zhync/python-error-explainer-v5

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license: other license_name: Gemma Terms of Use license_link: https://ai.google.dev/gemma/terms base_model: google/gemma-3-270m-it base_model_relation: finetune language: - id tags: - gguf - gemma - llama.cpp - python - indonesian - text-generation

Python Error Explainer V5

An Indonesian-language Python error explanation model fine-tuned from Google Gemma 3 270M IT.

Model Information

• Model name: Python Error Explainer V5
• Base model: google/gemma-3-270m-it
• Model type: Fine-tuned language model
• Format: GGUF
• Quantization: Q4_K_M
• Primary language: Indonesian
• Intended use: Explaining Python programming errors for beginner learners
• Runtime target: llama.cpp-compatible inference engines

Model File

python-error-explainer-v5-Q4_K_M.gguf

Output Structure

The model is designed to produce structured diagnostic information containing:

1. error_type
2. line_number
3. original_error_message
4. code_excerpt
5. explanation
6. certainty
7. needs_more_context
8. suggested_fixes

Intended Use

This model is designed to assist beginner Python programmers by explaining common programming errors in simple Indonesian.

It is intended to operate locally on supported devices.

Limitations

This is an experimental fine-tuned model. Its generated explanations and suggested fixes must be validated against the actual Python runtime and source code. Valid JSON does not guarantee semantic correctness.

Modification Notice

This model is a modified and fine-tuned derivative of Google Gemma 3 270M IT. It has also been converted and quantized to GGUF Q4_K_M.

It is not an official Google model.

License

This model is subject to the Gemma Terms of Use:

https://ai.google.dev/gemma/terms

Users must comply with the applicable Gemma use restrictions.

Gemma is provided under and subject to the Gemma Terms of Use found at ai.google.dev/gemma/terms