Qwen 2.5 Coder 7B Instruct on NVIDIA GeForce RTX 4070 Ti 12GB
NVIDIA GeForce RTX 4070 Ti 12GB runs Qwen 2.5 Coder 7B Instruct excellently at 49 tok/s at Q5_K_M. This is a strong pairing.
Model Size
7.62B
Device VRAM
12 GB
Bandwidth
504 GB/s
Quantizations Tested
1
Performance by Quantization
Each row shows Qwen 2.5 Coder 7B Instruct performance at a different quality level on NVIDIA GeForce RTX 4070 Ti 12GB.
| Quantization | Speed | TTFT | Fits in VRAM | Rating | Confidence |
|---|---|---|---|---|---|
| Q5_K_M | 49 tok/s | 125ms | ✓ Yes | Excellent | estimated |
Notes
Q5_K_M
Q5_K_M fits. Excellent coding model for 12GB.
About Qwen 2.5 Coder 7B Instruct
Qwen 2.5 Coder 7B Instruct (7.62B) is a coding, ai coding model. Specialized coding model optimized for AI-assisted development.
View all Qwen 2.5 Coder 7B Instruct hardware options →About NVIDIA GeForce RTX 4070 Ti 12GB
NVIDIA GeForce RTX 4070 Ti 12GB has 12 GB at 504 GB/s. Street price: $749.
See all models NVIDIA GeForce RTX 4070 Ti 12GB can run →Source: Performance estimates based on model size and device bandwidth (2026-03-15)
Data last updated: 2026-03-15