Can WizardMath 7B run on Radeon RX 7800M 12GB?

YES — Runs Great

A76Great

Estimated from fit model

WizardMath 7B needs ~8.3 GB VRAM. Radeon RX 7800M 12GB has 12.0 GB. With Q4_K_M quantization, expect ~64 tok/s.

Runtime: llama.cppCapacity: RoomyBandwidth: LowStack: 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) — 8.3 GB, 64.2 tok/s, Runs well

8.3 GB required12.0 GB available

69% VRAM used

Fit status

Runs well

Decode

64.2 tok/s

TTFT

3017 ms

Safe context

Memory

8.3 GB / 12.0 GB

Memory breakdown

Weights4.3 GB

KV Cache2.0 GB

Runtime0.9 GB

Headroom1.2 GB

See how fast it feels

See how fast it feelsWizardMath 7B on Radeon RX 7800M 12GB
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: 64.2 tok/s decode · 3.0s TTFT (warm) · 160 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	A	Runs well	64.2 tok/s	1646 ms	4K
Coding	A	Runs well	64.2 tok/s	3017 ms	4K
Agentic Coding	A	Tight fit	64.2 tok/s	4389 ms	4K
Reasoning	A	Runs well	64.2 tok/s	3566 ms	4K
RAG	A	Tight fit	64.2 tok/s	5486 ms	4K

Quantization options

How WizardMath 7B (7B params) fits at each quantization level on Radeon RX 7800M 12GB (12.0 GB usable).

Quant	Bits	VRAM	Quality	Fit
Q2_K	2	2.7 GB	Low	B70
Q3_K_S	3	3.4 GB	Low	A70
NVFP4	4	3.9 GB	Medium	A71
Q4_K_M	4	4.3 GB	Medium	A72
Q5_K_M	5	5.0 GB	High	A73
Q6_K	6	5.7 GB	High	A73
Q8_0Best for your GPU	8	7.5 GB	Very High	A72
F16	16	14.3 GB	Maximum	F0

Get started

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

Run

docker run --rm -it ghcr.io/ggerganov/llama.cpp:full \
  --hf-repo "WizardLMTeam/WizardMath-7B-V1.1" \
  --hf-file "WizardMath-7B-V1.1-Q4_K_M.gguf" \
  -c 4096 -ngl 99

Your hardware

More models your Radeon RX 7800M 12GB can run

Model	Params	Grade	Decode
Qwen 3.5 9B	9B	S	49.9 tok/s
Qwen 3 14B	14B	A	20.2 tok/s
Qwen 3 8B	8B	S	56.1 tok/s
Phi-4-reasoning-plus 14B	14.7B	A	16.3 tok/s
Nemotron Nano 8B	8B	S	56.1 tok/s

Frequently asked questions

Can Radeon RX 7800M 12GB run WizardMath 7B?

Yes, Radeon RX 7800M 12GB can run WizardMath 7B with a A grade (Runs well). Expected decode speed: 64.2 tok/s.

How much VRAM does WizardMath 7B need?

WizardMath 7B (7B parameters) requires approximately 8.3 GB of memory with Q4_K_M quantization.

What is the best quantization for WizardMath 7B?

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

What speed will WizardMath 7B run at on Radeon RX 7800M 12GB?

On Radeon RX 7800M 12GB, WizardMath 7B achieves approximately 64.2 tokens per second decode speed with a time-to-first-token of 3017ms using Q4_K_M quantization.

Can Radeon RX 7800M 12GB run WizardMath 7B for coding?

For coding workloads, WizardMath 7B on Radeon RX 7800M 12GB receives a A grade with 64.2 tok/s and 4K context.

What context window can WizardMath 7B use on Radeon RX 7800M 12GB?

On Radeon RX 7800M 12GB, WizardMath 7B can safely use up to 4K tokens of context. The model's official context limit is 4K, but available memory constrains the safe maximum.

See all results for Radeon RX 7800M 12GB See all hardware for WizardMath 7B

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