💻 programming

Qwen2.5-Coder-3B-Instruct-GPTQ-Int4

3B parameter instruction tuning model in Qwen2.5-Coder series

#code generation
#code fix
#Long text processing
#code reasoning
#GPTQ quantification
#causal language model
Qwen2.5-Coder-3B-Instruct-GPTQ-Int4

Product Details

Qwen2.5-Coder is the latest series of Qwen large-scale language models, designed for code generation, reasoning and repair. The model is based on Qwen2.5 and extends the training tokens to 5.5 trillion, including source code, text code base, synthetic data, etc. Qwen2.5-Coder-32B is currently the leader in open source code LLM, and its coding capabilities match GPT-4o. This model is a GPTQ-quantized 4-bit instruction-tuned 3B parameter Qwen2.5-Coder model, which has the characteristics of causal language model, pre-training and post-training stages, transformers architecture, etc.

Main Features

1
Code generation: Significantly improve code generation capabilities to help developers quickly complete programming tasks.
2
Code reasoning: Enhance the model’s understanding of code logic and improve code analysis and reasoning capabilities.
3
Code repair: Assist developers to locate and fix errors in the code and improve code quality.
4
Full parameter scale coverage: Provides different model scales from 0.5 to 3.2 billion parameters to meet different developer needs.
5
Practical application foundation: Strengthen the performance of the model in terms of mathematics and general capabilities, and lay a solid foundation for practical application.
6
GPTQ 4-bit quantization: Optimize model performance, reduce model hardware requirements, and improve deployment flexibility.
7
Long text support: supports context lengths up to 32768 tokens, suitable for processing long code snippets.

How to Use

1
1. Visit the Hugging Face platform and search for the Qwen2.5-Coder-3B-Instruct-GPTQ-Int4 model.
2
2. According to the code examples provided on the page, import the necessary libraries, such as transformers and torch.
3
3. Load the model and tokenizer and use the AutoModelForCausalLM and AutoTokenizer.from_pretrained methods.
4
4. Prepare input prompts, such as requirements for writing a sorting algorithm.
5
5. Use the tokenizer.apply_chat_template method to convert the input prompt into a format understandable by the model.
6
6. Pass the converted input to the model and call the model.generate method to generate code.
7
7. Get the generated code ID and use the tokenizer.batch_decode method to convert the ID back to text form.
8
8. Analyze the generated code and adjust it as needed or use it directly.

Target Users

The target audience is software developers, programming enthusiasts, and researchers who need to generate, reason, and repair code. The Qwen2.5-Coder series models can significantly improve programming efficiency, reduce development time, and help solve complex programming problems. They are a powerful assistant for developers and researchers.

Examples

Developers use Qwen2.5-Coder to generate the code for the sorting algorithm.

Researchers use models to perform logical reasoning and analysis on specific pieces of code.

Software engineers use models to fix errors in existing code and improve code stability.

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