OnPrem World地端世界

Radeon RX 7900 XT

AMD Radeon RX 7900 XT: 20 GB of memory at 800 GB/s. Below: the open models it can run, estimated at 20 GB with an 8K context. 20 GB of VRAM for $899 at launch: enough for 27B-class models and 30B MoE models at 4-bit, using ROCm or Vulkan instead of CUDA.

Last updated: 2026-10-14

Specifications

Memory20 GB GDDR6[src]
Memory bandwidth800 GB/s[src]
Power315 W[src]
Launch2022-12[src]
Launch priceUS$899[src]
ArchitectureRDNA 3[src]
SoftwareROCm / Vulkan

What it can run

Best-quality quantization that fits with a 8K context, and the estimated generation speed. Estimates, not benchmarks. See the methodology.

ModelParamsBest quantMemorytok/s (est.)
Gemma 4 31B IT30.7BQ4_K_M19.8 GiB30
Qwen3-30B-A3B (2507)30.5B (3.3B)Q4_K_M19.3 GiB280
Qwen3-Coder-30B-A3B-Instruct30.5B (3.3B)Q4_K_M19.3 GiB280
GLM-4.7-Flash (30B-A3B)30B (3B)Q4_K_M18.7 GiB308
Qwen3.5-27B27BQ5_K_M19.8 GiB29
Qwen3.6-27B27BQ5_K_M19.8 GiB29
Qwen3.8-27B27BQ5_K_M19.8 GiB29
Gemma 3 27B IT27BQ4_K_M17.5 GiB34
Gemma 4 26B A4B IT25.2B (3.8B)Q5_K_M18.3 GiB207
Mistral Small 3.2 24B Instruct (2506)24BQ5_K_M18.4 GiB33
Magistral Small 1.2 (2509)24BQ5_K_M18.4 GiB33
Devstral Small 2 24B Instruct (2512)24BQ5_K_M18.4 GiB33
gpt-oss-20b21B (3.6B)Q6_K17.6 GiB189
Phi-4 (14B)14BQ8_016.6 GiB38
Gemma 3 12B IT12BQ8_013.8 GiB44
Gemma 4 12B Unified IT11.95BQ8_013.3 GiB44
Qwen3.5-9B9BFP1618.4 GiB31
Qwen3-8B8.2BFP1617.7 GiB34
DeepSeek-R1-0528-Qwen3-8B8.19BFP1617.6 GiB34
Llama 3.1 8B Instruct8BFP1617.1 GiB35
Gemma 4 E4B IT8BFP1616.4 GiB35
Llama 3.2 3B Instruct3.21BFP167.7 GiB87
Kimi K2.61000B (32B)Doesn't fit––
DeepSeek-R1-0528 (671B)671B (37B)Doesn't fit––
DeepSeek-V4-Flash284B (13B)Doesn't fit––
Qwen3.8-Flash-Next180B (6B)Doesn't fit––
Qwen3.5-122B-A10B122B (10B)Doesn't fit––
Mistral Small 4 119B (2603)119B (6.5B)Doesn't fit––
gpt-oss-120b117B (5.1B)Doesn't fit––
Llama 4 Scout 17B-16E Instruct109B (17B)Doesn't fit––
GLM-4.5-Air106B (12B)Doesn't fit––
Qwen3-Coder-Next (80B-A3B)80B (3B)Doesn't fit––
Llama 3.3 70B Instruct70BDoesn't fit––
Qwen3.5-35B-A3B35B (3B)Doesn't fit––
Qwen3.6-35B-A3B35B (3B)Doesn't fit––
Qwen3-32B32.8BDoesn't fit––
DeepSeek-R1-Distill-Qwen-32B32.76BDoesn't fit––

Prices

No prices recorded for this device yet. All prices →

Frequently asked questions

Which LLMs can the Radeon RX 7900 XT run?

With 20 GB and an 8K context, the largest models that fit include: Gemma 4 31B IT, Qwen3-30B-A3B (2507), Qwen3-Coder-30B-A3B-Instruct, GLM-4.7-Flash (30B-A3B), Qwen3.5-27B. See the full table below.

How fast is the Radeon RX 7900 XT for local LLMs?

Generation speed is mostly set by memory bandwidth (800 GB/s). For Llama 3.1 8B Instruct at FP16, expect roughly 35 tokens/s; bigger models are slower.

Can the Radeon RX 7900 XT run 70B models?

Llama 3.3 70B Instruct does not fit on the Radeon RX 7900 XT (20 GB), even at Q4_K_M with an 8K context.

Sources