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@@ -196,6 +196,19 @@ The test suite includes:
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Before submitting a PR, please run the pre-commit hooks to ensure code quality and consistency. **These checks are mandatory** and will be automatically run on every commit once installed.
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**Step 1: Install pre-commit tool**
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```bash
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# Using pip (recommended)
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pip install pre-commit
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# Or using conda
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conda install -c conda-forge pre-commit
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# Or using homebrew (macOS)
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brew install pre-commit
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```
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**Step 2: Install pre-commit hooks for this repository**
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