RTX 5070 12GBBudget pickB86.8 tok/s decode
~$549 MSRP
Can it run?
Runs well
Using Q4_K_M in Ollama
Fit status
Runs well
Decode
90.9 tok/s
TTFT
2130 ms
Safe context
21K
Memory
8.4 GB / 11.0 GB
| Workload | Grade | Fit | Decode | TTFT | Context |
|---|---|---|---|---|---|
| Agentic Coding | C | Tight fit | 82.0 tok/s | 3432 ms | 36K |
| Chat | B | Runs well | 82.0 tok/s | 1287 ms | 11K |
| Coding | B | Runs well | 90.9 tok/s | 2130 ms | 21K |
| RAG | C | Tight fit | 82.0 tok/s | 4290 ms | 36K |
| Reasoning | B | Runs well | 82.0 tok/s | 2789 ms | 21K |
How aya expanse 8b orthogonal heretic (8B params) fits at each quantization level on RTX 2080 Ti 11GB (11.0 GB usable).
| Quant | Bits | VRAM | Quality | Fit |
|---|---|---|---|---|
Q2_K | 2 | 3.1 GB | Low | D35 |
Q3_K_S | 3 | 3.9 GB | Low | D36 |
NVFP4 | 4 |
Upgrade options
RTX 5070 12GBBudget pick~$549 MSRP
RTX 3080 12GBBest value~$799 MSRP
RTX 3080 Ti 12GBBiggest leap~$1,199 MSRP
4.5 GB |
| Medium |
| D38 |
Q4_K_M | 4 | 4.9 GB | Medium | D38 |
Q5_K_M | 5 | 5.8 GB | High | C40 |
Q6_KBest for your GPU | 6 | 6.6 GB | High | C42 |
Q8_0 | 8 | 8.6 GB | Very High | C44 |
F16 | 16 | 16.4 GB | Maximum | F0 |