Best hardware for GPT-OSS 20B

What runs GPT-OSS 20B well, from the NVIDIA GeForce RTX 4060 Ti up: every tracked GPU and five current Macs graded with engine-estimated speeds and one clear answer per memory size.

Smallest GPU
NVIDIA GeForce RTX 4060 Ti
16 GB · ~29 tok/s est.
Fastest
NVIDIA GeForce RTX 5090
~122 tok/s est.
Runs on a Mac?
Yes
from MacBook Air M5 24GB

GPT-OSS 20B on every tracked GPU

GPUMemoryVerdictEst. speed
NVIDIA GeForce RTX 509032 GB VRAMRuns well~122 tok/sFull verdict
NVIDIA RTX PRO 6000 Blackwell96 GB VRAMRuns well~122 tok/s
NVIDIA GeForce RTX 409024 GB VRAMRuns well~87 tok/sFull verdict
NVIDIA GeForce RTX 508016 GB VRAMRuns well~79 tok/sFull verdict
AMD Radeon RX 7900 XTX24 GB VRAMRuns well~75 tok/s
NVIDIA GeForce RTX 5070 Ti16 GB VRAMRuns well~73 tok/sFull verdict
NVIDIA GeForce RTX 309024 GB VRAMRuns well~73 tok/sFull verdict
NVIDIA GeForce RTX 4080 SUPER16 GB VRAMRuns well~66 tok/s
AMD Radeon RX 7900 XT20 GB VRAMRuns well~62 tok/s
NVIDIA GeForce RTX 4070 Ti SUPER16 GB VRAMRuns well~60 tok/sFull verdict
NVIDIA GeForce RTX 5060 Ti16 GB VRAMRuns well~43 tok/s
NVIDIA GeForce RTX 4060 Ti16 GB VRAMRuns well~29 tok/sFull verdict
AMD Ryzen AI Max+ 395 (Strix Halo)110 GB unified memoryRuns well~25 tok/s
NVIDIA GeForce RTX 507012 GB VRAMTight~37 tok/s
NVIDIA GeForce RTX 4070 SUPER12 GB VRAMTight~35 tok/s
NVIDIA GeForce RTX 407012 GB VRAMTight~33 tok/sFull verdict
NVIDIA GeForce RTX 306012 GB VRAMTight~26 tok/sFull verdict
NVIDIA GeForce RTX 40608 GB VRAMNo~9 tok/sFull verdict

Speeds are engine estimates. Smallest tracked card that fits: NVIDIA GeForce RTX 4060 Ti (16 GB).

GPT-OSS 20B on current Macs (M5/M6)

MacMemoryVerdictEst. speed
Mac Mini M6 16GB16 GB unified memoryTight~20 tok/s
MacBook Air M5 24GB24 GB unified memoryRuns well~25 tok/s
MacBook Pro M5 Pro 48GB48 GB unified memoryRuns well~48 tok/s
MacBook Pro M5 Max 128GB128 GB unified memoryRuns well~82 tok/s
Mac Studio M5 Ultra 256GB256 GB unified memoryRuns well~120 tok/s

Unified memory: the RAM budget (~70-85%) is the limit, not a VRAM wall. Current-gen configs only.

Frequently asked questions

What is the smallest GPU that runs GPT-OSS 20B well?

The NVIDIA GeForce RTX 4060 Ti (16 GB) is the smallest tracked card where GPT-OSS 20B (MXFP4) runs comfortably, with ~29 tok/s estimated.

Does GPT-OSS 20B run on a Mac?

Yes. GPT-OSS 20B runs from the MacBook Air M5 24GB (~25 tok/s est.) up; unified memory means the RAM budget, not a VRAM wall, is the limit. Apple Silicon is often the cheapest path to large models.

What is the fastest way to run GPT-OSS 20B?

The fastest tracked machine for GPT-OSS 20B is the NVIDIA GeForce RTX 5090 at ~122 tok/s estimated. Speed is memory-bandwidth-bound, so high-bandwidth cards win.

Cite this page

ModelFit: Best hardware for GPT-OSS 20B (21B, MXFP4).
https://modelfit.io/best-hardware-for/gpt-oss-20b/ (dataset updated 2026-10-13, CC BY 4.0).