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by Maciej J. Mikulski • Published June 19, 2025 at 04:43 PM
Research

What PyTorch Really Means by a Leaf Tensor and Its Grad

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The article delves into the fundamental mechanics of PyTorch's autograd system, emphasizing the significance of leaf tensors and the 'requires_grad' flag in gradient computation. It clarifies that leaf tensors are the original tensors with 'requires_grad=True', serving as the starting points for gradient calculations during backpropagation, and highlights how understanding this distinction enhances debugging and model optimization.

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