Canonical Rankings

Best Macs for this model

DeepSeek R1 Distill Qwen 32B ranked across the Mac lineup at the best practical quantization, using the best available runtime evidence. Historical baseline selected; model picker is focused on current-market choices.

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29 ranked MacsUse the strongest current runtime evidence for each row.27 other historical models hiddenBaselinesStatic paths cover only canonical model pages; sort and quantization stay as query state.

Historical baseline selected: DeepSeek R1 Distill Qwen 32B. Default model choices remain current-market; other historical models stay hidden.

Rank	Mac	Score	Quant	Tok/s	Runtime	Fits	Headroom	Context	Evidence	Price	Why it ranks here
1	Mac Studio M3 Ultra 256GB	361	8bit	18.0 tok/s Fastest evidence path: 8bit · 18.0 tok/s · Ollama · Estimated	Ollama	Fits	223.0 GB	131k	Estimated	$7,499	8bit is the current best practical quantization. 18.0 tok/s is estimated from nearby benchmark coverage. 223.0 GB headroom remains at this quantization.
2	Mac Pro M2 Ultra 192GB	297	8bit	18.0 tok/s Fastest evidence path: 8bit · 18.0 tok/s · Ollama · Estimated	Ollama	Fits	159.0 GB	131k	Estimated	$6,999	8bit is the current best practical quantization. 18.0 tok/s is estimated from nearby benchmark coverage. 159.0 GB headroom remains at this quantization.
3	Mac Studio M4 Max 128GB	233	8bit	18.0 tok/s Fastest evidence path: 8bit · 18.0 tok/s · Ollama · Estimated	Ollama	Fits	95.0 GB	131k	Estimated	$4,499	8bit is the current best practical quantization. 18.0 tok/s is estimated from nearby benchmark coverage. 95.0 GB headroom remains at this quantization.
4	MacBook Pro M5 Max 128GB 16-inch	233	8bit	18.0 tok/s Fastest evidence path: 8bit · 18.0 tok/s · Ollama · Estimated	Ollama	Fits	95.0 GB	131k	Estimated	$5,399	8bit is the current best practical quantization. 18.0 tok/s is estimated from nearby benchmark coverage. 95.0 GB headroom remains at this quantization.
5	MacBook Pro M4 Max 128GB 16-inch	233	8bit	18.0 tok/s Fastest evidence path: 8bit · 18.0 tok/s · Ollama · Estimated	Ollama	Fits	95.0 GB	131k	Estimated	$5,999	8bit is the current best practical quantization. 18.0 tok/s is estimated from nearby benchmark coverage. 95.0 GB headroom remains at this quantization.
6	Mac Studio M3 Ultra 96GB	201	8bit	18.0 tok/s Fastest evidence path: 8bit · 18.0 tok/s · Ollama · Estimated	Ollama	Fits	63.0 GB	131k	Estimated	$3,999	8bit is the current best practical quantization. 18.0 tok/s is estimated from nearby benchmark coverage. 63.0 GB headroom remains at this quantization.
7	Mac Studio M4 Max 64GB	169	8bit	18.0 tok/s Fastest evidence path: 8bit · 18.0 tok/s · Ollama · Estimated	Ollama	Fits	31.0 GB	96k	Estimated	$2,999	8bit is the current best practical quantization. 18.0 tok/s is estimated from nearby benchmark coverage. 31.0 GB headroom remains at this quantization.
8	MacBook Pro M4 Max 64GB 16-inch	169	8bit	18.0 tok/s Fastest evidence path: 8bit · 18.0 tok/s · Ollama · Estimated	Ollama	Fits	31.0 GB	96k	Estimated	$4,499	8bit is the current best practical quantization. 18.0 tok/s is estimated from nearby benchmark coverage. 31.0 GB headroom remains at this quantization.
9	Mac Mini M4 Pro 48GB	153	8bit	18.0 tok/s Fastest evidence path: 8bit · 18.0 tok/s · Ollama · Estimated	Ollama	Fits	15.0 GB	40k	Estimated	$1,599	8bit is the current best practical quantization. 18.0 tok/s is estimated from nearby benchmark coverage. 15.0 GB headroom remains at this quantization.
10	MacBook Pro M4 Pro 48GB 14-inch	153	8bit	18.0 tok/s Fastest evidence path: 8bit · 18.0 tok/s · Ollama · Estimated	Ollama	Fits	15.0 GB	40k	Estimated	$2,499	8bit is the current best practical quantization. 18.0 tok/s is estimated from nearby benchmark coverage. 15.0 GB headroom remains at this quantization.
11	Mac Studio M4 Max 48GB	153	8bit	18.0 tok/s Fastest evidence path: 8bit · 18.0 tok/s · LM Studio · Estimated	LM Studio	Fits	15.0 GB	40k	Estimated	$2,499	8bit is the current best practical quantization. 18.0 tok/s is estimated from nearby benchmark coverage. 15.0 GB headroom remains at this quantization.
12	MacBook Pro M4 Pro 48GB 16-inch	153	8bit	18.0 tok/s Fastest evidence path: 8bit · 18.0 tok/s · Ollama · Estimated	Ollama	Fits	15.0 GB	40k	Estimated	$2,999	8bit is the current best practical quantization. 18.0 tok/s is estimated from nearby benchmark coverage. 15.0 GB headroom remains at this quantization.
13	MacBook Pro M4 Max 48GB 14-inch	153	8bit	18.0 tok/s Fastest evidence path: 8bit · 18.0 tok/s · LM Studio · Estimated	LM Studio	Fits	15.0 GB	40k	Estimated	$3,499	8bit is the current best practical quantization. 18.0 tok/s is estimated from nearby benchmark coverage. 15.0 GB headroom remains at this quantization.
14	MacBook Pro M4 Max 48GB 16-inch	153	8bit	18.0 tok/s Fastest evidence path: 8bit · 18.0 tok/s · LM Studio · Estimated	LM Studio	Fits	15.0 GB	40k	Estimated	$3,999	8bit is the current best practical quantization. 18.0 tok/s is estimated from nearby benchmark coverage. 15.0 GB headroom remains at this quantization.
15	Mac Studio M4 Max 36GB	141	Q6_K	18.0 tok/s Fastest evidence path: Q6_K · 18.0 tok/s · Ollama · Estimated	Ollama	Fits	8.5 GB	21k	Estimated	$1,999	Q6_K is the current best practical quantization. 18.0 tok/s is estimated from nearby benchmark coverage. 8.5 GB headroom remains at this quantization.
16	MacBook Pro M4 Max 36GB 14-inch	141	Q6_K	18.0 tok/s Fastest evidence path: Q6_K · 18.0 tok/s · Ollama · Estimated	Ollama	Fits	8.5 GB	21k	Estimated	$2,999	Q6_K is the current best practical quantization. 18.0 tok/s is estimated from nearby benchmark coverage. 8.5 GB headroom remains at this quantization.
17	MacBook Pro M4 Max 36GB 16-inch	141	Q6_K	18.0 tok/s Fastest evidence path: Q6_K · 18.0 tok/s · Ollama · Estimated	Ollama	Fits	8.5 GB	21k	Estimated	$3,499	Q6_K is the current best practical quantization. 18.0 tok/s is estimated from nearby benchmark coverage. 8.5 GB headroom remains at this quantization.
18	Mac Mini M4 32GB	139	6bit	18.0 tok/s Fastest evidence path: 6bit · 18.0 tok/s · Ollama · Estimated	Ollama	Fits	6.6 GB	16k	Estimated	$799	6bit is the current best practical quantization. 18.0 tok/s is estimated from nearby benchmark coverage. 6.6 GB headroom remains at this quantization.
19	MacBook Air M4 32GB 13-inch	139	6bit	18.0 tok/s Fastest evidence path: 6bit · 18.0 tok/s · Ollama · Estimated	Ollama	Fits	6.6 GB	16k	Estimated	$1,499	6bit is the current best practical quantization. 18.0 tok/s is estimated from nearby benchmark coverage. 6.6 GB headroom remains at this quantization.
20	MacBook Air M4 32GB 15-inch	139	6bit	18.0 tok/s Fastest evidence path: 6bit · 18.0 tok/s · Ollama · Estimated	Ollama	Fits	6.6 GB	16k	Estimated	$1,699	6bit is the current best practical quantization. 18.0 tok/s is estimated from nearby benchmark coverage. 6.6 GB headroom remains at this quantization.
21	Mac Mini M4 24GB	130	Q4_K_M	18.0 tok/s Fastest evidence path: Q4_K_M · 18.0 tok/s · Ollama · Estimated	Ollama	Fits	4.0 GB	10k	Estimated	$599	Q4_K_M is the current best practical quantization. 18.0 tok/s is estimated from nearby benchmark coverage. 4.0 GB headroom remains at this quantization.
22	MacBook Air M4 24GB 13-inch	130	Q4_K_M	18.0 tok/s Fastest evidence path: Q4_K_M · 18.0 tok/s · Ollama · Estimated	Ollama	Fits	4.0 GB	10k	Estimated	$1,299	Q4_K_M is the current best practical quantization. 18.0 tok/s is estimated from nearby benchmark coverage. 4.0 GB headroom remains at this quantization.
23	Mac Mini M4 Pro 24GB	130	Q4_K_M	18.0 tok/s Fastest evidence path: Q4_K_M · 18.0 tok/s · Ollama · Estimated	Ollama	Fits	4.0 GB	10k	Estimated	$1,399	Q4_K_M is the current best practical quantization. 18.0 tok/s is estimated from nearby benchmark coverage. 4.0 GB headroom remains at this quantization.
24	MacBook Air M4 24GB 15-inch	130	Q4_K_M	18.0 tok/s Fastest evidence path: Q4_K_M · 18.0 tok/s · Ollama · Estimated	Ollama	Fits	4.0 GB	10k	Estimated	$1,499	Q4_K_M is the current best practical quantization. 18.0 tok/s is estimated from nearby benchmark coverage. 4.0 GB headroom remains at this quantization.
25	MacBook Pro M4 Pro 24GB 14-inch	130	Q4_K_M	18.0 tok/s Fastest evidence path: Q4_K_M · 18.0 tok/s · Ollama · Estimated	Ollama	Fits	4.0 GB	10k	Estimated	$1,999	Q4_K_M is the current best practical quantization. 18.0 tok/s is estimated from nearby benchmark coverage. 4.0 GB headroom remains at this quantization.
26	MacBook Pro M4 Pro 24GB 16-inch	130	Q4_K_M	18.0 tok/s Fastest evidence path: Q4_K_M · 18.0 tok/s · Ollama · Estimated	Ollama	Fits	4.0 GB	10k	Estimated	$2,499	Q4_K_M is the current best practical quantization. 18.0 tok/s is estimated from nearby benchmark coverage. 4.0 GB headroom remains at this quantization.
27	Mac Mini M4 16GB	99	mlx-dynamic-2.7bpw	18.0 tok/s Fastest evidence path: mlx-dynamic-2.7bpw · 18.0 tok/s · Ollama · Estimated	Ollama	Fits	3.2 GB	11k	Estimated	$499	mlx-dynamic-2.7bpw is the current best practical quantization. 18.0 tok/s is estimated from nearby benchmark coverage. 3.2 GB headroom remains at this quantization.
28	MacBook Air M4 16GB 13-inch	99	mlx-dynamic-2.7bpw	18.0 tok/s Fastest evidence path: mlx-dynamic-2.7bpw · 18.0 tok/s · Ollama · Estimated	Ollama	Fits	3.2 GB	11k	Estimated	$1,099	mlx-dynamic-2.7bpw is the current best practical quantization. 18.0 tok/s is estimated from nearby benchmark coverage. 3.2 GB headroom remains at this quantization.
29	MacBook Air M4 16GB 15-inch	99	mlx-dynamic-2.7bpw	18.0 tok/s Fastest evidence path: mlx-dynamic-2.7bpw · 18.0 tok/s · Ollama · Estimated	Ollama	Fits	3.2 GB	11k	Estimated	$1,299	mlx-dynamic-2.7bpw is the current best practical quantization. 18.0 tok/s is estimated from nearby benchmark coverage. 3.2 GB headroom remains at this quantization.

DeepSeek R1 Distill Qwen 32B — ranking first, raw rows below

Start with the ranked Mac table above. Use the rest of this page to inspect raw Apple Silicon coverage and model metadata.

Quantizations observed: Q4_K - Medium

3Benchmark rows

3Chip tiers covered

27.0Fastest avg tok/s (M5 Max (64 GB))

—Minimum RAM observed

Quick take

Fastest published result is 27.0 tok/s on M5 Max (64 GB) at Q4_K - Medium. Published runtimes include LM Studio, Ollama. Start with Rankings for the decision, then use the raw rows below to audit the evidence.

Based on 3 external benchmarks; no lab runs yet.

Published runtimes: LM Studio, Ollama.

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Catalog record

32.8BTotal params

DenseActive params

131,072Context window

2025-01-20Release date

This is a reference-only model record. It remains useful for historical benchmarks, migration checks, and audit context, but it is excluded from current frontier packs.

What this model is, and what Apple Silicon users are actually seeing

Official model cards tell you what the model is for and which software stacks it targets. Field reality below shows how much Apple Silicon evidence we have so far.

Official brief

We demonstrate that the reasoning patterns of larger models can be distilled into smaller models, resulting in better performance compared to the reasoning patterns discovered through RL on small models.

Official source · Raw model card

codingreasoning

Runtime support mentioned

vLLMSGLangTransformers

Official specs

Base model: Qwen2.5-32B.
Distillation source: DeepSeek-R1.
License: MIT.
Architecture: Qwen2ForCausalLM.
Total parameters: 32.764B.

Official takeaways

DeepSeek-R1-Zero, a model trained via large-scale reinforcement learning (RL) without supervised fine-tuning (SFT) as a preliminary step, demonstrated remarkable performance on reasoning.
We demonstrate that the reasoning patterns of larger models can be distilled into smaller models, resulting in better performance compared to the reasoning patterns discovered through RL on small models.
Please visit DeepSeek-V3 repo for more information about running DeepSeek-R1 locally.
Distillation: Smaller Models Can Be Powerful Too We introduce our first-generation reasoning models, DeepSeek-R1-Zero and DeepSeek-R1.

Official model cards describe intent, capabilities, and supported stacks. They do not prove Apple Silicon speed by themselves.

Field reality on Apple Silicon

DeepSeek R1 Distill Qwen 32B: 3 Apple Silicon field reports; best reported generation ~19 tok/s; seen on M3 MAX, M4 MAX 128GB; via MLX, Ollama, GGUF.

3Benchmark rows

3Field reports

3Practitioner signals

Sparse BenchmarksEvidence status

What practitioners keep saying

A top comment reports R1-Distill-Qwen-32B-Q4_K_M-GGUF on M3 Max at 15.93 tok/s generation over 744 tokens with 0.73s to first token.
Use this as runtime-shape evidence only; the comment does not provide Silicon Score hygiene sidecars or importable benchmark artifacts.
A top comment reports R1-Distill-Qwen-32B-MLX-4bit on M3 Max at 19.00 tok/s generation over 654 tokens with 0.67s to first token.

Apple Silicon field sources

r/LocalLLaMA
2025-01-21 · M3 Max, M4 Max 128GB · GGUF, MLX +1
The same captured thread also gives DeepSeek R1 Distill Qwen 32B a Q4_K_M GGUF comparison point on M3 Max.

Runtime mentions in the field

MLXOllama

Hardware mentioned in reports

128GBM4Mac

What would improve confidence

Reproduce Field Performance Signal
Upgrade To First Party Measurement

Current published coverage

Published chip coverage includes M5 Max (64 GB), M4 Max (48 GB), M3 Max (36 GB). Fastest published row is 27.0 tok/s on M5 Max (64 GB) at Q4_K - Medium.

M5 Max (64 GB)M4 Max (48 GB)M3 Max (36 GB)

Related DeepSeek R1 Distill Qwen models with published pages: DeepSeek R1 Distill Llama 8B · DeepSeek R1 Distill Llama 70B

Raw benchmark rows for DeepSeek R1 Distill Qwen 32B

Rows stay below the ranking because this page is answer-first. Use them to inspect exact chips, quantizations, runtimes, and sources.

Chip	Quant	RAM req.	Context	Avg tok/s	Prompt tok/s	Runtime	Source
M5 Max (64 GB)	Q4_K - Medium	—	—	27.0 tok/s	—	Ollama	ref
M4 Max (48 GB)	Q4_K - Medium	—	—	18.0 tok/s	—	LM Studio	ref
M3 Max (36 GB)	Q4_K - Medium	—	—	14.0 tok/s	—	Ollama	ref

Best Macs for DeepSeek R1 Distill Qwen 32B

Ordered by fastest published tok/s on the chip family in each Mac. Click through for the full machine page.

MacBook Pro M5 Max 128GB 16-inch — 27.0 tok/s MacBook Pro M4 Max 36GB 14-inch — 18.0 tok/s MacBook Pro M4 Max 48GB 14-inch — 18.0 tok/s MacBook Pro M4 Max 36GB 16-inch — 18.0 tok/s MacBook Pro M4 Max 48GB 16-inch — 18.0 tok/s MacBook Pro M4 Max 64GB 16-inch — 18.0 tok/s

Chips with published results for DeepSeek R1 Distill Qwen 32B

M5 Max (64 GB)M4 Max (48 GB)M3 Max (36 GB)

Data

benchmarks.json — full dataset · models.json — model summaries · benchmarks.csv — CSV export

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