fix RULES.md

Author: dedece35

RULES.md

@@ -76,15 +76,15 @@ Some are applicable for different technologies.
 | GCI97    | Optimize square computation (scalar vs vectorized method)                           | In Python, if you want to square x, you can do x*x or x**2.                                                                                                                                                                                                                                                                                                                                                                   |                                                                                                                                                                                                                                               | ❓    | ❓   | ❓  | ✅      | ❓    | ❓  | ❓    |
 | GCI98    | Avoid raising Runtime Exceptions when a check is possible                           | You should not catch RuntimeException. They produce large objects and represent a problem in the program that should be fixed, not handled.                                                                                                                                                                                                                                                                                   | [Unchecked Exceptions The Controversy](https://docs.oracle.com/javase/tutorial/essential/exceptions/runtime.html) (9.3. Les classes Exception, RunTimeException et Error)[https://www.jmdoudoux.fr/java/dej/chap-exceptions.htm#exceptions-3] | 🚧   | 🚫  | 🚫 | 🚫     | 🚫   | 🚫 | 🚫   |
 | GCI99    | Data : Avoid CSV Format                                                             | The Parquet format is faster to write to, lighter in weight and faster to read data from. It is suitable for use cases where there would be a lot of data I/O, especially with Cloud storage.                                                                                                                                                                                                                                 |                                                                                                                                                                                                                                               | 🚀   | 🚀  | 🚀 | ✅      | 🚀   | 🚀 | 🚀   |
-| GCI100   | AIWrap PyTorch Inference in `torch.no_grad()`                                       | Using a PyTorch model in evaluation mode without wrapping inference in `torch.no_grad()` leads to unnecessary gradient tracking                                                                                                                                                                                                                                                                                               |                                                                                                                                                                                                                                               | 🚫   | 🚫  | 🚫 | 🚧     | 🚫   | 🚫 | 🚫   |
+| GCI100   | AI : Wrap PyTorch Inference in `torch.no_grad()`                                    | Using a PyTorch model in evaluation mode without wrapping inference in `torch.no_grad()` leads to unnecessary gradient tracking                                                                                                                                                                                                                                                                                               |                                                                                                                                                                                                                                               | 🚫   | 🚫  | 🚫 | 🚧     | 🚫   | 🚫 | 🚫   |
 | GCI101   | AI : Avoid Bias in Conv Layers Before Batch Norm                                    | Disable bias in convolutional layers when it's followed by a batch norm layer                                                                                                                                                                                                                                                                                                                                                 |                                                                                                                                                                                                                                               | 🚫   | 🚫  | 🚫 | 🚧     | 🚫   | 🚫 | 🚫   |
 | GCI102   | AI : Use pinned memory on DataLoader when using GPU                                 | This rule applies to PyTorch data loading, where the use of pinned memory can significantly optimize data transfer between CPU and GPU.                                                                                                                                                                                                                                                                                       |                                                                                                                                                                                                                                               | 🚫   | 🚫  | 🚫 | 🚧     | 🚫   | 🚫 | 🚫   |
 | GCI103   | Don't use .items() to iterate over a dictionary when only keys or values are needed | Avoid using `.items()` if you only use the key or the value, as this creates an unnecessary tuple, leading to increased memory allocation and slower execution.                                                                                                                                                                                                                                                               |                                                                                                                                                                                                                                               | ❓    | ❓   | ❓  | ✅      | ❓    | ❓  | ❓    |
 | GCI104   | Data / AI : PyTorch - Create tensors directly from Torch                            | In PyTorch, prefer creating tensors directly using `torch.rand`, `torch.tensor`, or other Torch methods instead of converting from NumPy arrays. Avoid using `torch.tensor(np.random.rand(...))` or similar patterns when the same result can be achieved directly with PyTorch.                                                                                                                                              |                                                                                                                                                                                                                                               | 🚫   | 🚫  | 🚫 | 🚀     | 🚫   | 🚫 | 🚫   |
 | GCI105   | Python String Concatenation                                                         | Python String Concatenation - Use Join Instead or f-Strings instead of +=                                                                                                                                                                                                                                                                                                                                                     |                                                                                                                                                                                                                                               | 🚫   | 🚫  | 🚫 | 🚧     | 🚫   | 🚫 | 🚫   |
 | GCI106   | Avoid Square Root Operations In Loop                                                | Using scalar `math.sqrt` (or `numpy.sqrt` on individual values) inside loops leads to inefficient code                                                                                                                                                                                                                                                                                                                        |                                                                                                                                                                                                                                               | 🚫   | 🚫  | 🚫 | ✅      | 🚫   | 🚫 | 🚫   |
 | GCI107   | Data : Avoid Iterative Matrix Operations                                            | Use vectorization by the usage of the built-in functions of TensorFlow, NumPy or Pandas                                                                                                                                                                                                                                                                                                                                       |                                                                                                                                                                                                                                               | 🚫   | 🚫  | 🚫 | 🚧     | 🚫   | 🚫 | 🚫   |
-| GCI108   | Prefer Append Left                                                                  | When you want to insert an element at the beginning of a list, it's better to use a deques or a double linkedlist.                                                                                                                                                                                                                                                                                                            |                                                                                                                                                                                                                                               | ❓    | ❓   | ❓  | 🚧     | ❓    | ❓  | ❓    |
+| GCI108   | Prefer Append Left                                                                  | When you want to insert an element at the beginning of a list, it's better to use a deques or a double linkedlist.                                                                                                                                                                                                                                                                                                            |                                                                                                                                                                                                                                               | ❓    | ❓   | ❓  | 🚀     | ❓    | ❓  | ❓    |
 | GCI203   | Detect unoptimized file formats                                                     | When it is possible, to use svg format image over other image format                                                                                                                                                                                                                                                                                                                                                          |                                                                                                                                                                                                                                               | 🚧   | 🚀  | 🚀 | ✅      | 🚀   | 🚀 | 🚫   |
 | GCI404   | Avoid list comprehension in iterations                                              | Use generator comprehension instead of list comprehension in for loop declaration                                                                                                                                                                                                                                                                                                                                             |                                                                                                                                                                                                                                               | 🚫   | 🚫  | 🚫 | ✅      | 🚫   | 🚫 | 🚫   |
 | GCI522   | Sobriety: Brightness Override                                                       | To avoid draining the battery, iOS and Android devices adapt the brightness of the screen depending on the environment light.                                                                                                                                                                                                                                                                                                 |                                                                                                                                                                                                                                               | 🚫   | 🚫  | ✅  | 🚫     | 🚫   | 🚫 | 🚫   |