Can Qwen AgentWorld 35B A3B run on AMD Instinct MI60 32GB?

YES — Tight Fit

S85Excellent

Estimated from fit model

Qwen AgentWorld 35B A3B needs ~26.5 GB VRAM. AMD Instinct MI60 32GB has 32.0 GB. With Q4_K_M quantization, expect ~64 tok/s.

Runtime: llama.cppCapacity: TightBandwidth: 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.

Capabilities:

Select quantization to explore

Q4_K_M (Medium quality) — 25.6 GB, 69.8 tok/s, Runs well

25.6 GB required32.0 GB available

80% VRAM used

Fit status

Runs well

Decode

69.8 tok/s

TTFT

2772 ms

Safe context

262K

Memory

25.6 GB / 32.0 GB

Memory breakdown

Weights21.2 GB

KV Cache0.3 GB

Runtime0.9 GB

Headroom3.2 GB

See how fast it feels

See how fast it feelsQwen AgentWorld 35B A3B on AMD Instinct MI60 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: 69.8 tok/s decode · 2.8s TTFT (warm) · 175 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	S	Runs well	64.2 tok/s	1645 ms	88K
Coding	S	Tight fit	64.2 tok/s	3015 ms	88K
Agentic Coding	S	Tight fit	64.2 tok/s	4385 ms	88K
Reasoning	S	Tight fit	64.2 tok/s	3563 ms	88K
RAG	S	Tight fit	64.2 tok/s	5482 ms	88K

Inference speed

Qwen AgentWorld 35B A3B inference speed — tokens per second by GPU & Mac

Estimated decode speed (tokens/sec) for Qwen AgentWorld 35B A3B at Q4_K_M across popular GPUs and Apple Silicon, using the fastest local runtime per device. Fastest is RTX 5090 32GB at ~140 tok/s. Speed is memory-bandwidth bound, so cards that fit the whole model in VRAM run far faster than ones that offload to system RAM.

GPU / Mac	Memory	Quant	Speed (tok/s)	Fits?
RTX 5090 32GB	32 GB	Q4_K_M	140.4	Fits
RTX 4090 24GB	24 GB	Q4_K_M	80.0	Offloads

Quantization options

How Qwen AgentWorld 35B A3B (34.70000076293945B params) fits at each quantization level on AMD Instinct MI60 32GB (32.0 GB usable).

Quant	Bits	VRAM	Quality	Fit
Q1_0_G128	1.125	5.0 GB	Very Low	A77
Q2_0_G128	1.71	9.3 GB	Low	A78
Q2_K	2

Get started

Copy-paste commands to run Qwen AgentWorld 35B A3B on your machine.

Run

docker run --rm -it ghcr.io/ggerganov/llama.cpp:full \
  --hf-repo "Qwen/Qwen-AgentWorld-35B-A3B" \
  --hf-file "Qwen-AgentWorld-35B-A3B-Q4_K_M.gguf" \
  -c 4096 -ngl 99

Your hardware

More models your AMD Instinct MI60 32GB can run

Model	Params	Grade	Decode	Capabilities
Qwen 3.6 35B A3B	35B	S	63.8 tok/s

Frequently asked questions

Can AMD Instinct MI60 32GB run Qwen AgentWorld 35B A3B?

Yes, AMD Instinct MI60 32GB can run Qwen AgentWorld 35B A3B with a S grade (Tight fit). Expected decode speed: 64.2 tok/s.

How much VRAM does Qwen AgentWorld 35B A3B need?

Qwen AgentWorld 35B A3B (34.70000076293945B parameters) requires approximately 26.5 GB of memory with Q4_K_M quantization.

What is the best quantization for Qwen AgentWorld 35B A3B?

The recommended quantization for Qwen AgentWorld 35B A3B is Q4_K_M, which balances quality and memory efficiency.

What speed will Qwen AgentWorld 35B A3B run at on AMD Instinct MI60 32GB?

On AMD Instinct MI60 32GB, Qwen AgentWorld 35B A3B achieves approximately 64.2 tokens per second decode speed with a time-to-first-token of 3015ms using Q4_K_M quantization.

Can AMD Instinct MI60 32GB run Qwen AgentWorld 35B A3B for coding?

For coding workloads, Qwen AgentWorld 35B A3B on AMD Instinct MI60 32GB receives a S grade with 64.2 tok/s and 88K context.

What context window can Qwen AgentWorld 35B A3B use on AMD Instinct MI60 32GB?

On AMD Instinct MI60 32GB, Qwen AgentWorld 35B A3B can safely use up to 88K tokens of context. The model's official context limit is 262K, but available memory constrains the safe maximum.

See all results for AMD Instinct MI60 32GB See all hardware for Qwen AgentWorld 35B A3B

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