAM does Hermes 4.3 36B need?
Hermes 4.3 36B (36B parameters) requires approximately 33.5 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 AMD Instinct MI210 64GB?
On AMD Instinct MI210 64GB, Hermes 4.3 36B achieves approximately 50.7 tokens per second decode speed with a time-to-first-token of 3817ms using Q4_K_M quantization.
Can AMD Instinct MI210 64GB run Hermes 4.3 36B for coding?
For coding workloads, Hermes 4.3 36B on AMD Instinct MI210 64GB receives a C grade with 50.7 tok/s and 132K context.
What context window can Hermes 4.3 36B use on AMD Instinct MI210 64GB?
On AMD Instinct MI210 64GB, Hermes 4.3 36B can safely use up to 132K tokens of context. The model's official context limit is —, but available memory constrains the safe maximum.
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<iframe src="https://willitrunai.com/embed/hf-nousresearch--hermes-4-3-36b-gguf-on-instinct-mi210-64gb" width="400" height="180" frameborder="0" style="border:none;border-radius:12px;overflow:hidden;" title="Will It Run AI — fit result"></iframe>
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