llamaperf

AMD MI50 32GB vs AMD Gorgon Halo 192GB for local LLMs

13 reports on the AMD MI50 32GB and 6 on the AMD Gorgon Halo 192GB

Which is faster for local LLMs?

On Qwen3.8 27B at 8-bit, the AMD MI50 32GB has 22.8 generation tokens/s (one run); the AMD Gorgon Halo 192GB has 8.1 generation tokens/s (one run); prompt processing 466.0 tokens/s (one run). Those are community reports whose engines and settings differ, so the gap is a rough sign, not a controlled measure of the two cards. Memory bandwidth, which caps how fast a card can write, is 3.7x higher on the AMD MI50 32GB (1,024 GB/s on the AMD MI50 32GB, 273 on the AMD Gorgon Halo 192GB).

AMD MI50 32GB
Memory
32GB
Memory bandwidth
1,024 GB/s
FP16 compute
26.5 TFLOPS
Reports
13
AMD Gorgon Halo 192GB
Memory
192GB unified
Memory bandwidth
273 GB/s
FP16 compute
61.4 TFLOPS
Reports
6

Measured on both

Generation and prompt processing speeds from plain runs (one device, one request, no speculative decoding, the whole model in the device's memory) of the same model size at the same bit class. Each side shows the engines and reported context behind its median. Context can mean a configured window or prompt depth, so these are community comparisons with differing settings. How to read these

ModelAMD MI50 32GBAMD Gorgon Halo 192GB
Qwen3.8 27B8-bit22.8one runengine not stated65K context8.1one runPP 466.0 (one run)llama.cppcontext not stated

Estimated by the calculator

The quant the calculator recommends for each card and its estimated speed at a 32,768-token context with 32 GB of system RAM, from memory bandwidth and the model's shape. Where a model was also measured above, the measurement wins.

ModelAMD MI50 32GBAMD Gorgon Halo 192GB
Qwen3.8 27B25.7 t/sQ6_K2.8 t/sFP16
Qwen3.8 125B · 6B active19.6 t/sQ2_K, experts in RAM9.5 t/sQ8_0
DeepSeek V4 Flash 284B · 13B activedoesn't fit at these settings12.5 t/sQ4_K_M
Qwen3.6 35B · 3B active93.1 t/sQ5_K_M10.0 t/sFP16
Qwen3.6 27B25.7 t/sQ6_K2.8 t/sFP16
Gemma 4 26B · 4B active65.4 t/sQ6_K7.5 t/sFP16
GLM-5.3 320B · 18B activedoesn't fit at these settings6.7 t/sQ3_K_M

Change the context, RAM or model in the calculator: AMD MI50 32GB · AMD Gorgon Halo 192GB

Every report on each card, with its source: AMD MI50 32GB · AMD Gorgon Halo 192GB

More comparisons