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Fix example notebooks #127

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Fix example notebooks #127

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31 changes: 18 additions & 13 deletions examples/multivariate_time_series_classification.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -12,7 +12,7 @@
},
{
"cell_type": "code",
"execution_count": 5,
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
Expand All @@ -23,7 +23,7 @@
"\n",
"from sklearn.model_selection import GridSearchCV\n",
"from sktime.datasets import load_basic_motions\n",
"from sktime_dl.deeplearning import CNNClassifier\n",
"from sktime_dl.classification import CNNClassifier\n",
"\n",
"sns.set_style('whitegrid') "
]
Expand All @@ -38,7 +38,7 @@
},
{
"cell_type": "code",
"execution_count": 6,
"execution_count": 2,
"metadata": {},
"outputs": [
{
Expand Down Expand Up @@ -344,7 +344,7 @@
"3... "
]
},
"execution_count": 6,
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
Expand All @@ -357,7 +357,7 @@
},
{
"cell_type": "code",
"execution_count": 7,
"execution_count": 3,
"metadata": {},
"outputs": [
{
Expand All @@ -366,7 +366,7 @@
"array(['badminton', 'running', 'standing', 'walking'], dtype='<U9')"
]
},
"execution_count": 7,
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
Expand All @@ -386,7 +386,7 @@
},
{
"cell_type": "code",
"execution_count": 8,
"execution_count": 4,
"metadata": {},
"outputs": [
{
Expand All @@ -395,7 +395,7 @@
"0.975"
]
},
"execution_count": 8,
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
Expand All @@ -418,16 +418,18 @@
},
{
"cell_type": "code",
"execution_count": 16,
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"WARNING:tensorflow:5 out of the last 5 calls to <function Model.make_predict_function.<locals>.predict_function at 0x7f92202dbd08> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n",
"WARNING:tensorflow:6 out of the last 6 calls to <function Model.make_predict_function.<locals>.predict_function at 0x7f920c450a60> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n",
"Best cross-validation accuracy: 0.30\n",
"Test set score: 0.95\n",
"Best parameters: {'avg_pool_size': 3, 'kernel_size': 7}\n"
"Test set score: 0.97\n",
"Best parameters: {'avg_pool_size': 3, 'kernel_size': 9}\n"
]
}
],
Expand All @@ -445,10 +447,13 @@
],
"metadata": {
"file_extension": ".py",
"interpreter": {
"hash": "f3450e8c3d94667823cbd249e39f48751496baf296bd9f48014f45b9f5879e48"
},
"kernelspec": {
"display_name": "Python 3.7.5 64-bit ('sktime_env': conda)",
"language": "python",
"name": "python37564bitsktimeenvconda32171b479f94475faca0770add1f14dc"
"name": "python3"
},
"language_info": {
"codemirror_mode": {
Expand All @@ -460,7 +465,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.5"
"version": "3.6.15"
},
"mimetype": "text/x-python",
"name": "python",
Expand Down
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