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  ---
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  license: mit
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  datasets:
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- - Bifrost-AI/Solana-blockchain-360-Coding
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  language:
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  - en
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  metrics:
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  library_name: transformers
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  ---
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  # Phi 4 Bifrost SOL 3B (Mini Instruct)
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- ### This fine-tuned variant of Microsoft's Phi 4 Mini Instruct model was fine-tuned via supervised fine-tuning (SFT) on blockchain-specific datasets(Bifrost-AI/Solana-blockchain-360-Coding), optimized for downstream tasks in blockchain coding and smart contract development on the Solana ecosystem.
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- The dataset contains 360 coding and tech related samples for the Solana blockchain.
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- Phi 4 Bifrost SOL Mini Instruct is in active development with larger datasets, additional fine-tuning sessions, & benchmark statistics coming soon!
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  ## Training Session:
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- - Time: 7 hours & 34 minutes
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  - GPU: NVIDIA GeForce RTX 3090
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- - Batches: 2000
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  - Batch-size: 1
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  - Learning-rate: 2e-5
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- - Training-loss: 0.73
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- - Eval-loss: 0.21
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- ### Language: English
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- ### Coding-languages: Rust, Typescript, & C#
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- - 214 general knowledge samples
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- - 146 coding knowledge samples
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-
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- ## Dataset Catalog:
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-
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- - 201 Solana blockchain knowledge samples
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- - 49 Solana typescript coding samples
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- - 86 Solana rust coding samples
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- - 13 Solnet SDK knowledge samples
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- - 11 Solana c# coding samples
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  #### Example
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  ---
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  license: mit
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  datasets:
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+ - Bifrost-AI/Solana-Vanguard-Challenge
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  language:
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  - en
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  metrics:
 
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  library_name: transformers
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  ---
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  # Phi 4 Bifrost SOL 3B (Mini Instruct)
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+ ### This fine-tuned variant of Microsoft's Phi 4 Mini Instruct model was fine-tuned via supervised fine-tuning (SFT) on blockchain-specific datasets(Bifrost-AI/Solana-Vanguard-Challenge), optimized for downstream tasks in blockchain coding and smart contract development on the Solana ecosystem.
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+ 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.
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+ Phi 4 Bifrost SOL Mini Instruct is in active development with additional fine-tuning sessions, & benchmark statistics coming soon!
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  ## Training Session:
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+ - Time: 9 hours & 33 minutes
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  - GPU: NVIDIA GeForce RTX 3090
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+ - Batches: 2500
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  - Batch-size: 1
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  - Learning-rate: 2e-5
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+ - Training-loss: 0.88
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+ - Eval-loss: 0.68
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+ ## Dataset Composition
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+ - **Total Questions:** 1,000
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+ - **Languages Covered:**
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+ - **Rust:** On-chain smart contract development, security best practices, advanced state management, CPIs, PDAs, and more.
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+ - **TypeScript:** Client-side integration using @solana/web3.js, wallet adapters, Metaplex for NFT protocols, dynamic transaction composition, and front-end dApp development.
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+ - **Planned Extensions:**
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+ - **C# (Solnet):** To be integrated later for .NET ecosystem coverage.
 
 
 
 
 
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  #### Example
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