RTX PRO 6000 Blackwell Workstation Edition 96GBコスパ重視1792 GB/s (+992)
C
Raises estimated decode speed by about 242%.68.5 tok/sデコード
Raises estimated decode speed by about 242%.
〜$9,999 MSRP
Can Hermes 4.3 36B run on Mac Studio M1 Ultra 128GB?
YES — Runs Great
C46Usable
Estimated from fit model
Hermes 4.3 36B needs ~40.9 GB VRAM. Mac Studio M1 Ultra 128GB has 92.2 GB. With Q4_K_M quantization, expect ~20 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) — 40.9 GB, 20.0 tok/s, Runs well
40.9 GB required92.2 GB available
44% VRAM used
Fit status
Runs well
Decode
20.0 tok/s
TTFT
9662 ms
Safe context
210K
Memory
40.9 GB / 92.2 GB
Memory breakdown
Weights22.0 GB
KV Cache4.2 GB
Runtime0.9 GB
Headroom13.8 GB
See how fast it feels
See how fast it feelsHermes 4.3 36B on Mac Studio M1 Ultra 128GB
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: 20.0 tok/s decode · 9.7s TTFT (warm) · 50 tok/s prefill
What limits this setup
This setup is broadly balanced for this model.
Shared-memory contention still exists
The OS, browser, and inference runtime all compete for the same physical memory pool, so real-world headroom is less forgiving than raw capacity suggests.
Best improvement path
Performance by workload
| Workload | Grade | Fit | Decode | TTFT | Context |
|---|---|---|---|---|---|
| Chat | C | Runs well | 20.0 tok/s | 5270 ms | 210K |
| Coding | C | Runs well | 20.0 tok/s | 9662 ms | 210K |
| Agentic Coding | C | Runs well | 20.0 tok/s | 14054 ms | 210K |
| Reasoning | C | Runs well | 20.0 tok/s | 11419 ms | 210K |
| RAG | C | Runs well | 20.0 tok/s | 17568 ms | 210K |
Quantization options
How Hermes 4.3 36B (36B params) fits at each quantization level on Mac Studio M1 Ultra 128GB (92.2 GB usable).
| Quant | Bits | VRAM | Quality | Fit |
|---|---|---|---|---|
Q2_K | 2 | 14.0 GB | Low | D40 |
Q3_K_S | 3 | 17.6 GB | Low | C40 |
NVFP4 | 4 | 20.2 GB | Medium | C41 |
Q4_K_M | 4 | 22.0 GB | Medium | C41 |
Q5_K_M | 5 | 25.9 GB | High | C42 |
Q6_K | 6 | 29.5 GB | High | C42 |
Q8_0 | 8 | 38.5 GB | Very High | C44 |
F16Best for your GPU | 16 | 73.8 GB | Maximum | C48 |
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 Mac Studio M1 Ultra 128GB run Hermes 4.3 36B?
Yes, Mac Studio M1 Ultra 128GB can run Hermes 4.3 36B with a C grade (Runs well). Expected decode speed: 20.0 tok/s.
How much VRAM does Hermes 4.3 36B need?
Hermes 4.3 36B (36B parameters) requires approximately 40.9 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 Mac Studio M1 Ultra 128GB?
On Mac Studio M1 Ultra 128GB, Hermes 4.3 36B achieves approximately 20.0 tokens per second decode speed with a time-to-first-token of 9662ms using Q4_K_M quantization.
Can Mac Studio M1 Ultra 128GB run Hermes 4.3 36B for coding?
For coding workloads, Hermes 4.3 36B on Mac Studio M1 Ultra 128GB receives a C grade with 20.0 tok/s and 210K context.
What context window can Hermes 4.3 36B use on Mac Studio M1 Ultra 128GB?
On Mac Studio M1 Ultra 128GB, Hermes 4.3 36B can safely use up to 210K tokens of context. The model's official context limit is —, but available memory constrains the safe maximum.
Is unified memory on Mac Studio M1 Ultra 128GB as fast as VRAM for Hermes 4.3 36B?
Not always. Mac Studio M1 Ultra 128GB can often fit larger models thanks to unified memory, but a discrete GPU with dedicated high-bandwidth VRAM may still decode faster once the model fits. For this combination, the important distinction is capacity versus sustained throughput.
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