GPUs/NVIDIA GeForce RTX 4070 Ti/Qwen 2.5 Coder 32B

Can NVIDIA GeForce RTX 4070 Ti run Qwen 2.5 Coder 32B?

32B parameter Code model on 12GB GDDR6X

No — not enough VRAM
SpeedWill not load
QualityN/A

VRAM Requirements

Qwen 2.5 Coder 32B is a 32B parameter model. At full precision (FP16), it requires 64GB of VRAM. Your NVIDIA GeForce RTX 4070 Ti only has 12GB — not enough even at maximum compression.

FP16 (Full Precision)64GB (need 52GB more)

Maximum quality, no quantization

Q8 (8-bit)32GB (need 20GB more)

Near-lossless, ~50% size reduction

Q4 (4-bit)20GB (need 8GB more)

Good quality, ~75% size reduction

Your GPU VRAM: 12GB GDDR6X at 504 GB/s bandwidth
Recommended system RAM: 32GB DDR5 (2x GPU VRAM minimum for model overflow)

NVIDIA GeForce RTX 4070 Ti Specs

VRAM12GB GDDR6X
Memory Bandwidth504 GB/s
TDP285W
CUDA Cores7,680
Street Price~$600
AI Rating5/10

Other Code Models on NVIDIA GeForce RTX 4070 Ti

About Qwen 2.5 Coder 32B

Best open-source coding model. Needs 24GB+ for good quality.

Category: Code · Parameters: 32B · CUDA required: No (runs via llama.cpp/GGUF)