Qwen 3 30B-A3B (MoE) at FP8 (E4M3) needs 30.0 GB for its weights and 36.4 GB in total at 8K context with 8 concurrent users. That means it fits on a single Mac M4 Max (128GB). Every figure is computed by tokcalc's open-source capacity model.
| GPUs | Total VRAM | VRAM needed | Decode tok/s | Aggregate tok/s | TTFT | Cost / 1M tok | Fits? |
|---|---|---|---|---|---|---|---|
| 1× Mac | 128 GB | 36.4 GB | 177.5 | 1417 | 5.82 s | — | ✓ |
| 2× Mac | 256 GB | 36.4 GB | 301.7 | 5667 | 2.92 s | — | ✓ |
| 4× Mac | 512 GB | 36.4 GB | 603.3 | 22667 | 1.48 s | — | ✓ |
| 8× Mac | 1024 GB | 36.4 GB | 1207 | 90667 | 753.7 ms | — | ✓ |
| Context | Concurrent users | KV per request | Fits? |
|---|---|---|---|
| 4K | 243 | 412.3 MB | ✓ fits |
| 8K | 121 | 824.6 MB | ✓ fits |
| 33K | 30 | 3.22 GB | ✓ fits |
| 66K | 15 | 6.44 GB | ✓ fits |
| 131K | 7 | 12.88 GB | ✓ fits |
| GPU | GPUs | Aggregate tok/s | Cost / 1M tok |
|---|---|---|---|
| RTX 5090 32GB | 2× | 23762 | $0.0117 |
| AMD MI300X 192GB | 1× | 20670 | $0.0336 |
| A100 40GB SXM4 | 1× | 6045 | $0.0414 |
| AMD MI325X 288GB | 1× | 23400 | $0.0415 |
| A100 80GB SXM4 | 1× | 7800 | $0.0427 |
| Intel Gaudi 3 128GB | 1× | 12870 | $0.0432 |
Yes. Qwen 3 30B-A3B (MoE) at FP8 (E4M3) needs 36.4 GB including the KV cache, and Mac M4 Max (128GB) has 128 GB — so it fits on a single GPU.
177.5 tokens/sec per stream and 1417 tok/s aggregate with continuous batching at 8 concurrent users. Time to first token is 5.82 s, and inter-token latency is 5.6 ms.
— per 1M output tokens at 1× Mac M4 Max (128GB). That is the marginal hardware cost — add idle capacity, ops, and egress for the real figure.
30.0 GB for the weights at FP8 (E4M3), plus 6.4 GB of KV cache for 8 concurrent requests at 8K context — 36.4 GB total. Every extra concurrent user at long context costs more, so leave headroom.
It works. Compare — per 1M tokens against the alternatives below — the cheapest option that fits the same workload is 4× RTX 3080 10GB at $0.005513, and the fastest is 1× Cerebras CS-3 (WSE-3) at 78000 tok/s.
Same formulas, your context length, concurrency, and quantisation.