Full manga title is [Ichinose] Kasshoku Senshi wa Shiri de Naku (Heroine Pinch Vol. 7).

Two thugs take notice of a strong beautiful female fighter. She had just finished slaying a monster in a coliseum.

Instead of attacking her head on, the two thugs manage to trick her into sniffing a sleeping drug.