作者： Jakub Rusinowski · 最后更新： 2026年7月12日
Yes, comfortably — you'll have ~5.2 GB of headroom running Cogito v1 8B at Q4_K_M (4.83 GB, ~74 tok/s (est.)) with room for up to 32K context.
or compare on Vast.ai from $0.35/hr (typical low · varies)
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| VRAM | 10 GB |
| Memory Bandwidth | 760 GB/s |
| Quant | VRAM needed | Fits 10 GB? | Max context |
|---|---|---|---|
| F16 | 17.3 GB | ✗ No | — |
| Q8_0 | 9.8 GB | ✓ Yes | 4K |
| Q6_K | 7.9 GB | ✓ Yes | 16K |
| Q5_K_M | 7 GB | ✓ Yes | 16K |
| Q4_K_M | 6.2 GB | ✓ Yes | 32K |
| Q3_K_M | 4.7 GB | ✓ Yes | 32K |
| Q2_K | 4 GB | ✓ Yes | 32K |
VRAM needed assumes a 4K-token context with an f16 KV cache; “Max context” is the largest window that still fits in 10 GB. Figures are estimates from parameter count, quantization and memory bandwidth — the analyzer lets you tune KV-cache quant and context.
| Cogito v1 8B | Q4_K_M · 4.83 GB · ~74 tok/s (est.) |
| Cogito v1 3B | Q4_K_M · 1.81125 GB · ~141 tok/s (est.) |
At 2 hrs/day, buying (~$699) beats renting at $0.34/hr after about 2.9 years.
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Cloud rates verified 2026-07 — estimates, and marketplace prices vary. Buying price is GPU MSRP only, not a full PC.
Yes, comfortably — you'll have ~5.2 GB of headroom running Cogito v1 8B at Q4_K_M (4.83 GB, ~74 tok/s (est.)) with room for up to 32K context.
Cogito v1 8B at Q4_K_M quantization (4.83 GB), estimated ~74 tokens/sec, up to 32K context.
| Size | VRAM | Verdict | Speed |
|---|---|---|---|
| Cogito v1 70B | 42.3 GB | Does not fit | — |
| Cogito v1 32B | 19.3 GB | Does not fit | — |
| Cogito v1 14B | 8.5 GB | Runs at Q3_K_M | — |
| Cogito v1 8B | 4.8 GB | Runs | ~74 tok/s |
| Cogito v1 3B | 1.8 GB | Runs | ~141 tok/s |
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