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Model: ahmetggg/Luck-Qwen2.5-Coder-3B-STEM-GGUF Source: Original Platform
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README.md
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---
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library_name: gguf
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pipeline_tag: text-generation
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base_model: Qwen/Qwen2.5-Coder-3B-Instruct
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license: apache-2.0
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tags:
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- gguf
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- q4_k_m
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- qwen2.5-coder
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- code
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- stem
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- kotlin
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- unity
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- python
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model-index:
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- name: Luck-Qwen2.5-Coder-3B-STEM
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results: []
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---
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# Luck-Qwen2.5-Coder-3B-STEM (GGUF Q4_K_M)
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A fine-tuned version of **Qwen2.5-Coder-3B-Instruct** specialized in STEM and code-related tasks. This model has been trained on a curated mix of code, mathematics, and development-focused datasets with emphasis on Python, Kotlin, Unity (C#), and mathematical reasoning.
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## ⚠️ Important Notice
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This is an **experimental fine-tune**. While the model shows improvements in certain STEM domains, it has known limitations:
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- May occasionally enter repetition loops on complex prompts
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- Can produce verbose responses with unnecessary explanations
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- HTML/JS generation quality is lower than the base model
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- Best used with `temperature=0.2` and `max_new_tokens=512` for stable outputs
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For production use, we recommend the original [Qwen/Qwen2.5-Coder-3B-Instruct](https://huggingface.co/Qwen/Qwen2.5-Coder-3B-Instruct).
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## Model Details
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- **Base Model:** Qwen2.5-Coder-3B-Instruct
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- **Training Steps:** 1,500
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- **Quantization:** Q4_K_M (~2.0 GB)
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- **Format:** GGUF
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- **Training Framework:** Unsloth + PEFT (LoRA)
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- **Target Languages:** Python, Kotlin, C# (Unity), JavaScript, SQL
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## Training Data Mix
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| Dataset | Samples | Domain |
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|---------|---------|--------|
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| saurabh5/rlvr-code-data-Kotlin | 2,500 | Kotlin |
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| ise-uiuc/Magicoder-Evol-Instruct-110K | 4,000 | Code Instruct |
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| theblackcat102/evol-codealpaca-v1 | 2,500 | Code Alpaca |
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| vishnuOI/unity-dev-instructions | 2,500 | Unity/C# |
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| bigcode/python-stack-v1-functions-filtered-sc2 | 1,500 | Python |
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| ryanmarten/OpenThoughts-1k-sample | 500 | Reasoning |
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| TIGER-Lab/MathInstruct | 1,500 | Mathematics |
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## Quick Start with Ollama
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### 1. Download the model
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```bash
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huggingface-cli download ahmetggg/Luck-Qwen2.5-Coder-3B-STEM-GGUF --include "*.gguf" --local-dir ./models
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