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Llama 3.2 1B Instruct on NVIDIA GeForce RTX 4090

NVIDIA GeForce RTX 4090 runs Llama 3.2 1B Instruct excellently at 250 tok/s at Q8_0. This is a strong pairing.

Model Size

1.24B

Device VRAM

24 GB

Bandwidth

1008 GB/s

Quantizations Tested

1

Performance by Quantization

Each row shows Llama 3.2 1B Instruct performance at a different quality level on NVIDIA GeForce RTX 4090.

QuantizationSpeedTTFTFits in VRAMRatingConfidence
Q8_0250 tok/s15ms✓ YesExcellentestimated

Notes

Q8_0

1B at 250 tok/s. Overkill GPU for this model — useful as fast secondary.

About Llama 3.2 1B Instruct

Llama 3.2 1B Instruct (1.24B) is a chat, coding model. The smallest Llama model. Runs on integrated GPUs and even CPUs. Useful for basic classification, simple Q&A, and as a draft model for speculative decoding. Limited reasoning capability.

View all Llama 3.2 1B Instruct hardware options →

About NVIDIA GeForce RTX 4090

NVIDIA GeForce RTX 4090 has 24 GB at 1008 GB/s. Street price: $1,799.

See all models NVIDIA GeForce RTX 4090 can run →

Builds with NVIDIA GeForce RTX 4090

Source: Performance estimates based on model size and device bandwidth (2026-03-15)

Data last updated: 2026-03-15