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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.

QuantizationSpeedTTFTFits in VRAMRatingConfidence
Q5_K_M49 tok/s125ms✓ YesExcellentestimated

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