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⇱ Can Solar 7B Run on MacBook Air M4 24GB? YES (10.7/17.3GB)


Can Solar 7B run on MacBook Air M4 24GB?

YES — Runs Great

A71Great
Estimated — low-sample bucket· few comparable runs

Solar 7B needs ~10.7 GB VRAM. MacBook Air M4 24GB has 17.3 GB. With Q4_K_M quantization, expect ~20 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) — 10.7 GB, 20.0 tok/s, Runs well
10.7 GB required17.3 GB available
62% VRAM used

Fit status

Runs well

Decode

20.0 tok/s

TTFT

9674 ms

Safe context

8K

Memory

10.7 GB / 17.3 GB

Memory breakdown

Weights4.3 GB
KV Cache2.9 GB
Runtime0.9 GB
Headroom2.6 GB

See how fast it feels

See how fast it feelsSolar 7B on MacBook Air M4 24GB
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: 20.0 tok/s decode · 9.7s TTFT (warm) · 50 tok/s prefill

What limits this setup

This setup is broadly balanced for this model.

Shared-memory contention still exists

The OS, browser, and inference runtime all compete for the same physical memory pool, so real-world headroom is less forgiving than raw capacity suggests.

Best improvement path

Performance by workload

WorkloadGradeFitDecodeTTFTContext
ChatBRuns well20.0 tok/s5277 ms8K
CodingARuns well20.0 tok/s9674 ms8K
Agentic CodingARuns well20.0 tok/s14072 ms8K
ReasoningARuns well20.0 tok/s11433 ms8K
RAGARuns well20.0 tok/s17590 ms8K

Quantization options

How Solar 7B (7B params) fits at each quantization level on MacBook Air M4 24GB (17.3 GB usable).

QuantBitsVRAMQualityFit
Q2_K
2
2.7 GB
LowB67
Q3_K_S
3
3.4 GB
LowB67
NVFP4
4
3.9 GB
MediumB68
Q4_K_M
4
4.3 GB
MediumB68
Q5_K_M
5
5.0 GB
HighB69
Q6_K
6
5.7 GB
HighB69
Q8_0Best for your GPU
8
7.5 GB
Very HighA71
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 MacBook Air M4 24GB can run

ModelParamsGradeDecodeCapabilities
👁 Alibaba
Qwen 3.5 9B
9BS15.6 tok/s
👁 Mistral
Magistral Small 2507
24BA7.3 tok/s
👁 Mistral
Devstral Small 2 24B Instruct
24BA7.3 tok/s
👁 Alibaba
Qwen 3 14B
14BS9.6 tok/s
👁 Alibaba
Qwen 3 8B
8BS17.5 tok/s

Frequently asked questions

See all results for MacBook Air M4 24GBSee all hardware for Solar 7B