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⇱ DeepSeek R1 Distill 8B on MacBook Pro M4 Max 48GB? YES


Can DeepSeek R1 Distill 8B run on MacBook Pro M4 Max 48GB?

YES — Runs Great

B66Good
Estimated from fit model

DeepSeek R1 Distill 8B needs ~12.9 GB VRAM. MacBook Pro M4 Max 48GB has 34.6 GB. With Q4_K_M quantization, expect ~83 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) — 12.9 GB, 82.6 tok/s, Runs well
12.9 GB required34.6 GB available
37% VRAM used

Fit status

Runs well

Decode

82.6 tok/s

TTFT

2344 ms

Safe context

33K

Memory

12.9 GB / 34.6 GB

Memory breakdown

Weights4.9 GB
KV Cache2.0 GB
Runtime0.9 GB
Headroom5.2 GB

See how fast it feels

See how fast it feelsDeepSeek R1 Distill 8B on MacBook Pro M4 Max 48GB
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: 82.6 tok/s decode · 2.3s TTFT (warm) · 207 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 well82.6 tok/s1279 ms33K
CodingBRuns well82.6 tok/s2344 ms33K
Agentic CodingBRuns well82.6 tok/s3409 ms33K
ReasoningBRuns well82.6 tok/s2770 ms33K
RAGBRuns well82.6 tok/s4262 ms33K

Quantization options

How DeepSeek R1 Distill 8B (8B params) fits at each quantization level on MacBook Pro M4 Max 48GB (34.6 GB usable).

QuantBitsVRAMQualityFit
Q2_K
2
3.1 GB
LowB59
Q3_K_S
3
3.9 GB
LowB59
NVFP4
4
4.5 GB
MediumB60
Q4_K_M
4
4.9 GB
MediumB60
Q5_K_M
5
5.8 GB
HighB60
Q6_K
6
6.6 GB
HighB60
Q8_0
8
8.6 GB
Very HighB61
F16Best for your GPU
16
16.4 GB
MaximumB65

Get started

Copy-paste commands to run DeepSeek R1 Distill 8B on your machine.

Run

ollama run deepseek-r1:8b

Frequently asked questions

See all results for MacBook Pro M4 Max 48GBSee all hardware for DeepSeek R1 Distill 8B