DeepSeekDeepSeek
Compatibility Report

DeepSeek R1 on AMD Radeon RX 9070

AMD Radeon RX 9070 cannot run DeepSeek R1. 16 GB VRAM is insufficient at any quantization level.

Model Size

671B

Device VRAM

16 GB

Bandwidth

640 GB/s

Quantization

Q2_K

Benchmarks

Performance by Quantization

OwnRig currently has one published compatibility entry for DeepSeek R1 on AMD Radeon RX 9070 at Q2_K. This pairing has limitations β€” check the rating and notes below.

QuantizationSpeedTTFTFits in VRAMRatingConfidence
Q2_Kβ€“β€“βœ— OffloadNot viableestimated

Notes

Q2_K

RDNA 4 card with improving ROCm support; Vulkan remains the safer default in llama.cpp. Q2_K needs ~115GB and relies on offloading on this card. MoE models still have to load the full expert pool into memory.

About DeepSeek R1

DeepSeek R1 (671B) is a reasoning, coding, ai coding, multi-purpose model. DeepSeek's reasoning-focused model. Same MoE architecture as V3 (671B total, ~37B active per token). Excels at chain-of-thought reasoning, math, and complex code. Requires the same massive hardware as V3: multi-GPU or 128GB+ Apple Silicon at heavy quantization. For most home users, the distilled versions (7B, 32B) are more practical.

View all DeepSeek R1 hardware options β†’

About AMD Radeon RX 9070

AMD Radeon RX 9070 has 16 GB at 640 GB/s. Street price: $549.

See all models AMD Radeon RX 9070 can run β†’

Estimate method: Estimated from model VRAM requirements and AMD runtime maturity. Reference hardware source: github.com (2026-04-18)

Performance varies by driver version, inference engine, quantization method, context length, and system configuration. Figures shown are estimates based on community benchmarks and may not reflect your exact setup. Product names are trademarks of their respective owners. OwnRig is independent and not affiliated with any hardware or AI model provider.