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---
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license:
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---
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license: other
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language:
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- en
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base_model:
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- Qwen/Qwen3-4B-Base
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base_model_relation: finetune
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tags:
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- code
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- c
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- clang
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- cpp
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- c++
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- qlora
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- cpt
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library_name: transformers
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pipeline_tag: text-generation
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---
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## Training Data
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This model was trained on a dataset of curated C/C++ code from multiple licenses (GPL-2.0, Apache-2.0, MIT, public domain, and some source-available licenses, etc.).
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The original authors are not affiliated with or responsible for this model.
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## Base Model
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Base model: [Qwen/Qwen3-4B-Base](https://huggingface.co/Qwen/Qwen3-4B-Base)
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## Fine-tuning Method
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- Adapter: QLoRA
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- Method: CPT
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- Precision: trained with 4-bit base weights + BF16 compute, then merged to safetensors
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## Training Details
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- Training time: ~74 hours
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- Hardware: 1x NVIDIA RTX 5060 Ti
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## Notes
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- This is an **L0 base model**, it is not instruction-tuned and may be more verbose with strict formatting request compared to an instruct model.
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- Recommended usage is raw code continuation, or pairing with an external template strategy.
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## Intended use
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- Code generation for C/C++
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- Fast code completion
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- Examples and prototyping
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## Constraints
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- May produce incorrect code
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- May reproduce identifiable upstream code fragments (including license headers) when prompted.
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- Verify outputs, especially for memory safety and security-sensitive code.
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