Canonical Rankings

Best Macs for this model

Gemma 3 12B 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.28 other historical models hiddenBaselinesStatic paths cover only canonical model pages; sort and quantization stay as query state.

Historical baseline selected: Gemma 3 12B. 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	515	8bit	52.0 tok/s Fastest evidence path: 8bit · 52.0 tok/s · Ollama · Estimated	Ollama	Fits	241.3 GB	131k	Estimated	$7,499	8bit is the current best practical quantization. 52.0 tok/s is estimated from nearby benchmark coverage. 241.3 GB headroom remains at this quantization.
2	Mac Pro M2 Ultra 192GB	451	8bit	52.0 tok/s Fastest evidence path: 8bit · 52.0 tok/s · Ollama · Estimated	Ollama	Fits	177.3 GB	131k	Estimated	$6,999	8bit is the current best practical quantization. 52.0 tok/s is estimated from nearby benchmark coverage. 177.3 GB headroom remains at this quantization.
3	Mac Studio M4 Max 128GB	387	8bit	52.0 tok/s Fastest evidence path: 8bit · 52.0 tok/s · Ollama · Estimated	Ollama	Fits	113.3 GB	131k	Estimated	$4,499	8bit is the current best practical quantization. 52.0 tok/s is estimated from nearby benchmark coverage. 113.3 GB headroom remains at this quantization.
4	MacBook Pro M5 Max 128GB 16-inch	387	8bit	52.0 tok/s Fastest evidence path: 8bit · 52.0 tok/s · Ollama · Estimated	Ollama	Fits	113.3 GB	131k	Estimated	$5,399	8bit is the current best practical quantization. 52.0 tok/s is estimated from nearby benchmark coverage. 113.3 GB headroom remains at this quantization.
5	MacBook Pro M4 Max 128GB 16-inch	387	8bit	52.0 tok/s Fastest evidence path: 8bit · 52.0 tok/s · Ollama · Estimated	Ollama	Fits	113.3 GB	131k	Estimated	$5,999	8bit is the current best practical quantization. 52.0 tok/s is estimated from nearby benchmark coverage. 113.3 GB headroom remains at this quantization.
6	Mac Studio M3 Ultra 96GB	355	8bit	52.0 tok/s Fastest evidence path: 8bit · 52.0 tok/s · Ollama · Estimated	Ollama	Fits	81.3 GB	131k	Estimated	$3,999	8bit is the current best practical quantization. 52.0 tok/s is estimated from nearby benchmark coverage. 81.3 GB headroom remains at this quantization.
7	Mac Studio M4 Max 64GB	323	8bit	52.0 tok/s Fastest evidence path: 8bit · 52.0 tok/s · Ollama · Estimated	Ollama	Fits	49.3 GB	117k	Estimated	$2,999	8bit is the current best practical quantization. 52.0 tok/s is estimated from nearby benchmark coverage. 49.3 GB headroom remains at this quantization.
8	MacBook Pro M4 Max 64GB 16-inch	323	8bit	52.0 tok/s Fastest evidence path: 8bit · 52.0 tok/s · Ollama · Estimated	Ollama	Fits	49.3 GB	117k	Estimated	$4,499	8bit is the current best practical quantization. 52.0 tok/s is estimated from nearby benchmark coverage. 49.3 GB headroom remains at this quantization.
9	Mac Mini M4 Pro 48GB	307	8bit	52.0 tok/s Fastest evidence path: 8bit · 52.0 tok/s · Ollama · Estimated	Ollama	Fits	33.3 GB	80k	Estimated	$1,599	8bit is the current best practical quantization. 52.0 tok/s is estimated from nearby benchmark coverage. 33.3 GB headroom remains at this quantization.
10	MacBook Pro M4 Pro 48GB 14-inch	307	8bit	52.0 tok/s Fastest evidence path: 8bit · 52.0 tok/s · Ollama · Estimated	Ollama	Fits	33.3 GB	80k	Estimated	$2,499	8bit is the current best practical quantization. 52.0 tok/s is estimated from nearby benchmark coverage. 33.3 GB headroom remains at this quantization.
11	Mac Studio M4 Max 48GB	307	8bit	52.0 tok/s Fastest evidence path: 8bit · 52.0 tok/s · Ollama · Estimated	Ollama	Fits	33.3 GB	80k	Estimated	$2,499	8bit is the current best practical quantization. 52.0 tok/s is estimated from nearby benchmark coverage. 33.3 GB headroom remains at this quantization.
12	MacBook Pro M4 Pro 48GB 16-inch	307	8bit	52.0 tok/s Fastest evidence path: 8bit · 52.0 tok/s · Ollama · Estimated	Ollama	Fits	33.3 GB	80k	Estimated	$2,999	8bit is the current best practical quantization. 52.0 tok/s is estimated from nearby benchmark coverage. 33.3 GB headroom remains at this quantization.
13	MacBook Pro M4 Max 48GB 14-inch	307	8bit	52.0 tok/s Fastest evidence path: 8bit · 52.0 tok/s · Ollama · Estimated	Ollama	Fits	33.3 GB	80k	Estimated	$3,499	8bit is the current best practical quantization. 52.0 tok/s is estimated from nearby benchmark coverage. 33.3 GB headroom remains at this quantization.
14	MacBook Pro M4 Max 48GB 16-inch	307	8bit	52.0 tok/s Fastest evidence path: 8bit · 52.0 tok/s · Ollama · Estimated	Ollama	Fits	33.3 GB	80k	Estimated	$3,999	8bit is the current best practical quantization. 52.0 tok/s is estimated from nearby benchmark coverage. 33.3 GB headroom remains at this quantization.
15	Mac Studio M4 Max 36GB	295	8bit	52.0 tok/s Fastest evidence path: 8bit · 52.0 tok/s · Ollama · Estimated	Ollama	Fits	21.3 GB	52k	Estimated	$1,999	8bit is the current best practical quantization. 52.0 tok/s is estimated from nearby benchmark coverage. 21.3 GB headroom remains at this quantization.
16	MacBook Pro M4 Max 36GB 14-inch	295	8bit	52.0 tok/s Fastest evidence path: 8bit · 52.0 tok/s · Ollama · Estimated	Ollama	Fits	21.3 GB	52k	Estimated	$2,999	8bit is the current best practical quantization. 52.0 tok/s is estimated from nearby benchmark coverage. 21.3 GB headroom remains at this quantization.
17	MacBook Pro M4 Max 36GB 16-inch	295	8bit	52.0 tok/s Fastest evidence path: 8bit · 52.0 tok/s · Ollama · Estimated	Ollama	Fits	21.3 GB	52k	Estimated	$3,499	8bit is the current best practical quantization. 52.0 tok/s is estimated from nearby benchmark coverage. 21.3 GB headroom remains at this quantization.
18	Mac Mini M4 32GB	291	8bit	52.0 tok/s Fastest evidence path: 8bit · 52.0 tok/s · Ollama · Estimated	Ollama	Fits	17.3 GB	42k	Estimated	$799	8bit is the current best practical quantization. 52.0 tok/s is estimated from nearby benchmark coverage. 17.3 GB headroom remains at this quantization.
19	MacBook Air M4 32GB 13-inch	291	8bit	52.0 tok/s Fastest evidence path: 8bit · 52.0 tok/s · Ollama · Estimated	Ollama	Fits	17.3 GB	42k	Estimated	$1,499	8bit is the current best practical quantization. 52.0 tok/s is estimated from nearby benchmark coverage. 17.3 GB headroom remains at this quantization.
20	MacBook Air M4 32GB 15-inch	291	8bit	52.0 tok/s Fastest evidence path: 8bit · 52.0 tok/s · Ollama · Estimated	Ollama	Fits	17.3 GB	42k	Estimated	$1,699	8bit is the current best practical quantization. 52.0 tok/s is estimated from nearby benchmark coverage. 17.3 GB headroom remains at this quantization.
21	Mac Mini M4 24GB	283	8bit	52.0 tok/s Fastest evidence path: 8bit · 52.0 tok/s · MLX · Estimated	MLX	Fits	9.3 GB	24k	Estimated	$599	8bit is the current best practical quantization. 52.0 tok/s is estimated from nearby benchmark coverage. 9.3 GB headroom remains at this quantization.
22	MacBook Air M4 24GB 13-inch	283	8bit	52.0 tok/s Fastest evidence path: 8bit · 52.0 tok/s · MLX · Estimated	MLX	Fits	9.3 GB	24k	Estimated	$1,299	8bit is the current best practical quantization. 52.0 tok/s is estimated from nearby benchmark coverage. 9.3 GB headroom remains at this quantization.
23	Mac Mini M4 Pro 24GB	283	8bit	52.0 tok/s Fastest evidence path: 8bit · 52.0 tok/s · MLX · Estimated	MLX	Fits	9.3 GB	24k	Estimated	$1,399	8bit is the current best practical quantization. 52.0 tok/s is estimated from nearby benchmark coverage. 9.3 GB headroom remains at this quantization.
24	MacBook Air M4 24GB 15-inch	283	8bit	52.0 tok/s Fastest evidence path: 8bit · 52.0 tok/s · MLX · Estimated	MLX	Fits	9.3 GB	24k	Estimated	$1,499	8bit is the current best practical quantization. 52.0 tok/s is estimated from nearby benchmark coverage. 9.3 GB headroom remains at this quantization.
25	MacBook Pro M4 Pro 24GB 14-inch	283	8bit	52.0 tok/s Fastest evidence path: 8bit · 52.0 tok/s · MLX · Estimated	MLX	Fits	9.3 GB	24k	Estimated	$1,999	8bit is the current best practical quantization. 52.0 tok/s is estimated from nearby benchmark coverage. 9.3 GB headroom remains at this quantization.
26	MacBook Pro M4 Pro 24GB 16-inch	283	8bit	52.0 tok/s Fastest evidence path: 8bit · 52.0 tok/s · MLX · Estimated	MLX	Fits	9.3 GB	24k	Estimated	$2,499	8bit is the current best practical quantization. 52.0 tok/s is estimated from nearby benchmark coverage. 9.3 GB headroom remains at this quantization.
27	Mac Mini M4 16GB	271	Q6_K	52.0 tok/s Fastest evidence path: Q6_K · 52.0 tok/s · Ollama · Estimated	Ollama	Fits	3.3 GB	11k	Estimated	$499	Q6_K is the current best practical quantization. 52.0 tok/s is estimated from nearby benchmark coverage. 3.3 GB headroom remains at this quantization.
28	MacBook Air M4 16GB 13-inch	271	Q6_K	52.0 tok/s Fastest evidence path: Q6_K · 52.0 tok/s · Ollama · Estimated	Ollama	Fits	3.3 GB	11k	Estimated	$1,099	Q6_K is the current best practical quantization. 52.0 tok/s is estimated from nearby benchmark coverage. 3.3 GB headroom remains at this quantization.
29	MacBook Air M4 16GB 15-inch	271	Q6_K	52.0 tok/s Fastest evidence path: Q6_K · 52.0 tok/s · Ollama · Estimated	Ollama	Fits	3.3 GB	11k	Estimated	$1,299	Q6_K is the current best practical quantization. 52.0 tok/s is estimated from nearby benchmark coverage. 3.3 GB headroom remains at this quantization.

Gemma 3 12B — 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

4Benchmark rows

4Chip tiers covered

68.0Fastest avg tok/s (M5 Max (64 GB))

—Minimum RAM observed

Quick take

Fastest published result is 68.0 tok/s on M5 Max (64 GB) at Q4_K - Medium. Published runtimes include MLX, Ollama. Start with Rankings for the decision, then use the raw rows below to audit the evidence.

Based on 4 external benchmarks; no lab runs yet.

Published runtimes: MLX, Ollama.

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Catalog record

12BTotal params

DenseActive params

131,072Context window

2025-03-12Release 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

Gemma was trained using Tensor Processing Unit (TPU) hardware (TPUv4p, TPUv5p and TPUv5e). Training vision-language models (VLMS) requires significant computational power.

Official source

reasoningvisual-understanding

Runtime support mentioned

Transformers

Official specs

Max input: 128K tokens for the 4B, 12B, and 27B sizes, and 32K tokens for the 1B size.
Max output: 8192 tokens.

Official takeaways

Training vision-language models (VLMS) requires significant computational power.
You can distribute training across multiple TPU devices for faster and more efficient processing.
Performance: TPUs are specifically designed to handle the massive computations involved in training VLMs.
Gemma was trained using Tensor Processing Unit (TPU) hardware (TPUv4p, TPUv5p and TPUv5e). Training vision-language models (VLMS) requires significant computational power.

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

Field reality on Apple Silicon

No structured Apple Silicon field speed reports yet. Gemma 3 12B. It is not yet published in the current frontier packs. has 4 Apple Silicon benchmark rows. 1 official model brief captured. 2 fetched artifacts. No curated practitioner signals yet. No structured Apple Silicon field speed reports yet.

4Benchmark rows

0Field reports

0Practitioner signals

Sparse BenchmarksEvidence status

Current published coverage

Published chip coverage includes M5 Max (64 GB), M4 Pro (24 GB), M3 (16 GB), M2 (16 GB). Fastest published row is 68.0 tok/s on M5 Max (64 GB) at Q4_K - Medium.

M5 Max (64 GB)M4 Pro (24 GB)M3 (16 GB)M2 (16 GB)

Related Gemma 3 models with published pages: Gemma 3 27B · Gemma 3 4B

Raw benchmark rows for Gemma 3 12B

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	—	—	68.0 tok/s	—	Ollama	ref
M4 Pro (24 GB)	Q4_K - Medium	—	—	52.0 tok/s	—	MLX	ref
M3 (16 GB)	Q4_K - Medium	—	—	38.0 tok/s	—	Ollama	ref
M2 (16 GB)	Q4_K - Medium	—	—	32.0 tok/s	—	Ollama	ref

Best Macs for Gemma 3 12B

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 — 68.0 tok/s Mac Mini M4 Pro 24GB — 52.0 tok/s Mac Mini M4 Pro 48GB — 52.0 tok/s MacBook Pro M4 Pro 24GB 14-inch — 52.0 tok/s MacBook Pro M4 Pro 48GB 14-inch — 52.0 tok/s MacBook Pro M4 Pro 24GB 16-inch — 52.0 tok/s

Chips with published results for Gemma 3 12B

M5 Max (64 GB)M4 Pro (24 GB)M3 (16 GB)M2 (16 GB)

Data

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

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