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URL: https://willitrunai.com/can-run/solar-7b-on-rx-6800-16gb

⇱ Can Solar 7B Run on RX 6800 16GB? YES (9.7/16.0GB)


Can Solar 7B run on RX 6800 16GB?

YES — Runs Great

A75Great
Estimated from fit model

Solar 7B needs ~9.7 GB VRAM. RX 6800 16GB has 16.0 GB. With Q4_K_M quantization, expect ~71 tok/s.

Runtime: llama.cppCapacity: RoomyBandwidth: MediumStack: StandardBottleneck: Balanced
Share:

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) — 9.7 GB, 70.9 tok/s, Runs well
9.7 GB required16.0 GB available
61% VRAM used

Fit status

Runs well

Decode

70.9 tok/s

TTFT

2731 ms

Safe context

8K

Memory

9.7 GB / 16.0 GB

Memory breakdown

Weights4.3 GB
KV Cache2.9 GB
Runtime0.9 GB
Headroom1.6 GB

See how fast it feels

See how fast it feelsSolar 7B on RX 6800 16GB
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: 70.9 tok/s decode · 2.7s TTFT (warm) · 177 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
ChatARuns well70.9 tok/s1490 ms8K
CodingARuns well70.9 tok/s2731 ms8K
Agentic CodingARuns well70.9 tok/s3972 ms8K
ReasoningARuns well70.9 tok/s3227 ms8K
RAGARuns well70.9 tok/s4965 ms8K

Quantization options

How Solar 7B (7B params) fits at each quantization level on RX 6800 16GB (16.0 GB usable).

QuantBitsVRAMQualityFit
Q2_K
2
2.7 GB
LowB67
Q3_K_S
3
3.4 GB
LowB68
NVFP4
4
3.9 GB
MediumB68
Q4_K_M
4
4.3 GB
MediumB69
Q5_K_M
5
5.0 GB
HighB69
Q6_K
6
5.7 GB
HighA70
Q8_0Best for your GPU
8
7.5 GB
Very HighA72
F16
16
14.3 GB
MaximumF0

Get started

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

Run

lms load Solar-7B && lms server start

Your hardware

More models your RX 6800 16GB can run

ModelParamsGradeDecodeCapabilities
👁 Alibaba
Qwen 3.5 9B
9BS55.1 tok/s
👁 Alibaba
Qwen 3 14B
14BS35.6 tok/s
👁 Alibaba
Qwen 3 8B
8BS62 tok/s
👁 Microsoft
Phi-4-reasoning-plus 14B
14.7BS33.8 tok/s
👁 OpenAI
GPT-OSS 20B
21BA32.6 tok/s

Frequently asked questions

See all results for RX 6800 16GBSee all hardware for Solar 7B