Can Falcon 7B Instruct run on Radeon AI PRO R9700 32GB?

YES — Runs Great

B64Good
Estimated from fit model

Falcon 7B Instruct needs ~8.5 GB VRAM. Radeon AI PRO R9700 32GB has 32.0 GB. With Q4_K_M quantization, expect ~97 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) 8.5 GB, 97.1 tok/s, Runs well
8.5 GB required32.0 GB available
27% VRAM used

Fit status

Runs well

Decode

97.1 tok/s

TTFT

1993 ms

Safe context

8K

Memory

8.5 GB / 32.0 GB

Memory breakdown

Weights4.3 GB
KV Cache0.1 GB
Runtime0.9 GB
Headroom3.2 GB

See how fast it feels

See how fast it feelsFalcon 7B Instruct on Radeon AI PRO R9700 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: 97.1 tok/s decode · 2.0s TTFT (warm) · 243 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 well97.1 tok/s1087 ms8K
CodingBRuns well97.1 tok/s1993 ms8K
Agentic CodingBRuns well97.1 tok/s2899 ms8K
ReasoningBRuns well97.1 tok/s2355 ms8K
RAGBRuns well97.1 tok/s3623 ms8K

Quantization options

How Falcon 7B Instruct (7B params) fits at each quantization level on Radeon AI PRO R9700 32GB (32.0 GB usable).

QuantBitsVRAMQualityFit
Q2_K
2
2.7 GB
LowB59
Q3_K_S
3
3.4 GB
LowB59
NVFP4
4
3.9 GB
MediumB59
Q4_K_M
4
4.3 GB
MediumB60
Q5_K_M
5
5.0 GB
HighB60
Q6_K
6
5.7 GB
HighB60
Q8_0
8
7.5 GB
Very HighB61
F16Best for your GPU
16
14.3 GB
MaximumB64

Get started

Copy-paste commands to run Falcon 7B Instruct on your machine.

Run

lms load falcon-7b-instruct && lms server start

アップグレードオプション

Falcon 7B Instructを快適に動かすハードウェア

Frequently asked questions

Can Radeon AI PRO R9700 32GB run Falcon 7B Instruct?

Yes, Radeon AI PRO R9700 32GB can run Falcon 7B Instruct with a B grade (Runs well). Expected decode speed: 97.1 tok/s.

How much VRAM does Falcon 7B Instruct need?

Falcon 7B Instruct (7B parameters) requires approximately 8.5 GB of memory with Q4_K_M quantization.

What is the best quantization for Falcon 7B Instruct?

The recommended quantization for Falcon 7B Instruct is Q4_K_M, which balances quality and memory efficiency.

What speed will Falcon 7B Instruct run at on Radeon AI PRO R9700 32GB?

On Radeon AI PRO R9700 32GB, Falcon 7B Instruct achieves approximately 97.1 tokens per second decode speed with a time-to-first-token of 1993ms using Q4_K_M quantization.

Can Radeon AI PRO R9700 32GB run Falcon 7B Instruct for coding?

For coding workloads, Falcon 7B Instruct on Radeon AI PRO R9700 32GB receives a B grade with 97.1 tok/s and 8K context.

What context window can Falcon 7B Instruct use on Radeon AI PRO R9700 32GB?

On Radeon AI PRO R9700 32GB, Falcon 7B Instruct can safely use up to 8K tokens of context. The model's official context limit is 8K, but available memory constrains the safe maximum.

See all results for Radeon AI PRO R9700 32GBSee all hardware for Falcon 7B Instruct
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