Model Overview

zkaedi/gemma-2-9b-solidity-merged is a specialized language model built upon Google's Gemma-2-9B architecture, featuring 9.2 billion parameters and a 16384-token context length. Its core differentiator is the integration of a LoRA adapter, which was fine-tuned using a dataset of 2,250 Solidity vulnerability energy signatures across 19 distinct classes. This fine-tuning process, conducted via SFT using Unsloth/TRL, has permanently merged the adapter into the base model.

Key Capabilities

• Solidity Vulnerability Detection: Enhanced understanding and identification of common and complex vulnerabilities in Solidity smart contracts.
• Specialized Knowledge: Deep expertise in 19 specific categories of Solidity security flaws, derived from energy signatures.
• Gemma-2-9B Foundation: Benefits from the robust language understanding and generation capabilities of the underlying Gemma-2-9B model.

Good For

• Smart Contract Security Audits: Assisting in the automated or semi-automated analysis of Solidity code for security weaknesses.
• Blockchain Development: Providing insights into potential vulnerabilities during the development phase of decentralized applications (dApps).
• Security Research: Aiding researchers in exploring and categorizing Solidity smart contract vulnerabilities.