From 8f0c99186df26caf43b755ac5db6955240427a0c Mon Sep 17 00:00:00 2001 From: Guillem Date: Sun, 2 Aug 2026 23:48:09 +0200 Subject: [PATCH] ci: update notebook markdown cell with correct description about training time --- tutorials/2-examples/DTEx211_MNIST.ipynb | 8 ++------ 1 file changed, 2 insertions(+), 6 deletions(-) diff --git a/tutorials/2-examples/DTEx211_MNIST.ipynb b/tutorials/2-examples/DTEx211_MNIST.ipynb index 6b5ef7935..aa78b9fc5 100644 --- a/tutorials/2-examples/DTEx211_MNIST.ipynb +++ b/tutorials/2-examples/DTEx211_MNIST.ipynb @@ -984,11 +984,7 @@ { "cell_type": "markdown", "metadata": {}, - "source": [ - "Finally, you can proceed with the training.\n", - "\n", - "The training process can be quite slow (several hours on GPU) because the augmented images are used only once during the training. You can speed it up by reducing the numebr of epochs and decreasing the `replace` parameter used in the dataset." - ] + "source": "Finally, you can proceed with the training.\n\nThe training process can be slow on some machines because the augmented images are regenerated every time they are accessed, rather than precomputed and reused. You can reduce `max_epochs` to shorten the total training time, decrease the `replace` parameter used in the dataset to trade off augmentation diversity for speed, or increase `num_workers` in the data loaders above to parallelize data loading and augmentation across CPU cores." }, { "cell_type": "code", @@ -1538,4 +1534,4 @@ }, "nbformat": 4, "nbformat_minor": 4 -} +} \ No newline at end of file