WHAT THIS CARD IS WORTH
ARM Mali-G78 MP20 holds 248 of the models in our catalogue and is, in practice, a IQ4_XS card — the largest it takes is Ling-lite 16.8B at IQ4_XS.
TOKENS/SEC PER $100
—
8B at Q4_K_M, so cards compare like for like
VRAM PER $100
—
what memory costs on this card
THE BIGGEST IT TAKES
AGAINST CARDS OF SIMILAR MEMORY
ARM Mali-G78 MP2012 GB——
Neighbours in memory rather than in price: memory decides whether a card can do the job at all, so two cards of the same size at different prices is the comparison you are making. Ordered by memory, then bandwidth — not by the value column, which is worked out from bandwidth and price alone and therefore rewards a cheap card whatever its software stack does to that bandwidth in practice. Read it as one input, not as a ranking.
▸ DEVICE UNDER TEST
ARM Mali-G78 MP20 — 12 GB VRAM.
▸ ARM MALI-G78 MP20 SPEC
- BRAND
- Apple
- VRAM
- 12 GB
- BANDWIDTH
- 44 GB/s
- FP16 COMPUTE
- 1 TFLOPS
- FP32 COMPUTE
- 0.5 TFLOPS
- TDP
- 7 W
- ARCHITECTURE
- Valhall
▸ AI CAPABILITY
248/ 449 models @ Q4
With 12 GB VRAM and 44 GB/s bandwidth, this GPU handles models up to 14.8B parameters.
Speed ≈ bandwidth / model_size × efficiency. A 7B model at Q4 runs at ~5 tok/s.
RENT IT — LIVE PRICES
Checking what the clouds are charging…
§ 01TOP MODELS FOR ARM MALI-G78 MP20
248 FIT · SHOWING 20| MODEL | SIZE | VRAM Q4 | TOK/S | AVG |
|---|---|---|---|---|
| DeepSeek R1 Distill Qwen 14B | 14.8B | 9.5 GB | 3 | 43.9 |
| DeepCoder 14B | 14.8B | 9.5 GB | 3 | 38.7 |
| Qwen2.5-Coder-14B | 14.8B | 9.5 GB | 3 | 41.3 |
| Qwen2.5-14B | 14.8B | 9.5 GB | 3 | 41.3 |
| Qwen3 14B | 14.8B | 9.5 GB | 3 | 45.7 |
| phi-4 14B | 14.66B | 9.4 GB | 3 | 33.7 |
| Phi-4-reasoning 14B | 14.66B | 9.4 GB | 3 | 33.7 |
| Phi-4-reasoning-plus 14B | 14.66B | 9.4 GB | 3 | 75.5 |
| Phi-3-medium-14b | 14B | 9.0 GB | 3 | 33.7 |
| Qwen 1.5 14B | 14B | 9.0 GB | 3 | 41.3 |
| Ministral 3 14B Reasoning | 13.95B | 9.0 GB | 3 | — |
| Baichuan2 13B | 13B | 8.4 GB | 3 | 23.6 |
| Llama 2 13B | 13B | 8.4 GB | 3 | 17.2 |
| CodeLlama 13B | 13B | 8.4 GB | 3 | 19.7 |
| Vicuna 13B | 13B | 8.4 GB | 3 | 11.8 |
| LLaMA 1 13B | 13B | 8.4 GB | 3 | 32.9 |
| OPT 13B | 13B | 8.4 GB | 3 | 35.8 |
| Orca 2 13B | 13B | 8.4 GB | 3 | 25.4 |
| WizardCoder Python 13B | 13B | 8.4 GB | 3 | 60.1 |
| WizardLM 13B | 13B | 8.4 GB | 3 | 19.5 |