AMD Instinct MI350X 288GBBudget pick
B109.3 tok/s decode
~$8,000 MSRP
Can it run?
Tight fit
Using Q4_K_M in vLLM
Fit status
Tight fit
Decode
125.8 tok/s
TTFT
1539 ms
Safe context
18K
Memory
168.8 GB / 192.0 GB
| Workload | Grade | Fit | Decode | TTFT | Context |
|---|---|---|---|---|---|
| Agentic Coding | C | Tight fit | 125.8 tok/s | 2239 ms | 36K |
| Chat | C | Tight fit | 125.8 tok/s | 840 ms | 9K |
| Coding | C | Tight fit | 125.8 tok/s | 1539 ms | 18K |
| RAG | C | Tight fit | 125.8 tok/s | 2799 ms | 36K |
| Reasoning | C | Tight fit | 125.8 tok/s | 1819 ms | 18K |
How DeepSeek Coder V2 236B (236B params) fits at each quantization level on B100 192GB (192.0 GB usable).
| Quant | Bits | VRAM | Quality | Fit |
|---|---|---|---|---|
Q2_K | 2 | 92.0 GB | Low | D40 |
Q3_K_S | 3 | 115.6 GB | Low | C42 |
NVFP4 | 4 | 132.2 GB | Medium | C44 |
Q4_K_MBest for your GPU | 4 | 144.0 GB | Medium | C44 |
Q5_K_M | 5 | 169.9 GB | High | C44 |
Q6_K | 6 | 193.5 GB | High | F0 |
Q8_0 | 8 | 252.5 GB | Very High | F0 |
F16 | 16 | 483.8 GB | Maximum | F0 |
huggingface-cli download deepseek-coder-v2-236bUpgrade options
~$8,000 MSRP