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Qwen 2.5 Coder 32B Instruct on NVIDIA GeForce RTX 4070 Ti 12GB

NVIDIA GeForce RTX 4070 Ti 12GB cannot run Qwen 2.5 Coder 32B Instruct at any quantization level. The 12 GB of VRAM is insufficient.

Model Size

32.5B

Device VRAM

12 GB

Bandwidth

504 GB/s

Quantizations Tested

1

Performance by Quantization

Each row shows Qwen 2.5 Coder 32B Instruct performance at a different quality level on NVIDIA GeForce RTX 4070 Ti 12GB.

QuantizationSpeedTTFTFits in VRAMRatingConfidence
Q2_K✗ OffloadNot Viableestimated

Notes

Q2_K

Requires 24GB+ for viable quality.

About Qwen 2.5 Coder 32B Instruct

Qwen 2.5 Coder 32B Instruct (32.5B) is a coding, ai coding, ai building model. The coding model that defines the builder workflow. Matches GPT-4 on HumanEval. This is what Cursor and Continue.dev users run locally when they want to eliminate API dependency. Apache 2.0 license. The cornerstone of the 'Full AI Builder' profile.

View all Qwen 2.5 Coder 32B 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: 32.76B model exceeds 12GB (2026-03-15)

Data last updated: 2026-03-01