Cheapest box to run Gemma-3n-E4B at Q8_0
Google’s Gemma-3n-E4B is 6.8B parameters, dense. The number below is computed from that and each vendor’s published specs, not asserted. Switch the quant or the context and it recomputes in place.
Gemma-3n-E4B at Q8_0 needs 9GB.
Cheapest Config that fits: Mac mini, M6, 24GB. Fits, 12GB headroom. Est. 26.0 tok/s.
Best offer today: $1,299 at Best Buy — in stock, checked 38 hours ago.
Collecting price history — 3 of 90 days. No timing verdict yet.
Google names this model for its 4B effective parameters, but 6.8B raw weights are what you load, so the memory arithmetic uses 6.8B. The K/V figure accounts for layer sharing and sliding-window attention and is an estimate.
Offers — Mac mini, M6, 24GB, 512GB
- Mac mini, M6, 16GB$1,099Tight4GB headroomest. 26.0 tok/s
- Mac mini, M6, 24GB$1,299Fits12GB headroomest. 26.0 tok/s
- Mac mini, M6, 32GB$1,499Fits20GB headroomest. 26.0 tok/s
- Mac mini, M5 Pro, 24GB$1,699Fits12GB headroomest. 47.0 tok/s
- Mac mini, M5 Pro, 48GB$2,499Fits35GB headroomest. 47.0 tok/s
- Mac Studio, M5 Max, 36GB$2,499Fits24GB headroomest. 93.9 tok/s
- Mac mini, M5 Pro, 64GB$2,899Fits50GB headroomest. 47.0 tok/s
- GeForce RTX 5090, 32GB$2,999.99+hostFits22GB headroomest. 274 tok/s
- Fits50GB headroomest. 83.5 tok/s
- Mac Studio, M5 Max, 48GB$3,099Fits35GB headroomest. 93.9 tok/s
- Mac Studio, M5 Max, 64GB$3,499Fits50GB headroomest. 93.9 tok/s
- Fits111GB headroomest. 41.8 tok/s
- Fits79GB headroomest. 125 tok/s
- Fits111GB headroomest. 83.5 tok/s
- Fits111GB headroomest. 41.8 tok/s
- Fits111GB headroomest. 93.9 tok/s
- Fits79GB headroomest. 184 tok/s
- Fits239GB headroomest. 125 tok/s
- Fits239GB headroomest. 184 tok/s
- Fits495GB headroomest. 184 tok/s
| Config | Memory | Price | $/GB | Fit | Headroom | Est. speed |
|---|---|---|---|---|---|---|
| Mac mini, M6 | 16GB | $1,099 | $69 | Tight | 4GB | 26.0 tok/s |
| Mac mini, M6 | 24GB | $1,299 | $54 | Fits | 12GB | 26.0 tok/s |
| Mac mini, M6 | 32GB | $1,499 | $47 | Fits | 20GB | 26.0 tok/s |
| Mac mini, M5 Pro | 24GB | $1,699 | $71 | Fits | 12GB | 47.0 tok/s |
| Mac mini, M5 Pro | 48GB | $2,499 | $52 | Fits | 35GB | 47.0 tok/s |
| Mac Studio, M5 Max | 36GB | $2,499 | $69 | Fits | 24GB | 93.9 tok/s |
| Mac mini, M5 Pro | 64GB | $2,899 | $45 | Fits | 50GB | 47.0 tok/s |
| GeForce RTX 5090 | 32GB | $2,999.99+host | $94 | Fits | 22GB | 274 tok/s |
| Mac Studio, M4 Max, refurb | 64GB | $3,049 | $48 | Fits | 50GB | 83.5 tok/s |
| Mac Studio, M5 Max | 48GB | $3,099 | $65 | Fits | 35GB | 93.9 tok/s |
| Mac Studio, M5 Max | 64GB | $3,499 | $55 | Fits | 50GB | 93.9 tok/s |
| Ascent GX10, GB10 Grace Blackwell | 128GB | $3,999.99 | $31 | Fits | 111GB | 41.8 tok/s |
| Mac Studio, M3 Ultra, refurb | 96GB | $4,329 | $45 | Fits | 79GB | 125 tok/s |
| Mac Studio, M4 Max, refurb | 128GB | $4,409 | $34 | Fits | 111GB | 83.5 tok/s |
| DGX Spark, GB10 Grace Blackwell | 128GB | $4,699 | $37 | Fits | 111GB | 41.8 tok/s |
| Mac Studio, M5 Max | 128GB | $5,099 | $40 | Fits | 111GB | 93.9 tok/s |
| Mac Studio, M5 Ultra | 96GB | $5,499 | $57 | Fits | 79GB | 184 tok/s |
| Mac Studio, M3 Ultra, refurb | 256GB | $7,729 | $30 | Fits | 239GB | 125 tok/s |
| Mac Studio, M5 Ultra | 256GB | $9,499 | $37 | Fits | 239GB | 184 tok/s |
| Mac Studio, M5 Ultra | 512GB | — | — | Fits | 495GB | 184 tok/s |
GeForce RTX 5090 is a card, not a computer: every price shown for it is the cheapest listing we found plus $1,000 for the minimum host machine.
memory = 6.8B × 1.063 B/param (8.5 bits) + 0.072 GB/1K × 8K K/V + 1.2 GB runtime
speed = bandwidth × 0.65 ÷ (4B active × 1.063 B/param) = 4.3 GB read per token
usable = memory − operating system reserve (8% on a Mac, 6% on a DGX Spark, 4% on a card)
Bandwidth is the vendor’s published figure. Every speed is an estimate and says so. Methodology.
What else Mac mini M6 24GB runs
- Qwen3-32BQ3_K_M, est. 7.1 tok/s
- Qwen3-30B-A3BQ4_K_M, est. 42.7 tok/s
- Gemma-3-27BQ4_K_M, est. 6.8 tok/s
- Devstral-Small-2507Q5_K_M, est. 6.5 tok/s
- gpt-oss-20bQ6_K, est. 28.8 tok/s
- Phi-4Q8_0, est. 7.4 tok/s
Best quant that still fits at 8K context, largest model first. Full list on the Config page.
Bandwidth 170GB/s, usable memory 21GB of 24GB.