Can an RTX 4090 run Qwen2.5-Coder-7B-Instruct?
llm-speed has not measured Qwen2.5-Coder-7B-Instruct on RTX 4090 itself yet, so there is no llm-speed verdict. 1 community-submitted run exists (fastest 131.6 tok/s at Q4_K_M on ollama); community-submitted, not measured by llm-speed, so it gives no verdict.
1 signed run on llm-speed. Single-request decode speed in tokens per second; the short-chat workload unless noted. This run is community-submitted (signed on the submitter's own machine, not measured by llm-speed, and not used for llm-speed verdicts). Verdicts and headline numbers use only llm-speed's own runs and fit tests.
Measured tok/s by quant and runtime
| Quant | Runtime | Build | Decode tok/s (best run) | Workload | Runs | Source |
|---|---|---|---|---|---|---|
| Q4_K_M | ollama | 0.31.1 | 131.6 | chat-short | 1 | Community-submitted |
llm-speed has not measured this pair itself, so there is no llm-speed verdict or fastest quant. The rows above are community-submitted, not measured by llm-speed.
VRAM: not recorded for these runs. The VRAM calculator gives an estimate (predicted, not measured).
Every measured row
| Run | Date (UTC) | Workload | Quant | Runtime / build | Prompt tokens | Output tokens | Decode tok/s | Prefill tok/s | TTFT ms | VRAM GiB | Source |
|---|---|---|---|---|---|---|---|---|---|---|---|
| r_nrpc8-onxu2 | 2026-10-14 | chat-short | Q4_K_M | ollama · 0.31.1 | 131 | 256 | 131.6 | 446.2 | 294 | – | Community-submitted |
| r_nrpc8-onxu2 | 2026-10-14 | chat-long | Q4_K_M | ollama · 0.31.1 | 3168 | 467 | 133.1 | 5116.7 | 619 | – | Community-submitted |
| r_nrpc8-onxu2 | 2026-10-14 | agent-trace | Q4_K_M | ollama · 0.31.1 | 3268 | 840 | 135.8 | 5297.3 | 352 | – | Community-submitted |
| r_nrpc8-onxu2 | 2026-10-14 | concurrent-decode | Q4_K_M | ollama · 0.31.1 | 1024 | 256 | 137.3 | – | – | – | Community-submitted |
Questions
Can an RTX 4090 run Qwen2.5-Coder-7B-Instruct?
llm-speed has not measured Qwen2.5-Coder-7B-Instruct on RTX 4090 itself yet, so there is no llm-speed verdict. 1 community-submitted run exists (fastest 131.6 tok/s at Q4_K_M on ollama); community-submitted, not measured by llm-speed, so it gives no verdict.
What did community runs measure for Qwen2.5-Coder-7B-Instruct on an RTX 4090?
1 community-submitted run (community-submitted, not measured by llm-speed): Q4_K_M on ollama: 131.6 tok/s. They are listed for reference and give no llm-speed verdict.
Sources and related pages
- Source runs: r_nrpc8-onxu2
- Qwen2.5-Coder-7B-Instruct: every measured GPU and Mac
- RTX 4090: every measured model
- VRAM calculator for Qwen2.5-Coder-7B-Instruct on RTX 4090
- RTX 5090 vs RTX 4090
- RTX 4090 vs RTX 3090
- RTX 4090 vs M4 Max
- Qwen2.5-Coder-7B-Instruct vs DeepSeek-Coder-V2-Lite-Instruct
- Qwen2.5-Coder-7B-Instruct vs Qwen2.5-7B-Instruct
- How runs are measured · open dataset (CC BY 4.0)