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--- |
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base_model: cognitivecomputations/Qwen3-72B-Embiggened |
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tags: |
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- text-generation-inference |
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- transformers |
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- unsloth |
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- qwen3 |
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- rust |
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- reasoning |
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- programming |
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- code |
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- coding |
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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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library_name: transformers |
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--- |
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# Overthinking-Rustacean-Behemoth |
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## Model Details |
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**Model Developer:** Daemontatox |
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**Model Type:** Text Generation (Code-Specialized) |
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**Language(s):** English, Rust Programming Language |
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**License:** Apache 2.0 |
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**Finetuned from:** cognitivecomputations/Qwen3-72B-Embiggened |
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## Model Description |
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Overthinking-Rustacean-Behemoth is a specialized large language model fine-tuned for Rust programming tasks. Built on the Qwen3-72B architecture, this model represents the largest and most capable Rust-focused LLM currently available. |
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### Key Features |
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- **Specialized Rust Programming:** Trained exclusively on Rust code and documentation |
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- **Advanced Reasoning:** Implements sophisticated problem-solving approach for complex coding challenges |
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- **Code Completion:** Provides intelligent code suggestions and completions |
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- **Large Scale:** 72B parameters provide extensive knowledge capacity |
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## Training Details |
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### Training Data |
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- **Dataset:** Tesslate/Rust_Dataset |
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- **Size:** 46,600 rows |
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- **Content:** Rust programming examples, documentation, and code patterns |
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### Training Process |
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- **Base Model:** cognitivecomputations/Qwen3-72B-Embiggened |
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- **Training Framework:** Unsloth + Hugging Face TRL |
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- **Performance:** 2x faster training compared to standard methods |
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- **Optimization:** Fine-tuned specifically for Rust language patterns and idioms |
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## Intended Use |
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### Primary Applications |
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- Rust code generation and completion |
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- Debugging Rust programs |
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- Code review and optimization suggestions |
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- Learning Rust programming concepts |
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- Converting code from other languages to Rust |
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### Limitations |
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- Specialized for Rust programming only |
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- May not perform optimally for general-purpose tasks |
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- Training data limited to available Rust examples as of training cutoff |
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## Performance Characteristics |
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- **Reasoning Capability:** Enhanced logical thinking for complex programming problems |
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- **Code Quality:** Generates idiomatic Rust code following best practices |
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- **Problem Solving:** Breaks down complex coding challenges systematically |
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## Technical Specifications |
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- **Architecture:** Qwen3-72B |
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- **Parameters:** 72 billion |
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- **Training Efficiency:** 2x speed improvement via Unsloth optimization |
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- **Model Format:** Safetensors |
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- **Inference:** Compatible with text-generation-inference |
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## Usage Guidelines |
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### Recommended Prompting |
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Structure prompts to clearly specify: |
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- Rust version compatibility requirements |
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- Specific functionality needed |
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- Performance constraints |
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- Error handling requirements |
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### Example Usage |
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```rust |
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// Prompt: "Create a safe concurrent HashMap wrapper for Rust" |
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// Model will provide thread-safe implementation with proper error handling |
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``` |
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## Ethical Considerations |
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- Model outputs should be reviewed for security vulnerabilities |
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- Generated code requires testing before production use |
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- Follows Rust community guidelines and best practices |
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## Citation |
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```bibtex |
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@misc{overthinking-rustacean-behemoth, |
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author = {Daemontatox}, |
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title = {Overthinking-Rustacean-Behemoth: A Specialized Rust Programming Language Model}, |
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year = {2024}, |
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publisher = {Hugging Face}, |
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howpublished = {\url{https://huggingface.co/Daemontatox/Overthinking-Rustacean-Behemoth}}, |
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note = {Fine-tuned from cognitivecomputations/Qwen3-72B-Embiggened using Tesslate/Rust_Dataset} |
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} |
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``` |
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## Model Card Contact |
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For questions or issues regarding this model, contact: Daemontatox |
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--- |
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**TL;DR:** 72B parameter Rust-specialized LLM fine-tuned from Qwen3-72B using 46.6k Rust examples. Optimized for code generation, debugging, and advanced reasoning in Rust programming tasks. Trained 2x faster with Unsloth framework. |
