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---
license: mit
datasets:
- Bifrost-AI/Solana-Vanguard-Challenge
language:
- en
metrics:
- accuracy
- code_eval
base_model:
- microsoft/NextCoder-7B
pipeline_tag: text-generation
tags:
- code
- finance
- chat
- text-generation
- large-language-model
library_name: transformers
---
# NextCoder Mirage SOL 7B
### This fine-tuned variant of the NextCoder 7B model was supervised fine-tuned on blockchain-specific datasets(Bifrost-AI/Solana-Vanguard-Challenge), optimized for downstream tasks in blockchain coding and smart contract development on the Solana ecosystem.
The **Solana Vanguard Challenge** dataset, comprising 1,000 diverse and in-depth questions, offers full-spectrum coverage of the Solana ecosystem. It spans fundamental blockchain concepts, advanced on-chain programming in Rust and the Anchor framework, client-side integration in TypeScript, detailed security strategies, and performance as well as regulatory considerations.
NextCoder Mirage SOL 7B is in active development with additional fine-tuning sessions, & benchmark statistics coming soon!
## Training Session:
- Time: 9 hours & 56 minutes
- GPU: NVIDIA GeForce RTX 3090
- Batches: 500
- Context-Size: 2043
- Batch-size: 1
- Learning-rate: 2e-5
- Training-loss: 1.09
- Eval-loss: 0.89
## Dataset Composition
- **Total Questions:** 1,000
- **Languages Covered:**
- **Rust:** On-chain smart contract development, security best practices, advanced state management, CPIs, PDAs, and more.
- **TypeScript:** Client-side integration using @solana/web3.js, wallet adapters, Metaplex for NFT protocols, dynamic transaction composition, and front-end dApp development.
- **Planned Extensions:**
- **C# (Solnet):** To be integrated later for .NET ecosystem coverage.
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