From ffec0f373edeb9d42d66cd4fcf156a86a2421d66 Mon Sep 17 00:00:00 2001 From: Matej Aleksandrov Date: Wed, 14 Jan 2026 07:17:40 -0800 Subject: [PATCH] Replace unicode escaped characters in ipynb files PiperOrigin-RevId: 856201605 --- docs/notebooks/dataset_tutorial.ipynb | 10 +++++----- fedjax/experimental/notebooks/emnist_compression.ipynb | 4 ++-- fedjax/experimental/notebooks/emnist_p13n.ipynb | 6 +++--- 3 files changed, 10 insertions(+), 10 deletions(-) diff --git a/docs/notebooks/dataset_tutorial.ipynb b/docs/notebooks/dataset_tutorial.ipynb index 37cb66f..f4c3cd4 100644 --- a/docs/notebooks/dataset_tutorial.ipynb +++ b/docs/notebooks/dataset_tutorial.ipynb @@ -250,7 +250,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "\u003cfedjax.core.client_datasets.ClientDataset object at 0x7ff730f5afd0\u003e\n" + "\n" ] } ], @@ -510,8 +510,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "clients = \u003cgenerator object SQLiteFederatedData.clients at 0x7ff730f3d950\u003e\n", - "shuffled_clients = \u003cgenerator object SQLiteFederatedData.shuffled_clients at 0x7ff7310a8950\u003e\n" + "clients = \n", + "shuffled_clients = \n" ] } ], @@ -901,8 +901,8 @@ }, "source": [ "We repeatedly halve the batch size up to `num_batch_size_buckets - 1` times, until\n", - "we find the smallest one that is also \u003e= the size of the final batch. Therefore\n", - "if `batch_size \u003c 2^num_batch_size_buckets`, fewer bucket sizes will be actually\n", + "we find the smallest one that is also >= the size of the final batch. Therefore\n", + "if `batch_size < 2^num_batch_size_buckets`, fewer bucket sizes will be actually\n", "used. This will be seen when we look at the final batch that only has 4 examples when the original batch size was 8." ] }, diff --git a/fedjax/experimental/notebooks/emnist_compression.ipynb b/fedjax/experimental/notebooks/emnist_compression.ipynb index 3defc30..b40c7b7 100644 --- a/fedjax/experimental/notebooks/emnist_compression.ipynb +++ b/fedjax/experimental/notebooks/emnist_compression.ipynb @@ -127,7 +127,7 @@ { "data": { "text/plain": [ - "\u003cmatplotlib.image.AxesImage at 0x7f3e2ed2da10\u003e" + "" ] }, "execution_count": 3, @@ -140,7 +140,7 @@ "data": { "image/png": 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"text/plain": [ - "\u003cFigure size 600x400 with 1 Axes\u003e" + "
" ] }, "metadata": { diff --git a/fedjax/experimental/notebooks/emnist_p13n.ipynb b/fedjax/experimental/notebooks/emnist_p13n.ipynb index ac6ca8a..a321352 100644 --- a/fedjax/experimental/notebooks/emnist_p13n.ipynb +++ b/fedjax/experimental/notebooks/emnist_p13n.ipynb @@ -84,7 +84,7 @@ { "data": { "text/plain": [ - "\u003cmatplotlib.image.AxesImage at 0x7f3877ff8358\u003e" + "" ] }, "execution_count": 2, @@ -97,7 +97,7 @@ "data": { "image/png": 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"text/plain": [ - "\u003cFigure size 600x400 with 1 Axes\u003e" + "
" ] }, "metadata": { @@ -506,7 +506,7 @@ "data": { "image/png": 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jyzqvEllLC1cGInKKiGwSkc0iMjdi/wEicq+IPCoiG0TkwqJlalbyNrVUimqnpghG/cEP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\nwwD+Pxl1ixt0UdmWAAAAAElFTkSuQmCC\n", "text/plain": [ - "\u003cFigure size 600x400 with 1 Axes\u003e" + "
" ] }, "metadata": {