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M5 Ultra yenye GB 256 inaweza kuendesha nini?

Modeli huria 54 kati ya 73 zinaenda vizuri juu yake. Kwa chaguo-msingi GPU inaweza kutumia takriban GB 192 kati ya GB 256 zake, na husoma kumbukumbu kwa 1,200 GB/s, jambo linaloamua kasi yake ya kuandika. Inapatikana katika: Mac Studio (M5 Max or M5 Ultra).

Yenye akili zaidi inayoenda vizuriQwen3.8 Flash Next6-bit · 146 GB · 110–196 tok/sKubwa zaidi inayoenda vizuriMiMo V2.6 Flash4.48-bit asili · 173 GB · 64–114 tok/sKwa kuandika codeQwen3 Coder Next8-bit · 85 GB · 169–300 tok/s

Zinaenda vizuri 61

Inatosha na kubakiza nafasi ya context, kwa tokeni 10 au zaidi kwa sekunde.

ModeliToleoKumbukumbuTokeni/s
Qwen3.8 Flash Next180B · 6B zinazotumika · Akili 39.86-bit146 GB110–196
MiMo V2.6 Flash309B · 15B zinazotumika · Akili 37.94.48-bit asili173 GB64–114
Qwen3.8 27B27B · Akili 33.78-bit28.7 GB19–33
Inkling Small276B · 12B zinazotumika · Akili 25.74-bit155 GB79–141
Hy3295B · 21B zinazotumika · Akili 25.34-bit166 GB46–81
Nemotron 3.5 Bolt 74B A9B74B · 9B zinazotumika · Akili 21.48-bit78.6 GB56–100
Qwen3.6 35B A3B35B · 3B zinazotumika · Akili 18.28-bit37.2 GB169–300
Muse Glimmer 30B29.6B · Akili 17.58-bit31.5 GB17–30
Qwen3.5 122B A10B122B · 10B zinazotumika · Akili 15.68-bit130 GB51–91
Gemma 4 31B30.7B · Akili 14.78-bit32.6 GB17–29
Nemotron 3.5 Lightning 30B A3B30B · 3B zinazotumika · Akili 12.98-bit31.9 GB169–300
Granite 4.2 30B30B · Akili 12.78-bit31.9 GB17–30
MiniCPM5 2B2.52B · Akili 12.58-bit2.7 GB200–356
gpt-oss-120b117B · 5.1B zinazotumika · Akili 11.64.25-bit asili65.3 GB200–356
Mistral Small 4 (119B)119B · 6.5B zinazotumika · Akili 11.38-bit126 GB78–139
Qwen3.5 9B9B · Akili 11.28-bit9.6 GB56–100
Granite 4.2 8B8B · Akili 11.18-bit8.5 GB64–113
Qwen3 Coder Next80B · 3B zinazotumika · Akili 9.28-bit85 GB169–300
Granite 4.2 3B3B · Akili 9.18-bit3.2 GB169–300
gpt-oss-20b21B · 3.6B zinazotumika · Akili 94.25-bit asili13.8 GB284–505
Nemotron 3 Nano 30B A3B30B · 3.5B zinazotumika · Akili 8.98-bit31.9 GB146–259
Gemma 4 E4B8B · Akili 8.98-bit8.5 GB113–200
Llama 4 Scout 17B-16E Instruct109B · 17B zinazotumika · Akili 6.58-bit116 GB30–53
Ministral 3 8B8.9B · Akili 5.58-bit9.5 GB57–101
Nemotron 3 Nano 4B3.97B · Akili 4.88-bit4.2 GB129–229
DeepSeek V4 Flash 0731284B · 13B zinazotumika4-bit160 GB74–132
MiniMax M2.7230B · 10B zinazotumika4-bit129 GB96–171
Ornith 1.5 122B122B · 10B zinazotumika8-bit130 GB51–91
Nemotron 3 Super 120B A12B120B · 12B zinazotumika8-bit128 GB42–75
GLM-4.5 Air106B · 12B zinazotumika8-bit113 GB42–75
Llama 3.3 70B Instruct70B4-bit39.4 GB14–24
Qwen3 Coder 30B A3B Instruct30.5B · 3.3B zinazotumika8-bit32.4 GB154–274
GLM-4.7 Flash30B · 3B zinazotumika8-bit31.9 GB169–300
Qwen3.6 27B27B8-bit28.7 GB19–33
Gemma 4 26B A4B25.2B · 3.8B zinazotumika8-bit26.8 GB135–240
Devstral Small 2 (24B)24B8-bit25.5 GB21–38
Magistral Small 1.2 (2509)24B8-bit25.5 GB21–38
Mistral Small 3.2 (24B)24B8-bit25.5 GB21–38
LFM2.5 24B A2B24B · 2B zinazotumika8-bit25.5 GB257–457
Phi-4 Reasoning Vision 15B15B8-bit15.9 GB34–60
Phi-4 (14B)14B8-bit14.9 GB36–64
Gemma 4 12B Unified12B8-bit12.7 GB43–76
Qwen3 8B8.2B8-bit8.7 GB62–110
Llama 3.1 8B Instruct8B8-bit8.5 GB64–113
Gemma 4 E2B5.1B8-bit5.4 GB225–400
Qwen3.5 4B4B8-bit4.3 GB126–223
Phi-4 mini instruct3.8B8-bit4 GB135–240
Llama 3.2 3B Instruct3.21B8-bit3.4 GB159–282
SmolLM3 3B3B8-bit3.2 GB169–300
LFM2.5 2.6B2.69B8-bit2.9 GB186–331
Qwen3.5 2B2B8-bit2.1 GB257–457
Llama 3.2 1B Instruct1.23B8-bit1.3 GB415–738
Qwen3.5 0.8B0.8B8-bit0.9 GB600–1067
Qwen3 0.6B0.6B8-bit0.6 GB900–1600
DeepSeek V4.1 Flash 1017552B · 16B zinazotumika · Akili 45.12-bit ubora wa chini173 GB108–192
GLM-5.3 Flash320B · 18B zinazotumika · Akili 41.83-bit ubora wa chini140 GB68–122
Beam 1.0501B · 23B zinazotumika · Akili 30.32-bit ubora wa chini157 GB75–133
MiniMax M3428B · 23B zinazotumika · Akili 29.22-bit ubora wa chini134 GB75–133
Nemotron 3 Ultra 550B A55B550B · 55B zinazotumika · Akili 22.92-bit ubora wa chini172 GB31–56
Qwen3.5 397B A17B397B · 17B zinazotumika · Akili 18.43-bit ubora wa chini174 GB73–130
Llama 4 Maverick 17B-128E Instruct400B · 17B zinazotumika · Akili 9.33-bit ubora wa chini175 GB73–130

Zinaenda, lakini polepole 2

Inatosha, lakini chini ya tokeni 10 kwa sekunde: sawa kwa kazi za kundi, polepole kwa mazungumzo.

ModeliToleoKumbukumbuTokeni/s
Mistral Medium 3.5 (128B)128B · Akili 14.28-bit136 GB4–7
Devstral 2 (123B)123B8-bit131 GB4–7

Zinatosha kwa shida 1

Inahitaji karibu kumbukumbu yote: ongeza kikomo cha kumbukumbu ya GPU na weka context fupi.

ModeliToleoKumbukumbuTokeni/s
Mistral Large 3 (675B)675B · 41B zinazotumika2-bit ubora wa chini211 GB42–75

Kubwa mno 9

Inahitaji kumbukumbu zaidi ya GB 256, hata kwa biti 2.

Mac nyingine

Kila Mac yenye GB 256, ya chipu yoyote.

M5 Ultra yenye kumbukumbu zaidi au kidogo:

Chipu jirani:

Ana kwa ana:

Dhidi ya PC na kadi za michoro:

Ilinganishe na Mac au GPU yoyote · M5 Ultra kwa AI ya ndani ya kifaa · Mac bora kwa LLM za ndani · Kila Mac

Maswali

LLM ipi ni bora kwa M5 Ultra yenye GB 256?
Miongoni mwa modeli zenye Intelligence Index iliyochapishwa, Qwen3.8 Flash Next ina alama ya juu zaidi kati ya zile zinazoenda vizuri hapa: 6-bit, takriban tokeni 110–196 kwa sekunde. Kubwa zaidi inayoenda vizuri ni MiMo V2.6 Flash.
Je, M5 Ultra yenye GB 256 inaweza kuendesha Llama 3.3 70B?
Ndiyo: 4-bit, kwa takriban tokeni 14–24 kwa sekunde.
gpt-oss-20b ina kasi gani kwenye M5 Ultra?
Takriban tokeni 284–505 kwa sekunde (4.25-bit asili), kutokana na bandwidth ya kumbukumbu ya chipu ya 1,200 GB/s.

Ziendeshe kwa MLX Harness (bure, open source) au mlx-lm ya Apple ndani ya Terminal: hatua kwa hatua.

Jinsi inavyokokotolewa

Kumbukumbu: vigezo vya modeli kwa biti 8, 6, 4, 3 au 2 kwa kila weight pamoja na group scales za MLX (nusu biti kwa kila weight), au muundo wake asili, pamoja na nafasi ya context juu yake. Kwa chaguo-msingi macOS huiruhusu GPU kutumia takriban 75% ya unified memory. Kasi: bandwidth ya kumbukumbu ikigawanywa kwa baiti zinazosomwa kwa kila tokeni ndiyo kikomo cha juu kwa mazungumzo moja; katika benchmarks za umma za llama.cpp kwenye Apple Silicon uendeshaji halisi hufikia takriban 45% hadi 80% yake, na huo ndio upana unaoonyeshwa. Haya ni makadirio, si vipimo: pima Mac yako mwenyewe kwenye MLX Bench. Takwimu za modeli ni kutoka kwa kadi rasmi ya kila modeli, takwimu za chipu ni kutoka Tech Specs za Apple. Imekaguliwa 2026-10-19. Data ileile ya mlx.app/compare.

M5 Ultra yenye GB 256 inaendesha LLM zipi? Modeli na kasi