Can Solar 7B run on Radeon RX 7600M 8GB?

BARELY — Tight on Memory

B60Good

Estimated from fit model

Solar 7B needs ~8.9 GB VRAM. Radeon RX 7600M 8GB has 8.0 GB. With Q4_K_M quantization, expect ~24 tok/s.

Runtime: llama.cppCapacity: OffloadBandwidth: LowStack: StandardBottleneck: Host offload

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) — 8.9 GB, 25.6 tok/s, Very compromised (needs ~0.4 GB host RAM)

8.9 GB required8.0 GB available

111% VRAM needed

0.9 GB over capacity — needs offload or smaller quantization

Fit status

Very compromised (needs ~0.4 GB host RAM)

Decode

25.6 tok/s

TTFT

7552 ms

Safe context

Memory

8.9 GB / 8.0 GB

Offload

10%

Memory breakdown

Weights4.3 GB

KV Cache2.9 GB

Runtime0.9 GB

Headroom0.8 GB

See how fast it feels

See how fast it feelsSolar 7B on Radeon RX 7600M 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: 25.6 tok/s decode · 7.6s TTFT (warm) · 64 tok/s prefill

What limits this setup

It fits through host-memory offload, and offload is the main reason performance drops.

CPU or host-memory offload is active

About 10% of the working set spills out of accelerator memory, which usually hurts latency and sustained decode throughput.

Very little memory headroom

You can run the model, but there is not much room left for longer context, bigger batches, extra apps, or future model updates.

Best improvement path

Remove offload with more accelerator memory

Prioritize a GPU or unified-memory tier that fits the whole model natively. Removing offload usually helps more than small compute gains.

Buy headroom, not only minimum fit

A slightly larger memory tier gives you safer context growth and makes the recommendation more future-proof.

Increase host RAM if you keep offloading

This setup may need roughly {ram} GB of extra host RAM just for the offloaded portion, before OS and other tools.

Performance by workload

Workload	Grade	Fit	Decode	TTFT	Context
Chat	A	Tight fit	39.8 tok/s	2654 ms	8K
Coding	B	Very compromised	23.8 tok/s	8118 ms	8K
Agentic Coding	F	Too heavy	13.1 tok/s	21495 ms	8K
Reasoning	B	Very compromised	23.8 tok/s	9594 ms	8K
RAG	F	Too heavy	13.1 tok/s	26869 ms	8K

Quantization options

How Solar 7B (7B params) fits at each quantization level on Radeon RX 7600M 8GB (8.0 GB usable).

Quant	Bits	VRAM	Quality	Fit
Q2_K	2	2.7 GB	Low	A74
Q3_K_S	3	3.4 GB	Low	A74
NVFP4	4

Get started

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

Run

lms load Solar-7B && lms server start

Upgrade options

Hardware that runs Solar 7B well

RX 7600 XT 16GBBudget pick

16 GB VRAM (+8)

Removes host-memory offload, which is usually the single biggest latency and throughput win.42.1 tok/s decode

Removes host-memory offload, which is usually the single biggest latency and throughput win.

Raises estimated decode speed by about 64%.

~$329 MSRP

RX 9060 XT 16GBBest value

16 GB VRAM (+8)320 GB/s (+32)

Removes host-memory offload, which is usually the single biggest latency and throughput win.50.8 tok/s decode

Removes host-memory offload, which is usually the single biggest latency and throughput win.

Raises estimated decode speed by about 98%.

~$349 MSRP

RX 7700 XT 12GBAMD upgrade

12 GB VRAM (+4)432 GB/s (+144)

Removes host-memory offload, which is usually the single biggest latency and throughput win.65.3 tok/s decode

Removes host-memory offload, which is usually the single biggest latency and throughput win.

Raises estimated decode speed by about 155%.

~$449 MSRP

Frequently asked questions

Can Radeon RX 7600M 8GB run Solar 7B?

Yes, Radeon RX 7600M 8GB can run Solar 7B with a B grade (Very compromised). Expected decode speed: 23.8 tok/s.

How much VRAM does Solar 7B need?

Solar 7B (7B parameters) requires approximately 8.9 GB of memory with Q4_K_M quantization.

What is the best quantization for Solar 7B?

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

What speed will Solar 7B run at on Radeon RX 7600M 8GB?

On Radeon RX 7600M 8GB, Solar 7B achieves approximately 23.8 tokens per second decode speed with a time-to-first-token of 8118ms using Q4_K_M quantization.

Can Radeon RX 7600M 8GB run Solar 7B for coding?

For coding workloads, Solar 7B on Radeon RX 7600M 8GB receives a B grade with 23.8 tok/s and 8K context.

What context window can Solar 7B use on Radeon RX 7600M 8GB?

On Radeon RX 7600M 8GB, Solar 7B can safely use up to 8K tokens of context. The model's official context limit is 8K, but available memory constrains the safe maximum.

What should I upgrade first if Solar 7B feels slow on Radeon RX 7600M 8GB?

Remove offload with more accelerator memory. Prioritize a GPU or unified-memory tier that fits the whole model natively. Removing offload usually helps more than small compute gains.

See all results for Radeon RX 7600M 8GB See all hardware for Solar 7B

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