\n"
]
},
"metadata": {},
"execution_count": 10
}
]
},
{
"cell_type": "markdown",
"source": [
"Note, that there is some noise added to the input and that using numpy arrays will result in a warning. Let's rewrite the expression to showcase, why there is a warning and also turn off the noise"
],
"metadata": {
"id": "3M9m2oAEMZSg"
}
},
{
"cell_type": "code",
"source": [
"# Rearange the expression\n",
"expr = y ** 2 - x ** 2\n",
"\n",
"# Reinitialize the experiment without noise\n",
"experiment = equation_experiment(expr, added_noise=0)\n",
"\n",
"# Run the experiment with the same input:\n",
"experiment.experiment_runner(test_input)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 199
},
"id": "LWj1CQLpMtHg",
"outputId": "5a40ba21-9792-461d-e569-4120b62dc3f7"
},
"execution_count": 11,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.10/dist-packages/autora/experiment_runner/synthetic/abstract/sympy_equation/__init__.py:148: RuntimeWarning: Unnamed data is used. Arguments will be sorted alphabetically. Consider using a Pandas DataFrame with named columns for better clarity and ease of use.\n",
" warnings.warn(\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
" x y observations\n",
"0 1.0 1.0 0.0\n",
"1 2.0 2.0 0.0\n",
"2 2.0 3.0 5.0"
],
"text/html": [
"\n",
"\n",
"