Canonical Rankings

Best Macs for this model

Gemma 3 4B 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: Gemma 3 4B. 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	696	8bit	95.0 tok/s Fastest evidence path: 8bit · 95.0 tok/s · Ollama · Estimated	Ollama	Fits	250.4 GB	131k	Estimated	$7,499	8bit is the current best practical quantization. 95.0 tok/s is estimated from nearby benchmark coverage. 250.4 GB headroom remains at this quantization.
2	Mac Pro M2 Ultra 192GB	632	8bit	95.0 tok/s Fastest evidence path: 8bit · 95.0 tok/s · Ollama · Estimated	Ollama	Fits	186.4 GB	131k	Estimated	$6,999	8bit is the current best practical quantization. 95.0 tok/s is estimated from nearby benchmark coverage. 186.4 GB headroom remains at this quantization.
3	Mac Studio M4 Max 128GB	591	8bit	100.5 tok/s Fastest evidence path: 8bit · 100.5 tok/s · LM Studio · Estimated	LM Studio	Fits	122.4 GB	131k	Estimated	$4,499	8bit is the current best practical quantization. 100.5 tok/s is estimated from nearby benchmark coverage. 122.4 GB headroom remains at this quantization.
4	MacBook Pro M4 Max 128GB 16-inch	591	8bit	100.5 tok/s Fastest evidence path: 8bit · 100.5 tok/s · LM Studio · Estimated	LM Studio	Fits	122.4 GB	131k	Estimated	$5,999	8bit is the current best practical quantization. 100.5 tok/s is estimated from nearby benchmark coverage. 122.4 GB headroom remains at this quantization.
5	MacBook Pro M5 Max 128GB 16-inch	568	8bit	95.0 tok/s Fastest evidence path: 8bit · 95.0 tok/s · Ollama · Estimated	Ollama	Fits	122.4 GB	131k	Estimated	$5,399	8bit is the current best practical quantization. 95.0 tok/s is estimated from nearby benchmark coverage. 122.4 GB headroom remains at this quantization.
6	Mac Studio M3 Ultra 96GB	536	8bit	95.0 tok/s Fastest evidence path: 8bit · 95.0 tok/s · Ollama · Estimated	Ollama	Fits	90.4 GB	131k	Estimated	$3,999	8bit is the current best practical quantization. 95.0 tok/s is estimated from nearby benchmark coverage. 90.4 GB headroom remains at this quantization.
7	Mac Studio M4 Max 64GB	504	8bit	95.0 tok/s Fastest evidence path: 8bit · 95.0 tok/s · Ollama · Estimated	Ollama	Fits	58.4 GB	131k	Estimated	$2,999	8bit is the current best practical quantization. 95.0 tok/s is estimated from nearby benchmark coverage. 58.4 GB headroom remains at this quantization.
8	MacBook Pro M4 Max 64GB 16-inch	504	8bit	95.0 tok/s Fastest evidence path: 8bit · 95.0 tok/s · Ollama · Estimated	Ollama	Fits	58.4 GB	131k	Estimated	$4,499	8bit is the current best practical quantization. 95.0 tok/s is estimated from nearby benchmark coverage. 58.4 GB headroom remains at this quantization.
9	Mac Mini M4 Pro 48GB	488	8bit	95.0 tok/s Fastest evidence path: 8bit · 95.0 tok/s · Ollama · Estimated	Ollama	Fits	42.4 GB	131k	Estimated	$1,599	8bit is the current best practical quantization. 95.0 tok/s is estimated from nearby benchmark coverage. 42.4 GB headroom remains at this quantization.
10	MacBook Pro M4 Pro 48GB 14-inch	488	8bit	95.0 tok/s Fastest evidence path: 8bit · 95.0 tok/s · Ollama · Estimated	Ollama	Fits	42.4 GB	131k	Estimated	$2,499	8bit is the current best practical quantization. 95.0 tok/s is estimated from nearby benchmark coverage. 42.4 GB headroom remains at this quantization.
11	Mac Studio M4 Max 48GB	488	8bit	95.0 tok/s Fastest evidence path: 8bit · 95.0 tok/s · Ollama · Estimated	Ollama	Fits	42.4 GB	131k	Estimated	$2,499	8bit is the current best practical quantization. 95.0 tok/s is estimated from nearby benchmark coverage. 42.4 GB headroom remains at this quantization.
12	MacBook Pro M4 Pro 48GB 16-inch	488	8bit	95.0 tok/s Fastest evidence path: 8bit · 95.0 tok/s · Ollama · Estimated	Ollama	Fits	42.4 GB	131k	Estimated	$2,999	8bit is the current best practical quantization. 95.0 tok/s is estimated from nearby benchmark coverage. 42.4 GB headroom remains at this quantization.
13	MacBook Pro M4 Max 48GB 14-inch	488	8bit	95.0 tok/s Fastest evidence path: 8bit · 95.0 tok/s · Ollama · Estimated	Ollama	Fits	42.4 GB	131k	Estimated	$3,499	8bit is the current best practical quantization. 95.0 tok/s is estimated from nearby benchmark coverage. 42.4 GB headroom remains at this quantization.
14	MacBook Pro M4 Max 48GB 16-inch	488	8bit	95.0 tok/s Fastest evidence path: 8bit · 95.0 tok/s · Ollama · Estimated	Ollama	Fits	42.4 GB	131k	Estimated	$3,999	8bit is the current best practical quantization. 95.0 tok/s is estimated from nearby benchmark coverage. 42.4 GB headroom remains at this quantization.
15	Mac Studio M4 Max 36GB	476	8bit	95.0 tok/s Fastest evidence path: 8bit · 95.0 tok/s · Ollama · Estimated	Ollama	Fits	30.4 GB	131k	Estimated	$1,999	8bit is the current best practical quantization. 95.0 tok/s is estimated from nearby benchmark coverage. 30.4 GB headroom remains at this quantization.
16	MacBook Pro M4 Max 36GB 14-inch	476	8bit	95.0 tok/s Fastest evidence path: 8bit · 95.0 tok/s · Ollama · Estimated	Ollama	Fits	30.4 GB	131k	Estimated	$2,999	8bit is the current best practical quantization. 95.0 tok/s is estimated from nearby benchmark coverage. 30.4 GB headroom remains at this quantization.
17	MacBook Pro M4 Max 36GB 16-inch	476	8bit	95.0 tok/s Fastest evidence path: 8bit · 95.0 tok/s · Ollama · Estimated	Ollama	Fits	30.4 GB	131k	Estimated	$3,499	8bit is the current best practical quantization. 95.0 tok/s is estimated from nearby benchmark coverage. 30.4 GB headroom remains at this quantization.
18	Mac Mini M4 32GB	472	8bit	95.0 tok/s Fastest evidence path: 8bit · 95.0 tok/s · Ollama · Estimated	Ollama	Fits	26.4 GB	131k	Estimated	$799	8bit is the current best practical quantization. 95.0 tok/s is estimated from nearby benchmark coverage. 26.4 GB headroom remains at this quantization.
19	MacBook Air M4 32GB 13-inch	472	8bit	95.0 tok/s Fastest evidence path: 8bit · 95.0 tok/s · Ollama · Estimated	Ollama	Fits	26.4 GB	131k	Estimated	$1,499	8bit is the current best practical quantization. 95.0 tok/s is estimated from nearby benchmark coverage. 26.4 GB headroom remains at this quantization.
20	MacBook Air M4 32GB 15-inch	472	8bit	95.0 tok/s Fastest evidence path: 8bit · 95.0 tok/s · Ollama · Estimated	Ollama	Fits	26.4 GB	131k	Estimated	$1,699	8bit is the current best practical quantization. 95.0 tok/s is estimated from nearby benchmark coverage. 26.4 GB headroom remains at this quantization.
21	Mac Mini M4 24GB	464	8bit	95.0 tok/s Fastest evidence path: 8bit · 95.0 tok/s · MLX · Estimated	MLX	Fits	18.4 GB	123k	Estimated	$599	8bit is the current best practical quantization. 95.0 tok/s is estimated from nearby benchmark coverage. 18.4 GB headroom remains at this quantization.
22	MacBook Air M4 24GB 13-inch	464	8bit	95.0 tok/s Fastest evidence path: 8bit · 95.0 tok/s · MLX · Estimated	MLX	Fits	18.4 GB	123k	Estimated	$1,299	8bit is the current best practical quantization. 95.0 tok/s is estimated from nearby benchmark coverage. 18.4 GB headroom remains at this quantization.
23	Mac Mini M4 Pro 24GB	464	8bit	95.0 tok/s Fastest evidence path: 8bit · 95.0 tok/s · MLX · Estimated	MLX	Fits	18.4 GB	123k	Estimated	$1,399	8bit is the current best practical quantization. 95.0 tok/s is estimated from nearby benchmark coverage. 18.4 GB headroom remains at this quantization.
24	MacBook Air M4 24GB 15-inch	464	8bit	95.0 tok/s Fastest evidence path: 8bit · 95.0 tok/s · MLX · Estimated	MLX	Fits	18.4 GB	123k	Estimated	$1,499	8bit is the current best practical quantization. 95.0 tok/s is estimated from nearby benchmark coverage. 18.4 GB headroom remains at this quantization.
25	MacBook Pro M4 Pro 24GB 14-inch	464	8bit	95.0 tok/s Fastest evidence path: 8bit · 95.0 tok/s · MLX · Estimated	MLX	Fits	18.4 GB	123k	Estimated	$1,999	8bit is the current best practical quantization. 95.0 tok/s is estimated from nearby benchmark coverage. 18.4 GB headroom remains at this quantization.
26	MacBook Pro M4 Pro 24GB 16-inch	464	8bit	95.0 tok/s Fastest evidence path: 8bit · 95.0 tok/s · MLX · Estimated	MLX	Fits	18.4 GB	123k	Estimated	$2,499	8bit is the current best practical quantization. 95.0 tok/s is estimated from nearby benchmark coverage. 18.4 GB headroom remains at this quantization.
27	Mac Mini M4 16GB	456	8bit	95.0 tok/s Fastest evidence path: 8bit · 95.0 tok/s · Ollama · Estimated	Ollama	Fits	10.4 GB	70k	Estimated	$499	8bit is the current best practical quantization. 95.0 tok/s is estimated from nearby benchmark coverage. 10.4 GB headroom remains at this quantization.
28	MacBook Air M4 16GB 13-inch	456	8bit	95.0 tok/s Fastest evidence path: 8bit · 95.0 tok/s · Ollama · Estimated	Ollama	Fits	10.4 GB	70k	Estimated	$1,099	8bit is the current best practical quantization. 95.0 tok/s is estimated from nearby benchmark coverage. 10.4 GB headroom remains at this quantization.
29	MacBook Air M4 16GB 15-inch	456	8bit	95.0 tok/s Fastest evidence path: 8bit · 95.0 tok/s · Ollama · Estimated	Ollama	Fits	10.4 GB	70k	Estimated	$1,299	8bit is the current best practical quantization. 95.0 tok/s is estimated from nearby benchmark coverage. 10.4 GB headroom remains at this quantization.

Gemma 3 4B — 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, Q4_0, Q8_0

5Benchmark rows

5Chip tiers covered

132.0Fastest avg tok/s (M5 Max (64 GB))

—Minimum RAM observed

Quick take

Fastest published result is 132.0 tok/s on M5 Max (64 GB) at Q4_K - Medium. Longest published context on this page is 4k. Published runtimes include LM Studio, MLX, Ollama. Start with Rankings for the decision, then use the raw rows below to audit the evidence.

Based on 5 external benchmarks; no lab runs yet.

Published runtimes: LM Studio, MLX, Ollama.

Need the best Mac for this model? Use Buy Need a setup-first answer? Use Run Checking whether it fits? Use Fit Browse Macs by exact hardware Need the full audit trail? Use Bench Comparing against rented GPUs? Use AI Datacenter Index

Catalog record

4.3BTotal 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

visual-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 4B. It is not yet published in the current frontier packs. Benchmark evidence includes 5 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.

5Benchmark rows

0Field reports

0Practitioner signals

Sparse BenchmarksEvidence status

Current published coverage

Published chip coverage includes M5 Max (64 GB), M4 Max (128 GB), M4 Pro (24 GB), M3 Pro (18 GB), M1 (8 GB). Fastest published row is 132.0 tok/s on M5 Max (64 GB) at Q4_K - Medium. Catalog context window is 4k.

M5 Max (64 GB)M4 Max (128 GB)M4 Pro (24 GB)M3 Pro (18 GB)M1 (8 GB)

Related Gemma 3 models with published pages: Gemma 3 27B · Gemma 3 12B

Raw benchmark rows for Gemma 3 4B

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	—	—	132.0 tok/s	—	Ollama	ref
M4 Max (128 GB)	Q4_0	—	4k	100.5 tok/s	—	LM Studio	ref
M4 Pro (24 GB)	Q8_0	—	—	95.0 tok/s	—	MLX	ref
M3 Pro (18 GB)	Q4_K - Medium	—	—	88.0 tok/s	—	MLX	ref
M1 (8 GB)	Q4_K - Medium	—	—	48.0 tok/s	—	Ollama	ref

Best Macs for Gemma 3 4B

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 — 132.0 tok/s MacBook Pro M4 Max 36GB 14-inch — 100.5 tok/s MacBook Pro M4 Max 48GB 14-inch — 100.5 tok/s MacBook Pro M4 Max 36GB 16-inch — 100.5 tok/s MacBook Pro M4 Max 48GB 16-inch — 100.5 tok/s MacBook Pro M4 Max 64GB 16-inch — 100.5 tok/s

Chips with published results for Gemma 3 4B

M5 Max (64 GB)M4 Max (128 GB)M4 Pro (24 GB)M3 Pro (18 GB)M1 (8 GB)

Data

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

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