Will It Run AI

Can Falcon 7B Instruct run on Radeon Pro W7500 8GB?

YES — Runs Great

B70Good
Estimated from fit model

Falcon 7B Instruct needs ~6.1 GB VRAM. Radeon Pro W7500 8GB has 8.0 GB. With Q4_K_M quantization, expect ~34 tok/s.

Runtime: llama.cppCapacity: RoomyBandwidth: Very lowStack: StandardBottleneck: Memory bandwidth
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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) — 6.1 GB, 34.0 tok/s, Runs well
6.1 GB required8.0 GB available
76% VRAM used

Fit status

Runs well

Decode

34.0 tok/s

TTFT

5694 ms

Safe context

8K

Memory

6.1 GB / 8.0 GB

Memory breakdown

Weights4.3 GB
KV Cache0.1 GB
Runtime0.9 GB
Headroom0.8 GB

See how fast it feels

See how fast it feelsFalcon 7B Instruct on Radeon Pro W7500 8GB
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: 34.0 tok/s decode · 5.7s TTFT (warm) · 85 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 well34.0 tok/s3106 ms8K
CodingBRuns well34.0 tok/s5694 ms8K
Agentic CodingBRuns well34.0 tok/s8282 ms8K
ReasoningBRuns well34.0 tok/s6729 ms8K
RAGBRuns well34.0 tok/s10352 ms8K

Quantization options

How Falcon 7B Instruct (7B params) fits at each quantization level on Radeon Pro W7500 8GB (8.0 GB usable).

QuantBitsVRAMQualityFit
Q2_K
2
2.7 GB
LowB69
Q3_K_S
3
3.4 GB
LowB70
NVFP4
4
3.9 GB
MediumB69
Q4_K_M
4
4.3 GB
MediumB69
Q5_K_MBest for your GPU
5
5.0 GB
HighB69
Q6_K
6
5.7 GB
HighF0
Q8_0
8
7.5 GB
Very HighF0
F16
16
14.3 GB
MaximumF0

Get started

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

Run

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

Upgrade-Optionen

Hardware, die Falcon 7B Instruct gut ausführt

NVIDIARTX 3080 10GBGünstige Wahl
10 GB VRAM (+2)760 GB/s (+536)
A
Raises estimated decode speed by about 147%.84 tok/s Dekodierung

Raises estimated decode speed by about 147%.

Adds memory headroom for longer context windows and future model growth.

ca. $699 MSRP

NVIDIARTX 2080 Ti 11GBBestes Preis-Leistungs-Verhältnis
11 GB VRAM (+3)616 GB/s (+392)
A
Raises estimated decode speed by about 188%.98 tok/s Dekodierung

Raises estimated decode speed by about 188%.

Adds memory headroom for longer context windows and future model growth.

ca. $999 MSRP

Frequently asked questions

Can Radeon Pro W7500 8GB run Falcon 7B Instruct?

Yes, Radeon Pro W7500 8GB can run Falcon 7B Instruct with a B grade (Runs well). Expected decode speed: 34.0 tok/s.

How much VRAM does Falcon 7B Instruct need?

Falcon 7B Instruct (7B parameters) requires approximately 6.1 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 Pro W7500 8GB?

On Radeon Pro W7500 8GB, Falcon 7B Instruct achieves approximately 34.0 tokens per second decode speed with a time-to-first-token of 5694ms using Q4_K_M quantization.

Can Radeon Pro W7500 8GB run Falcon 7B Instruct for coding?

For coding workloads, Falcon 7B Instruct on Radeon Pro W7500 8GB receives a B grade with 34.0 tok/s and 8K context.

What context window can Falcon 7B Instruct use on Radeon Pro W7500 8GB?

On Radeon Pro W7500 8GB, 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 Pro W7500 8GBSee all hardware for Falcon 7B Instruct
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