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⇱ DeepSeek R1 Distill 8B on MacBook Pro M4 Max 36GB? YES


Can DeepSeek R1 Distill 8B run on MacBook Pro M4 Max 36GB?

YES — Runs Great

B67Good
Estimated from fit model

DeepSeek R1 Distill 8B needs ~11.6 GB VRAM. MacBook Pro M4 Max 36GB has 25.9 GB. With Q4_K_M quantization, expect ~62 tok/s.

Runtime: llama.cppCapacity: RoomyBandwidth: LowStack: 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) — 11.6 GB, 62.0 tok/s, Runs well
11.6 GB required25.9 GB available
45% VRAM used

Fit status

Runs well

Decode

62.0 tok/s

TTFT

3122 ms

Safe context

33K

Memory

11.6 GB / 25.9 GB

Memory breakdown

Weights4.9 GB
KV Cache2.0 GB
Runtime0.9 GB
Headroom3.9 GB

See how fast it feels

See how fast it feelsDeepSeek R1 Distill 8B on MacBook Pro M4 Max 36GB
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: 62.0 tok/s decode · 3.1s TTFT (warm) · 155 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 well62.0 tok/s1703 ms33K
CodingBRuns well62.0 tok/s3122 ms33K
Agentic CodingBRuns well62.0 tok/s4540 ms33K
ReasoningBRuns well62.0 tok/s3689 ms33K
RAGBRuns well62.0 tok/s5675 ms33K

Quantization options

How DeepSeek R1 Distill 8B (8B params) fits at each quantization level on MacBook Pro M4 Max 36GB (25.9 GB usable).

QuantBitsVRAMQualityFit
Q2_K
2
3.1 GB
LowB61
Q3_K_S
3
3.9 GB
LowB61
NVFP4
4
4.5 GB
MediumB61
Q4_K_M
4
4.9 GB
MediumB61
Q5_K_M
5
5.8 GB
HighB62
Q6_K
6
6.6 GB
HighB62
Q8_0
8
8.6 GB
Very HighB63
F16Best for your GPU
16
16.4 GB
MaximumB66

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 36GBSee all hardware for DeepSeek R1 Distill 8B