diff --git a/notebooks/sine.ipynb b/notebooks/sine.ipynb index 92e21e66..b314b89c 100644 --- a/notebooks/sine.ipynb +++ b/notebooks/sine.ipynb @@ -21,7 +21,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -29,8 +29,21 @@ "import matplotlib.pyplot as plt\n", "from continuity.data.datasets import Sine\n", "from continuity.plotting.plotting import *\n", - "from continuity.model.operators import NeuralOperator\n", - "plt.rcParams[\"figure.facecolor\"] = (1, 1, 1, 0)" + "from continuity.model.operators import NeuralOperator" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "tags": [ + "hide" + ] + }, + "outputs": [], + "source": [ + "plt.rcParams[\"axes.facecolor\"] = (1, 1, 1, 0)\n", + "plt.rcParams[\"figure.facecolor\"] = (1, 1, 1, 0)\n" ] }, { @@ -44,7 +57,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -66,7 +79,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -90,7 +103,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -98,7 +111,7 @@ "output_type": "stream", "text": [ "Model parameters: 9795\n", - "Epoch 1000: loss = 4.5429e-03 (92.33 it/s)\n" + "Epoch 1000: loss = 8.0056e-03 (91.05 it/s)\n" ] } ], @@ -121,7 +134,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 12, "metadata": { "tags": [ "invertible-output" @@ -130,7 +143,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -158,7 +171,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 13, "metadata": { "tags": [ "invertible-output" @@ -167,7 +180,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ]