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README.md
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license: apache-2.0
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language:
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license: apache-2.0
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language:
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- en
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datasets:
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- Tesslate/Rust_Dataset
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- Tesslate/Gradient-Reasoning
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library_name: transformers
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---
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# FerrisMind (Daemontatox, 2025)
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## Model Details
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- **Model name:** Daemontatox/FerrisMind
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- **Developed by:** Daemontatox
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- **Year released:** 2025
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- **License:** apache-2.0
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- **Base model:** [unsloth/qwen3-coder-30b-a3b-instruct](https://huggingface.co/unsloth/qwen3-coder-30b-a3b-instruct)
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- **Model type:** Instruction-tuned large language model for code generation
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## Model Summary
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FerrisMind is a finetuned variant of Qwen3 Coder Flash, specialized for **Rust programming**.
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It is optimized for:
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- Idiomatic Rust generation
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- High-performance and memory-safe code practices
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- Fast inference and completion speed
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- Practical coding assistant tasks, from boilerplate scaffolding to compiler-level optimizations
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## Intended Use
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- Rust development assistance
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- Generating idiomatic and production-ready Rust code
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- Accelerating prototyping and compiler-level workflows
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- Educational use for learning Rust best practices
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### Out of Scope
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- Non-code general conversation
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- Unsafe or malicious code generation
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## Training
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- **Finetuned from:** unsloth/qwen3-coder-30b-a3b-instruct
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- **Objective:** Specialization in Rust code generation and idiomatic best practices
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- **Methods:** Instruction tuning and domain-specific data
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## Limitations
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- May generate non-compiling Rust code in complex cases
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- Not optimized for other languages beyond Rust
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- Inference requires significant compute resources
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## Example Usage
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```rust
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// Example: Async file reader in idiomatic Rust
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use tokio::fs::File;
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use tokio::io::{self, AsyncReadExt};
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#[tokio::main]
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async fn main() -> io::Result<()> {
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let mut file = File::open("example.txt").await?;
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let mut contents = String::new();
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file.read_to_string(&mut contents).await?;
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println!("File content: {}", contents);
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Ok(())
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}
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```
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```rust
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use std::thread;
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use std::sync::mpsc;
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fn main() {
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let (tx, rx) = mpsc::channel();
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for i in 0..5 {
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let tx_clone = tx.clone();
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thread::spawn(move || {
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let message = format!("Message from thread {}", i);
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tx_clone.send(message).unwrap();
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});
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}
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drop(tx); // Close the original sender
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for received in rx {
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println!("Got: {}", received);
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}
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}
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```
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@misc{daemontatox2025ferrismind,
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title={FerrisMind: Rust-specialized Qwen3 Coder Finetune},
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author={Daemontatox},
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year={2025},
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howpublished={\url{https://huggingface.co/Daemontatox/FerrisMind}}
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}
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