TokenAssemble

Runtime comparison

SGLang vs Text Generation WebUI

SGLang is a Apache-2.0-licensed runtime for Linux running on CUDA · ROCm; Text Generation WebUI is AGPL-3.0-licensed for Linux · macOS · Windows on CUDA · Metal · CPU · ROCm. Text Generation WebUI rates easier to set up (3/5 vs 2/5 in our sourced ratings). Pick SGLang for serving many requests at once; pick Text Generation WebUI for people who want a desktop app and no terminal.

SpecSGLangText Generation WebUI
LicenseApache-2.0AGPL-3.0
Operating systemsLinuxLinux · macOS · Windows
GPU backendsCUDA · ROCmCUDA · Metal · CPU · ROCm
Installpip / sourcesource / binary
Ease of use2/53/5
Quant formatsawq, gptq
Enginesglangllama.cpp|exllamav2|transformers
GitHub stars30,09047,437
Latest versionv0.5.14v4.9
Graphical app (GUI)NoYes
Server modeYesYes
OpenAI-compatible APIYesYes
CPU offloadNoYes
Multi-GPUYesYes
Speculative decodingYesYes
LoRA supportYesYes
KV-cache quantizationYesYes

Which should you use?

SGLang

Best for serving many requests at once. Command line and server, runs on CUDA · ROCm.

Full SGLang guide →

Text Generation WebUI

Best for people who want a desktop app and no terminal. Ships a graphical app, installs in one line, runs on CUDA · Metal · CPU · ROCm.

Full Text Generation WebUI guide →

Neither runtime changes whether a model fits — that is your memory and quantization. Check your hardware first, then pick the runtime.

Sources: SGLang github.com/sgl-project/sglang (as of 2026-07-08); Text Generation WebUI github.com/oobabooga/text-generation-webui (as of 2026-07-08).