TokenAssemble

Runtime comparison

ExLlamaV2 vs Text Generation WebUI

ExLlamaV2 is a MIT-licensed runtime for Linux · Windows running on CUDA · ROCm; Text Generation WebUI is AGPL-3.0-licensed for Linux · macOS · Windows on CUDA · Metal · CPU · ROCm. Both rate 3/5 for ease of setup. Pick ExLlamaV2 for maximum control over how the model runs; pick Text Generation WebUI for people who want a desktop app and no terminal.

SpecExLlamaV2Text Generation WebUI
LicenseMITAGPL-3.0
Operating systemsLinux · WindowsLinux · macOS · Windows
GPU backendsCUDA · ROCmCUDA · Metal · CPU · ROCm
Installpip / sourcesource / binary
Ease of use3/53/5
Quant formatsexl2, gptq
Engineexllamav2llama.cpp|exllamav2|transformers
GitHub stars4,58147,437
Latest versionv0.3.2v4.9
Graphical app (GUI)NoYes
Server modeNoYes
OpenAI-compatible APINoYes
CPU offloadNoYes
Multi-GPUYesYes
Speculative decodingYesYes
LoRA supportYesYes
KV-cache quantizationYesYes

Which should you use?

ExLlamaV2

Best for maximum control over how the model runs. Command line and server, runs on CUDA · ROCm.

Full ExLlamaV2 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: ExLlamaV2 github.com/turboderp-org/exllamav2 (as of 2026-07-08); Text Generation WebUI github.com/oobabooga/text-generation-webui (as of 2026-07-08).