In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
\n",
+ "
\n",
+ " \n",
+ " Parameters\n",
+ "
\n",
+ " \n",
+ " \n",
+ "
\n",
+ "
\n",
+ "
fit_intercept
\n",
+ "
True
\n",
+ "
\n",
+ " \n",
+ "\n",
+ "
\n",
+ "
\n",
+ "
copy_X
\n",
+ "
True
\n",
+ "
\n",
+ " \n",
+ "\n",
+ "
\n",
+ "
\n",
+ "
tol
\n",
+ "
1e-06
\n",
+ "
\n",
+ " \n",
+ "\n",
+ "
\n",
+ "
\n",
+ "
n_jobs
\n",
+ "
None
\n",
+ "
\n",
+ " \n",
+ "\n",
+ "
\n",
+ "
\n",
+ "
positive
\n",
+ "
False
\n",
+ "
\n",
+ " \n",
+ " \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ "LinearRegression()"
+ ]
+ },
+ "execution_count": null,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"model = LinearRegression()\n",
"model.fit(X.reshape(-1, 1), Y)"
@@ -146,7 +734,38 @@
"cell_type": "code",
"execution_count": null,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"X_prime = np.linspace(0, 6.5, 14)\n",
"\n",
@@ -178,247 +797,6 @@
"Before examining the selected new conditions, we need to convert them to a numpy array."
]
},
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "new_conditions = np.array(list(new_conditions))\n",
- "print(new_conditions)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Note that the new conditions are all at the limits of the domain $\\{0, 2\\pi\\}$, as well as around the peaks of the sinusoid, which is expected since the model is a poor fit to the data at those points. We can also plot the new conditions on top of the data."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "import matplotlib.pyplot as plt\n",
- "fig, ax = plt.subplots()\n",
- "ax.scatter(X, Y, c=\"r\", label=\"Old Data\")\n",
- "ax.scatter(new_conditions, np.zeros_like(new_conditions), c=\"g\", label=\"New Experimental Conditions\")\n",
- "ax.plot(X, model.predict(X.reshape(-1, 1)), c=\"b\", label=\"Model Prediction\")\n",
- "ax.set_xlabel(\"X\")\n",
- "ax.set_ylabel(\"Y\")\n",
- "ax.legend()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": []
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "We can also obtain \"falsification\" scores for the sampled experiment conditions using ``falsification_score_sample''. The scores are z-scored with respect to all conditions from the candidate set. In the following example, we sample 5 conditions and return their falsification scores."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "new_conditions, scores = falsification_score_sample(\n",
- " conditions=X_prime,\n",
- " model=model,\n",
- " reference_conditions=X,\n",
- " reference_observations=Y,\n",
- " metadata=metadata,\n",
- " num_samples=5,\n",
- " )\n",
- "\n",
- "print(new_conditions)\n",
- "print(scores)"
- ]
- },
- {
- "attachments": {},
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## Example 2: Sampling From A Gaussian Mixture Model\n",
- "\n",
- "In this example, we will consider a dataset sampled from a Gaussian mixture model. We will fit a Gaussian mixture model to the data and use the falsification sampler to identify experiment conditions under which the model is predicted to perform the worst.\n",
- "\n",
- "First, we define the experimental conditions $X$ and the observations $Y$, and sample 100 data points. The dependent variable is a categorical variable with 2 categories."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "from sklearn.datasets import make_blobs\n",
- "X, Y = make_blobs(n_samples=100, n_features=1, centers=2, random_state=0)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Next, we need to define metadata object, so the falsification sampler knows what data it is supposed to generate. We can do this by defining the independent variable $x$ underlying the experimental conditions $X$ and the dependent variable $y$ underlying the observations $Y$ as \"VariableCollection\" objects. We specify that $X$ is a continuous variable with a range of $[-1, 6]$, and $Y$ is a categorical variable."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Specify independent variable\n",
- "iv = IV(\n",
- " name=\"X\",\n",
- " value_range=(-1, 6),\n",
- ")\n",
- "\n",
- "# specify dependent variable\n",
- "dv = DV(\n",
- " name=\"Y\",\n",
- " type=ValueType.CLASS,\n",
- ")\n",
- "\n",
- "# Variable collection with ivs and dvs\n",
- "metadata = VariableCollection(\n",
- " independent_variables=[iv],\n",
- " dependent_variables=[dv],\n",
- ")"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Next, we can specify the model that we would like to fit to the data. In this case, we will use a Gaussian mixture model with 2 components."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "from sklearn.mixture import GaussianMixture\n",
- "model = GaussianMixture(n_components=2, random_state=2)\n",
- "model.fit(X, Y)\n",
- "\n",
- "# plot model fit against data\n",
- "import matplotlib.pyplot as plt\n",
- "fig, ax = plt.subplots()\n",
- "ax.scatter(X, Y, c=\"r\", label=\"Data\")\n",
- "ax.scatter(X, model.predict(X), c=\"b\", label=\"Model Prediction\")\n",
- "ax.set_xlabel(\"X\")\n",
- "ax.set_ylabel(\"Y\")\n",
- "ax.legend()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "In this case, the model appears to predict most of the data points quite well but fails to predict data points around $x=3$. Let's see if the falsification sampler can identify this region of the domain. We will select samples from a candidate set of 71 experiment conditions."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "X_prime = np.linspace(-1, 6, 71)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "and call the falsification sampler."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "new_conditions = falsification_sample(\n",
- " conditions=X_prime,\n",
- " model=model,\n",
- " reference_conditions=X,\n",
- " reference_observations=Y,\n",
- " metadata=metadata,\n",
- " num_samples=10,\n",
- " plot=True,\n",
- " )"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "As shown in the \"Prediction of Falsification Network\" plot, the model is predicted to perform the worst around $x=3$. Let's have a look at the selected new conditions."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "new_conditions = np.array(list(new_conditions))\n",
- "print(new_conditions)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Indeed, the new conditions mostly located around $x=3$, reflecting a poor fit of the model for those conditions. Finally, we can plot the new conditions on top of the data."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "import matplotlib.pyplot as plt\n",
- "fig, ax = plt.subplots()\n",
- "ax.scatter(X, Y, c=\"r\", label=\"Data\")\n",
- "ax.scatter(new_conditions, np.zeros_like(new_conditions), c=\"b\", label=\"New Experimental Conditions\")\n",
- "ax.set_xlabel(\"X\")\n",
- "ax.set_ylabel(\"Y\")\n",
- "ax.legend()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Before we examine the novel conditions, let's have a look at the three plots generated by the falsification sampler, going from last to first.\n",
- "\n",
- "- **Model Prediction vs. Data**. The model trained on the data is shown in red, and the model prediction is shown in blue. The model prediction is a straight line, which is a poor fit to the data. This is expected, since the data is generated from a sine function, which is not linear.
\n",
- "\n",
- "- **Loss of the Falsification Network**. The plot shows the learning curve for the falsification network that is trained to predict the error of the (linear) model as a function of experimental conditions. The error (loss) of this network decreases as a function of the number of training epochs.
\n",
- "\n",
- "- **Prediction of Falsification Experimentalist**. The plot shows the predicted loss of the model as a function of the experimental condition. The model is predicted to perform the worst at the extremes of the domain, which is expected since the model is a poor fit to the data. The red dots show the true loss of the model at the corresponding experimental condition. The predicted loss is a good approximation of the true loss.\n",
- "\n",
- "The falsification sampler will identify novel experimental conditions that maximize the predicted loss (shown as a blue line in the plot \"Prediction of Falsification Experimentalist\").\n",
- "\n",
- "Before examining the selected new conditions, we need to convert them to a numpy array."
- ]
- },
{
"cell_type": "code",
"execution_count": null,
@@ -430,14 +808,14 @@
"text": [
"[[0. ]\n",
" [6.5]\n",
- " [2. ]\n",
" [6. ]\n",
+ " [2. ]\n",
" [4. ]]\n"
]
}
],
"source": [
- "new_conditions = np.array(list(new_conditions))\n",
+ "new_conditions = new_conditions.to_numpy()\n",
"print(new_conditions)"
]
},
@@ -456,7 +834,7 @@
{
"data": {
"text/plain": [
- ""
+ ""
]
},
"execution_count": null,
@@ -465,7 +843,7 @@
},
{
"data": {
- "image/png": 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",
+ "image/png": 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",
"text/plain": [
""
]
@@ -485,11 +863,6 @@
"ax.legend()"
]
},
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": []
- },
{
"cell_type": "markdown",
"metadata": {},
@@ -506,17 +879,13 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "[[6.5]\n",
- " [0. ]\n",
- " [6. ]\n",
- " [4.5]\n",
- " [2. ]]\n",
- "[2.591251 1.9018949 0.17787884 0.13847324 0.11592402]\n"
+ "[0. 0.5 1. 1.5 2. ]\n",
+ "[2.634674 1.864585 0.15935703 0.14204112 0.10674001]\n"
]
}
],
"source": [
- "new_conditions, scores = falsification_score_sample(\n",
+ "scores_df = falsification_score_sample(\n",
" conditions=X_prime,\n",
" model=model,\n",
" reference_conditions=X,\n",
@@ -525,8 +894,11 @@
" num_samples=5,\n",
" )\n",
"\n",
+ "new_conditions = np.asarray(X_prime)[scores_df.index]\n",
+ "scores = scores_df['score'].to_numpy()\n",
+ "\n",
"print(new_conditions)\n",
- "print(scores)"
+ "print(scores)\n"
]
},
{
@@ -598,7 +970,7 @@
{
"data": {
"text/plain": [
- ""
+ ""
]
},
"execution_count": null,
@@ -607,7 +979,7 @@
},
{
"data": {
- "image/png": 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",
+ "image/png": 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",
"text/plain": [
""
]
@@ -661,7 +1033,7 @@
"outputs": [
{
"data": {
- "image/png": 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",
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",
"text/plain": [
""
]
@@ -671,7 +1043,7 @@
},
{
"data": {
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",
+ "image/png": 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",
"text/plain": [
""
]
@@ -681,7 +1053,7 @@
},
{
"data": {
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",
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",
"text/plain": [
""
]
@@ -722,17 +1094,17 @@
" [3.2]\n",
" [3.3]\n",
" [2.5]\n",
- " [2.8]\n",
" [2.6]\n",
- " [2.7]\n",
+ " [2.8]\n",
" [2.4]\n",
+ " [2.7]\n",
" [2.3]\n",
" [2.2]]\n"
]
}
],
"source": [
- "new_conditions = np.array(list(new_conditions))\n",
+ "new_conditions = new_conditions.to_numpy()\n",
"print(new_conditions)"
]
},
@@ -751,7 +1123,7 @@
{
"data": {
"text/plain": [
- ""
+ ""
]
},
"execution_count": null,
@@ -760,7 +1132,7 @@
},
{
"data": {
- "image/png": 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",
+ "image/png": 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",
"text/plain": [
""
]
@@ -770,19 +1142,99 @@
}
],
"source": [
- "import matplotlib.pyplot as plt\n",
"fig, ax = plt.subplots()\n",
"ax.scatter(X, Y, c=\"r\", label=\"Data\")\n",
"ax.scatter(new_conditions, np.zeros_like(new_conditions), c=\"b\", label=\"New Experimental Conditions\")\n",
"ax.set_xlabel(\"X\")\n",
"ax.set_ylabel(\"Y\")\n",
- "ax.legend()\n"
+ "ax.legend()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Note that in this example the new experimental conditions are concentrated around x ≈ 3, near the model’s decision boundary. This is expected, since the falsification strategy targets regions where the current model is most likely to misclassify or show high prediction error. We can plot these new conditions alongside the original data and the model’s predictions."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": null,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = plt.subplots()\n",
+ "ax.scatter(X, Y, c=\"r\", label=\"Old Data\")\n",
+ "ax.scatter(new_conditions, np.zeros_like(new_conditions), c=\"g\", label=\"New Experimental Conditions\")\n",
+ "ax.plot(X, model.predict(X.reshape(-1, 1)), c=\"b\", label=\"Model Prediction\")\n",
+ "ax.set_xlabel(\"X\")\n",
+ "ax.set_ylabel(\"Y\")\n",
+ "ax.legend()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "We can also obtain \"falsification\" scores for the sampled experiment conditions using ``falsification_score_sample''. The scores are z-scored with respect to all conditions from the candidate set. In the following example, we sample 5 conditions and return their falsification scores."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[-1. -0.9 -0.8 -0.7 -0.6]\n",
+ "[1.6834128 1.6422206 1.5483896 1.4479377 1.2526897]\n"
+ ]
+ }
+ ],
+ "source": [
+ "scores_df = falsification_score_sample(\n",
+ " conditions=X_prime,\n",
+ " model=model,\n",
+ " reference_conditions=X,\n",
+ " reference_observations=Y,\n",
+ " metadata=metadata,\n",
+ " num_samples=5,\n",
+ ")\n",
+ "\n",
+ "scored_conditions = np.asarray(X_prime)[scores_df.index]\n",
+ "scores = scores_df[\"score\"].to_numpy()\n",
+ "\n",
+ "print(scored_conditions)\n",
+ "print(scores)\n"
]
}
],
"metadata": {
"kernelspec": {
- "display_name": "Python 3 (ipykernel)",
+ "display_name": ".venv",
"language": "python",
"name": "python3"
},