Cheapest box to run Gemma-4-26B-A4B at Q6_K
Google’s Gemma-4-26B-A4B is 25.2B parameters, 3.8B of them read per token. 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-4-26B-A4B at Q6_K needs 22GB.
Cheapest Config that fits: Mac mini, M6, 32GB. Fits, 7GB headroom. Est. 27.3 tok/s.
Best offer today: $1,499 at Apple — in stock, checked 32 minutes ago.
Price history: 34 days recorded.
The 26B in the name is marketing; Google's own table reads 25.2B total and 3.8B active, and that is what we publish. Only the 5 global-attention layers cache unboundedly; the rest slide a 1024-token window.
Offers — Mac mini, M6, 32GB, 512GB
- Mac mini, M6, 16GB$1,099Won't fit−9GB headroom
- Mac mini, M6, 24GB$1,299Won't fit−1GB headroom
- Mac mini, M6, 32GB$1,499Fits7GB headroomest. 27.3 tok/s
- Mac mini, M5 Pro, 24GB$1,699Won't fit−1GB headroom
- Mac mini, M5 Pro, 48GB$2,499Fits22GB headroomest. 49.3 tok/s
- Mac Studio, M5 Max, 36GB$2,499Fits11GB headroomest. 73.8 tok/s
- Mac mini, M5 Pro, 64GB$2,899Fits37GB headroomest. 49.3 tok/s
- GeForce RTX 5090, 32GB$2,999.99+hostFits9GB headroomest. 288 tok/s
- Fits37GB headroomest. 87.6 tok/s
- Mac Studio, M5 Max, 48GB$3,099Fits22GB headroomest. 98.5 tok/s
- Mac Studio, M5 Max, 64GB$3,499Fits37GB headroomest. 98.5 tok/s
- Fits98GB headroomest. 43.8 tok/s
- Fits66GB headroomest. 131 tok/s
- Fits98GB headroomest. 87.6 tok/s
- Fits98GB headroomest. 43.8 tok/s
- Fits98GB headroomest. 98.5 tok/s
- Fits66GB headroomest. 193 tok/s
- Fits226GB headroomest. 131 tok/s
- Fits226GB headroomest. 193 tok/s
- Fits482GB headroomest. 193 tok/s
| Config | Memory | Price | $/GB | Fit | Headroom | Est. speed |
|---|---|---|---|---|---|---|
| Mac mini, M6 | 16GB | $1,099 | $69 | Won't fit | −9GB | — |
| Mac mini, M6 | 24GB | $1,299 | $54 | Won't fit | −1GB | — |
| Mac mini, M6 | 32GB | $1,499 | $47 | Fits | 7GB | 27.3 tok/s |
| Mac mini, M5 Pro | 24GB | $1,699 | $71 | Won't fit | −1GB | — |
| Mac mini, M5 Pro | 48GB | $2,499 | $52 | Fits | 22GB | 49.3 tok/s |
| Mac Studio, M5 Max | 36GB | $2,499 | $69 | Fits | 11GB | 73.8 tok/s |
| Mac mini, M5 Pro | 64GB | $2,899 | $45 | Fits | 37GB | 49.3 tok/s |
| GeForce RTX 5090 | 32GB | $2,999.99+host | $94 | Fits | 9GB | 288 tok/s |
| Mac Studio, M4 Max, refurb | 64GB | $3,049 | $48 | Fits | 37GB | 87.6 tok/s |
| Mac Studio, M5 Max | 48GB | $3,099 | $65 | Fits | 22GB | 98.5 tok/s |
| Mac Studio, M5 Max | 64GB | $3,499 | $55 | Fits | 37GB | 98.5 tok/s |
| Ascent GX10, GB10 Grace Blackwell | 128GB | $3,999.99 | $31 | Fits | 98GB | 43.8 tok/s |
| Mac Studio, M3 Ultra, refurb | 96GB | $4,329 | $45 | Fits | 66GB | 131 tok/s |
| Mac Studio, M4 Max, refurb | 128GB | $4,409 | $34 | Fits | 98GB | 87.6 tok/s |
| DGX Spark, GB10 Grace Blackwell | 128GB | $4,699 | $37 | Fits | 98GB | 43.8 tok/s |
| Mac Studio, M5 Max | 128GB | $5,099 | $40 | Fits | 98GB | 98.5 tok/s |
| Mac Studio, M5 Ultra | 96GB | $5,499 | $57 | Fits | 66GB | 193 tok/s |
| Mac Studio, M3 Ultra, refurb | 256GB | $7,729 | $30 | Fits | 226GB | 131 tok/s |
| Mac Studio, M5 Ultra | 256GB | $9,499 | $37 | Fits | 226GB | 193 tok/s |
| Mac Studio, M5 Ultra | 512GB | — | — | Fits | 482GB | 193 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 = 25.2B × 0.820 B/param (6.56 bits) + 0.042 GB/1K × 8K K/V + 1.2 GB runtime
speed = bandwidth × 0.5 ÷ (3.8B active × 0.820 B/param) = 3.1 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 32GB runs
- Qwen3.5-35B-A3BQ5_K_M, est. 40.0 tok/s
- Qwen3-32BQ5_K_M, est. 4.9 tok/s
- Gemma-4-31BQ6_K, est. 4.4 tok/s
- Qwen3-30B-A3BQ6_K, est. 31.4 tok/s
- Gemma-3-27BQ6_K, est. 5.0 tok/s
- Qwen3.6-27BQ6_K, est. 5.0 tok/s
Best quant that still fits at 8K context, largest model first. Full list on the Config page.
Bandwidth 170GB/s, usable memory 29GB of 32GB.