WAF Evasion Environment for OpenAI Gym [Experimental]

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Installation

pip install gym-waf

Currently available environments

• WafBrain-v0: WafBrain (ML-based, scores available) evasion with 1k SQL payloads
• WafLibinj-v0: Libinjection (rule-based, only labels) evasion with 1k SQL payloads
• WafBrain-single-v0: WafBrain evasion with single payload
• WafLibinj-single-v0: Libinjection evasion with single payload

Environment details:

• action space: Discrete(9)
• observation space: Box(970,)
• reward: ranging from 0.0 to 10.0

Based on several projects:

• gym-malware
• WAF-A-MoLE
• WAF-Brain
• sql-injection-dataset