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Apple / unified

Apple M3 Ultra

512 GB decides what fits. 800 GB/s decides how fast it runs once it does.

Computed for 512 GB, the largest configuration. The Apple M3 Ultra is also sold with 96 or 256 GB, and what fits changes with it.

Run it with 96 GB →Run it with 256 GB →

Open in the calculator →

Quick answer
The Apple M3 Ultra fits 304 of 320 sized models entirely in its 512 GB; the largest widely used one is Hy4-preview (466.2 GB at Q4_K_M). Memory decides what fits; its 800 GB/s of bandwidth decides how fast it answers.

At 8,192 tokens of context with the whole model in device memory. Speeds are estimates from memory bandwidth, not benchmarks run on this card.

Apple M3 Ultra · 512 GB · 800 GB/s · Q4_K_M where published · 8,192 tokensSpecificationpublished dataDecode speedestimate

304 of 320 fit entirely

304 of the 320 models the engine can size fit entirely in device memory at Q4_K_M where it is published, otherwise the nearest published format, and 8,192 tokens. Unified memory is one pool, so there is no second memory tier to spill into; the remaining 16 do not run at this context.

95%of the models the engine can size fit entirely
512GB of device memory
800GB/s memory bandwidth
0run with system memory
16do not run at 8,192 tokens

Featured models · Q4_K_M at 8,192 tokens, including offload

ModelNeedsVerdictDecodeCalculator
Qwen3.5-2B2.3B parameters2.32 GBfits~136 tok/sOpen →
NVIDIA-Nemotron-3-Nano-4B-BF164.0B parameters3.46 GBfits~108 tok/sOpen →
Qwen3-VL-8B-Instruct8.8B parameters7.04 GBfits~74 tok/sOpen →
Qwen3.5-9B9.7B parameters7.05 GBfits~82 tok/sOpen →
gemma-4-12B-it12B parameters9.54 GBfits~60 tok/sOpen →
gpt-oss-20b21B parameters13.8 GBfits~111 tok/sOpen →
Qwen3.8-27B28B parameters18.6 GBfits~39 tok/sOpen →
Qwen3.6-27B28B parameters18.6 GBfits~39 tok/sOpen →
Kimi-Linear-48B-A3B-Instruct49B parameters30.4 GBfits~122 tok/sOpen →
Qwen3.8-Flash-Next180B parameters111.6 GBfits~95 tok/sOpen →
DeepSeek-V4-Flash-Vision-Exp305B parameters188.1 GBfits~48 tok/sOpen →
GLM-5.3-Flash321B parameters198.3 GBfits~55 tok/sOpen →

These examples are selected from prominent labs using the catalogue’s latest Hugging Face 30-day downloads and repository-creation freshness signal, with newer releases guaranteed a place. Offloaded rows assume 32 GB of system RAM, and a speed is only shown for a row that runs. Fitting in memory is not the same as loading: whether the runtime and version you have supports each architecture and format on this machine has not been tested here. Each “Open” link carries the same model, format, context and RAM into the calculator.

Fits entirely in Apple M3 Ultra (512 GB) memory — 304 of 320 sized models

Every model that fitswhole model resident · offload off

The most demanding model that fits is Hy4-preview at Q4_K_M: 466.2 GB of the 512 GB, leaving 45.8 GB spare.

Fully resident at 8,192 tokens (or the model’s own maximum, where that is shorter), offload off, at 800 GB/s. Each row is a run of the engine for this configuration; the rows start with current, prominent releases and “fits” is memory, not a tested runtime. Older or less prominent models remain available through this search and “Show all”.

Showing 40 of 304 models that fit.

ModelFormatNeedsSpareDecodeDownloads / 30dCalculator
GLM-5.3-FlashNEWzai-org · 321B paramsQ4_K_M198.3 GB313.7 GB~55 tok/s5.4MOpen →
Qwen3.8-27BQwen · 28B paramsQ4_K_M18.6 GB493.4 GB~39 tok/s6.9MOpen →
DeepSeek-V4-Flash-0731DeepSeek · 304B paramsQ4_K_M187.5 GB324.5 GB~48 tok/s4.5MOpen →
GLM-5.3NEWzai-org · 753B paramsQ4_K_M448.1 GB63.9 GB~27 tok/sAbout reading pace1.4MOpen →
Qwen3.8-Flash-NextNEWQwen · 180B paramsQ4_K_M111.6 GB400.4 GB~95 tok/s1.4MOpen →
gemma-4-26B-A4B-itGoogle · 26B paramsQ4_K_M16.8 GB495.2 GB~108 tok/s13MOpen →
DeepSeek-V4-Flash-Vision-ExpNEWDeepSeek · 305B paramsQ4_K_M188.1 GB323.9 GB~48 tok/s915.3KOpen →
gemma-4-31B-itGoogle · 31B paramsQ4_K_M22.2 GB489.8 GB~30 tok/s9.9MOpen →
DeepSeek-V4.1-FlashNEWDeepSeek · 552B paramsQ4_K_M449.4 GB62.6 GB~42 tok/s787.8KOpen →
Qwen3.5-9BQwen · 9.7B paramsQ4_K_M7.05 GB505.0 GB~82 tok/s9MOpen →
Qwen3.5-4BQwen · 4.7B paramsQ4_K_M3.98 GB508.0 GB~108 tok/s7.8MOpen →
Qwen3.6-35B-A3BQwen · 36B paramsQ4_K_M23.1 GB488.9 GB~123 tok/s3.3MOpen →
gemma-4-12B-itGoogle · 12B paramsQ4_K_M9.54 GB502.5 GB~60 tok/s1.9MOpen →
Inkling-Smallthinkingmachines · 266B paramsQ4_K_M165.5 GB346.5 GB~66 tok/s657.4KOpen →
Qwen3.6-27BQwen · 28B paramsQ4_K_M18.6 GB493.4 GB~39 tok/s2.5MOpen →
Qwen3.5-2BQwen · 2.3B paramsQ4_K_M2.32 GB509.7 GB~136 tok/s4.9MOpen →
gemma-4-E4B-itGoogle · 8.0B paramsQ4_K_M5.86 GB506.1 GB~103 tok/s4.4MOpen →
NVIDIA-Nemotron-3.5-Lightning-30B-A3B-BF16NVIDIA · 32B paramsQ4_K_M20.3 GB491.7 GB~32 tok/s530KOpen →
NVIDIA-Nemotron-3-Nano-4B-BF16NVIDIA · 4.0B paramsQ4_K_M3.46 GB508.5 GB~108 tok/s3.4MOpen →
gemma-4-E2B-itGoogle · 5.1B paramsQ4_K_M4.02 GB508.0 GB~139 tok/s3MOpen →
GLM-5.2zai-org · 753B paramsQ4_K_M448.1 GB63.9 GB~27 tok/sAbout reading pace705.8KOpen →
Qwen3.5-0.8BQwen · 873M paramsQ4_K_M1.46 GB510.5 GB~155 tok/s2.6MOpen →
DeepSeek-V4-FlashDeepSeek · 284B paramsQ4_K_M175.9 GB336.1 GB~48 tok/s1.1MOpen →
Qwen3-VL-8B-InstructQwen · 8.8B paramsQ4_K_M7.04 GB505.0 GB~74 tok/s14.6MOpen →
MiniMax-M2.7MiniMaxAI · 229B paramsQ4_K_M141.2 GB370.8 GB~58 tok/s1.1MOpen →
Qwen3.5-27BQwen · 28B paramsQ4_K_M18.6 GB493.4 GB~39 tok/s1.9MOpen →
North-Micro-Vision-InstructCohereLabs · 2.5B paramsQ4_K_M2.99 GB509.0 GB~122 tok/s180.7KOpen →
Hy3Tencent · 299B paramsQ4_K_M181.2 GB330.8 GB~41 tok/s304.9KOpen →
Qwen3.5-35B-A3BQwen · 36B paramsQ4_K_M23.1 GB488.9 GB~123 tok/s1.6MOpen →
NVIDIA-Nemotron-3-Super-120B-A12B-BF16NVIDIA · 124B paramsQ4_K_M76.9 GB435.1 GB~9.3 tok/sSlow1.2MOpen →
NVIDIA-Nemotron-3-Ultra-550B-A55B-BF16NVIDIA · 561B paramsQ4_K_M345.4 GB166.6 GB~2.1 tok/sVery slow358KOpen →
granite-4.2-8bIBM · 8.8B paramsQ4_K_M7.49 GB504.5 GB~70 tok/s128.4KOpen →
DeepSeek-V3.2DeepSeek · 685B paramsQ4_K_M422.2 GB89.8 GB~29 tok/sAbout reading pace3.6MOpen →
GLM-4.7-Flashzai-org · 31B paramsQ4_K_M20.4 GB491.6 GB~31 tok/s1.8MOpen →
granite-4.1-3bIBM · 3.4B paramsQ4_K_M3.72 GB508.3 GB~107 tok/s521.8KOpen →
LFM2.5-2.6BLiquidAI · 2.7B paramsQ4_K_M2.61 GB509.4 GB~125 tok/s108.1KOpen →
MiMo-V2.6-Flash-RLNEWXiaomiMiMo · 309B paramsQ4_K_M192.2 GB319.8 GB~54 tok/s48.6KOpen →
MiniMax-M3MiniMaxAI · 427B paramsQ4_K_M264.0 GB248.0 GB~37 tok/s177.2KOpen →
MiMo-V2.5XiaomiMiMo · 311B paramsQ4_K_M192.2 GB319.8 GB~54 tok/s245.2KOpen →
Qwen3-VL-4B-InstructQwen · 4.4B paramsQ4_K_M4.72 GB507.3 GB~94 tok/s3.5MOpen →

Sized at the format most people actually download, not at FP16. The catalogue ordered by downloads →

The Apple M3 Ultra, model by model

Under the hood

The specification behind every figure

What the manufacturer publishes for this device, and the pages it was read from.

Manufacturer specification

Memory scopeunified-system
Capacity512 GB
Published options96 GB, 256 GB, 512 GB
Bandwidth800 GB/s
Memory typeunified memory
Bus widthNot published
FP32 peakNot published
Dense matrix peakNot published without sparsity
PowerNot published

Source ledger

Apple reveals M3 Ultra ↗
Retrieved 2026-08-31

Caveats

  • Capacity and bandwidth are the maxima Apple publishes for this chip; lower configurations exist and run slower. No VRAM capacity is claimed, and the operating system's own use is not subtracted.
  • Apple publishes no peak throughput figure for this chip, so no compute roof is priced for it and time to first token is withheld.
  • Apple published this chip's bandwidth as "over 800GB/s" and never as an exact figure on a page that is still live. 800 GB/s is therefore the floor Apple states, not a measurement, and decode estimates for this device are correspondingly conservative.

Published capacity is a hardware ceiling, not guaranteed free runtime memory. The calculator shows the runtime reserve separately rather than folding it into a single number.

Run the diagnostic on the Apple M3 Ultra →
llmbottleneck
catalogue 2026-10-03models 327devices 135