diff --git a/sbi/analysis/plot.py b/sbi/analysis/plot.py index 248b99f70..7b3ffb949 100644 --- a/sbi/analysis/plot.py +++ b/sbi/analysis/plot.py @@ -2094,7 +2094,7 @@ def pp_plot_lc2st( ) -def plot_tarp(ecp: Tensor, alpha: Tensor, title="") -> Tuple[Figure, Axes]: +def plot_tarp(ecp: Tensor, alpha: Tensor, title: Optional[str]) -> Tuple[Figure, Axes]: """ Plots the expected coverage probability (ECP) against the credibility level,alpha, for a given alpha grid. @@ -2117,6 +2117,8 @@ def plot_tarp(ecp: Tensor, alpha: Tensor, title="") -> Tuple[Figure, Axes]: fig = plt.figure(figsize=(6, 6)) ax: Axes = plt.gca() + if title is None: + title = "" ax.plot(alpha, ecp, color="blue", label="TARP") ax.plot(alpha, alpha, color="black", linestyle="--", label="ideal") diff --git a/tests/sbc_test.py b/tests/sbc_test.py index 449153904..04c4cc3d6 100644 --- a/tests/sbc_test.py +++ b/tests/sbc_test.py @@ -3,11 +3,14 @@ from __future__ import annotations +from typing import Union + import pytest import torch from torch import eye, ones, zeros from torch.distributions import MultivariateNormal, Uniform +from sbi.analysis import sbc_rank_plot from sbi.diagnostics import check_sbc, get_nltp, run_sbc from sbi.inference import SNLE, SNPE, simulate_for_sbi from sbi.simulators import linear_gaussian @@ -208,3 +211,32 @@ def test_sbc_checks(): assert (checks["ks_pvals"] > 0.05).all() assert (checks["c2st_ranks"] < 0.55).all() assert (checks["c2st_dap"] < 0.55).all() + + +# add test for sbc plotting +@pytest.mark.parametrize("num_bins", (None, 30)) +@pytest.mark.parametrize("plot_type", ("cdf", "hist")) +@pytest.mark.parametrize("legend_kwargs", (None, {"loc": "upper left"})) +@pytest.mark.parametrize("num_rank_sets", (1, 2)) +def test_sbc_plotting( + num_bins: int, plot_type: str, legend_kwargs: Union[None, dict], num_rank_sets: int +): + """Test the uniformity checks for SBC.""" + + num_dim = 2 + num_posterior_samples = 1000 + + # Ranks should be distributed uniformly in [0, num_posterior_samples] + ranks = [ + torch.distributions.Uniform( + zeros(num_dim), num_posterior_samples * ones(num_dim) + ).sample((num_posterior_samples,)) + ] * num_rank_sets + + sbc_rank_plot( + ranks, + num_posterior_samples, + num_bins=num_bins, + plot_type=plot_type, + legend_kwargs=legend_kwargs, + ) diff --git a/tests/tarp_test.py b/tests/tarp_test.py index 97c72dfd5..6a3a6f94a 100644 --- a/tests/tarp_test.py +++ b/tests/tarp_test.py @@ -4,6 +4,7 @@ from torch.distributions import Normal, Uniform from torch.nn import L1Loss +from sbi.analysis.plot import plot_tarp from sbi.diagnostics.tarp import _run_tarp, check_tarp, get_tarp_references, run_tarp from sbi.inference import SNPE from sbi.simulators import linear_gaussian @@ -286,3 +287,14 @@ def simulator(theta): atc, kspvals = check_tarp(ecp, alpha) assert -0.5 < atc < 0.5 assert kspvals > 0.05 + + +# Test tarp plotting +@pytest.mark.parametrize("title", ["Correct", None]) +def test_tarp_plotting(title: str, accurate_samples): + theta, samples = accurate_samples + references = get_tarp_references(theta) + + ecp, alpha = _run_tarp(samples, theta, references) + + plot_tarp(ecp, alpha, title=title) diff --git a/tutorials/13_diagnostics_simulation_based_calibration.ipynb b/tutorials/13_diagnostics_simulation_based_calibration.ipynb index 1bae758ee..ed08198a6 100644 --- a/tutorials/13_diagnostics_simulation_based_calibration.ipynb +++ b/tutorials/13_diagnostics_simulation_based_calibration.ipynb @@ -228,7 +228,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -476,7 +476,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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" ] @@ -510,7 +510,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] @@ -695,7 +695,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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f37/Qqb7Srue+++7TqFGjCs1r0KCB9u7de1HLlEqu/UKdCyjm/695lHTeR+v88caGP14jVxrn6n/llVcKhVR/f3+P1+Hh4ZWi5gtRVM1/vhHE4XAUOe1C62nTpo2SkpL0xhtv6MYbb9TOnTu1fPnyCy8aAIALVCUD4BVXXKHg4GAdPHiw2NG3sWPHys/PTytXrtRNN92kXr166S9/+YtHm6+//to9ipSdna3du3crMTFRktS2bVvt2rVLTZo0KXL5LVu2lMvl0vr165WSklJoflBQkKTf7oi+kNoTExM9rg07V2dxLrnkEkm/Xfd2biTxYp5Dl5iYqM2bN2vgwIFFrjsmJkbx8fH64YcfdOedd17w8r1Rc0kiIyMVHx+vTZs2eezzTZs26aqrrir39f1ZUb8H5wwdOlTPPvusfvrpJ6WkpCghIcHr9QAAUCUDYEREhMaNG6cHH3xQLpdL11xzjY4fP65NmzYpMjJSgwYN0vLly/Xaa6/pq6++Utu2bTV+/HgNGjRIO3bs8Hgu3LRp0xQdHa2YmBg98sgjqlOnjvr27StJmjBhgjp16qSRI0dq6NChCg8P165du7R69Wr913/9lxo1aqRBgwbpb3/7m+bNm6ekpCQdOHBAWVlZuuOOO9SwYUM5HA598sknuummmxQaGlqq2ocNG6Y5c+Zo/PjxGjp0qLZt26aFCxcWu09CQ0PVqVMnzZo1S40bN1ZWVpYeffTRC963DzzwgAYPHqz27durc+fOeuutt7Rz505deuml7jaPPfaYRo0apZo1a6pHjx7Kzc3V1q1blZ2drTFjxpR6XeVVc2mMHz9eU6ZM0WWXXabWrVtrwYIFSk1NLfLu5PJW1O/BucfW/Pu//7vGjRunV155RW+88YbXawEAQKqAu4Dz8/PldDqL/cnPz7/g5T7++OOaNGmSZs6cqcTERPXo0UPLly9X48aN9fPPP2vIkCGaOnWq2rZtK+m30BITE1Po+rZZs2bpgQceULt27XTkyBF9/PHH7hGbVq1aaf369dq9e7e6dOmiNm3aaPLkyYqPj3e/f/78+frrX/+q4cOHq3nz5rrnnnvcj4mpV6+eHnvsMU2cOFExMTHuu4eLq1367fTy+++/r2XLlikpKUkvvfSSZsyYUeI+ee2115Sfn6927dpp9OjReuKJJy54v/bv31+TJk3SQw89pHbt2unAgQO6//77PdoMHTpUr776qhYsWKCWLVuqa9euWrhwobv+C1EeNZfGqFGjNGbMGI0dO1YtW7bUqlWr9NFHHxV5XWh5O9/vgSTVrFlT/fr1U40aNdx/eAAA4G0O88cLsM7jxIkTqlmzpo4fP67IyEiPeWfPnlVmZqYaN26skJAQ9/TK/k0gfDsDKovrr79eLVq0cD+y6HzO91krTxv69Cl2/rUffuiV9UrF9zPVQXXfPgC/81VfeiH9jNdOAQcGBqpZs2ZFXvdUFH9/f74FBFbJzs7WunXrtG7dukLPWgQAwJu8eg1gYGAgoQ44jzZt2ig7O1tPPvmkmjVr5utyAAAWqZI3gZSHbt26qRRnvwGvKenr/QAA8JYq+1VwAAAAuDgEQAAAAMuUWwDkdCrgXXzGAADlpcwB8NxNHmfOnClzMQDO79xnjBurAABlVeabQPz9/RUVFaWsrCxJUlhYGF9mD5QjY4zOnDmjrKwsRUVFFfrOZQAALlS53AUcGxsrSe4QCKD8RUVFuT9rAACURbkEQIfDobi4ONWtW1d5eXnlsUgAfxAYGMjIHwCg3JTrcwD9/f35TwoAAKCS4zEwAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYJkAXxcAoOJs6NPH1yUAACoBRgABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLBPi6AADla0OfPr4uAQBQyTECCAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZQiAAAAAliEAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYJsDXBUiS0+mUy+XydRlAtZDv572/65xOp4KCgry2fABAxfB5AHQ6nUpPT1dubq6vSwEqhb3z55dtAbVqlU8hRUhPT1fz5s0JgQBQxfk8ALpcLuXm5iogIEABAT4vB/C5gEo6Gu5yOJSbm8toPQBUA5UmcQUEBDCqAEjyr6wBy4unlgEAFYseHQAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyAb4uAABQPpxOp1wul6/LAKyX71f8+JrT6VRQUFAFVVM0AiAAVANOp1Pp6enKzc31dSmA9f5Vq1ax89PT09W8eXOfhkACIABUAy6XS7m5uQoICFBAAF074EsBxYzEuxwO5ebm+ny0nl4CAKqRgIAAn59aAmznX1y4K+H0cEWpHFUAAACgwhAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMtwFzAAAMAF2Dl9uq9LKDNGAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMjwHEAAA+ERJz9Nr8cgjFVRJYdXhWX/FYQQQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMARAAAMAyBEAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALBPg6wIAAAAq2s7p031dgk8xAggAAGAZAiAAAIBlCIAAAACWIQACAABYhptA4DMlXYDb4pFHKuWyy8r2C48BAL7HCCAAAIBlCIAAAACW4RQwAADwGm9e9sIlNRePEUAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAy3AXMFCEstxZ5suHTAMAUBqMAAIAAFiGAAgAAGAZTgEDAIDz8uXDlnnQs/cwAggAAGAZAiAAAIBlCIAAAACWIQACAABYhgAIAABgGQIgAACAZXgMTCVX0i3wfOsEAAC4UIwAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACW4UHQqLSKewh2ZX4AdkkP7waAi1FV+0RUTowAAgAAWIYACAAAYBkCIAAAgGUIgAAAAJYhAAIAAFiGAAgAAGAZAiAAAIBleA4gAAAVoKRnhJblWX7eXDaqJ0YAAQAALMMIYDkoy19efGvExWG/AQBw8RgBBAAAsAwBEAAAwDIEQAAAAMsQAAEAACxDAAQAALAMdwEDQDVW3B3zlfnZcL6qu6zP06uqTyioqnXj4jECCAAAYBkCIAAAgGUIgAAAAJbhGsAK4M1rK/j+x4vD9S4AAJsxAggAAGAZAiAAAIBlCIAAAACW4RpAAEC14s1ro315TTdQnhgBBAAAsAwBEAAAwDIEQAAAAMsQAAEAACxjxU0gZb2wtio/TNmbFxVX5f0CAIDNGAEEAACwDAEQAADAMlacAgYAFFbW5+UV9/6yvLckPC/vwrHP8GeMAAIAAFiGAAgAAGAZAiAAAIBlCIAAAACWIQACAABYptLcBZyfn++1ZRf4lS3nOp1Ory6/qippv5TE1v1WVbkcDl+XAAAoJz4PgH5+fgoODtbOZ58ttl2T+++/6HXklzFofP/MM8U3sDTIlLhfSmLpfqvKgoOD5cdxA4Aqz+cBMCgoSM2bN9cv2dnFtmvZsuVFr+NkCcsGUDrNmzdXUFCQr8tAMf58NqUsI+1lOftRmc+cFFcbZybgbZXlbIrPA6D0WwgMcLmKbRMSEnLRyy9p2QBKh/BXeZ07m5Kbm+sRAstyBuTs2bPFzi9u2ZX5zEmxtREAUQEqw9mUShEAAQBlc+5siutPf/CW5QxISWdeOLsCXJzKcDaFAAgA1URR/6GU5QxISWdeOLsCXBxfhz+Jx8AAAABYhwAIAABgGQIgAACAZQiAAAAAlinVTSDGGEnSiRMnvFbI6by8YueXZd0lLRtA6XizDzi37HP9TXVTEf1oUcrS/5VUK30rcHG81Q9cSD9aqgB48uRJSVJCQkIZyiqjmjV9t24Av6mAz+HJkydVsxp+3itFP3qhquFxACoFL3+2StOPOkwpYqLL5dKhQ4cUEREhRzk/wfrEiRNKSEjQjz/+qMjIyHJdNnyH41r9ePuYGmN08uRJxcfH+/wBqd7gzX5U4jNXHXFMqydvHtcL6UdLNQLo5+en+vXrl0tx5xMZGckveDXEca1+vHlMq+PI3zkV0Y9KfOaqI45p9eSt41rafrT6/ZkNAACAYhEAAQAALOPzABgcHKwpU6YoODjY16WgHHFcqx+OaeXG8al+OKbVU2U5rqW6CQQAAADVh89HAAEAAFCxCIAAAACWIQACAABYhgAIAABgGZ8HwBdeeEGNGjVSSEiIOnbsqG+++cbXJeE8pk6dKofD4fHTvHlz9/yzZ89qxIgRio6OVo0aNdSvXz/961//8ljGwYMH1atXL4WFhalu3boaP3688vPzK3pTrLVhwwb17t1b8fHxcjgcWrZsmcd8Y4wmT56suLg4hYaGKiUlRXv27PFo8+uvv+rOO+9UZGSkoqKiNGTIEJ06dcqjzY4dO9SlSxeFhIQoISFBTz31lLc3zWr0o1UH/Wj1UB36Up8GwMWLF2vMmDGaMmWK/vnPfyopKUndu3dXVlaWL8tCMVq0aKHDhw+7fzZu3Oie9+CDD+rjjz/Wu+++q/Xr1+vQoUO67bbb3PMLCgrUq1cvOZ1Offnll3r99de1cOFCTZ482RebYqXTp08rKSlJL7zwQpHzn3rqKc2bN08vvfSSNm/erPDwcHXv3l1nz551t7nzzju1c+dOrV69Wp988ok2bNige++91z3/xIkTuvHGG9WwYUNt27ZNTz/9tKZOnaq///3vXt8+G9GPVj30o1VftehLjQ9dddVVZsSIEe7XBQUFJj4+3sycOdOHVeF8pkyZYpKSkoqcd+zYMRMYGGjeffdd97S0tDQjyXz11VfGGGNWrFhh/Pz8zJEjR9xt5s+fbyIjI01ubq5Xa0dhkszSpUvdr10ul4mNjTVPP/20e9qxY8dMcHCwWbRokTHGmF27dhlJZsuWLe42K1euNA6Hw/z000/GGGNefPFFU6tWLY9jOmHCBNOsWTMvb5Gd6EerFvrR6qeq9qU+GwF0Op3atm2bUlJS3NP8/PyUkpKir776yldloQR79uxRfHy8Lr30Ut155506ePCgJGnbtm3Ky8vzOJ7NmzdXgwYN3Mfzq6++UsuWLRUTE+Nu0717d504cUI7d+6s2A1BIZmZmTpy5IjHMaxZs6Y6duzocQyjoqLUvn17d5uUlBT5+flp8+bN7jbXXnutgoKC3G26d++ujIwMZWdnV9DW2IF+tGqiH63eqkpf6rMA+Msvv6igoMDjl1iSYmJidOTIER9VheJ07NhRCxcu1KpVqzR//nxlZmaqS5cuOnnypI4cOaKgoCBFRUV5vOePx/PIkSNFHu9z8+Bb545BcZ/JI0eOqG7duh7zAwICVLt2bY6zD9CPVj30o9VfVelLA8q8BFijZ8+e7n+3atVKHTt2VMOGDbVkyRKFhob6sDIAqBroR1FZ+GwEsE6dOvL39y90d9O//vUvxcbG+qgqXIioqChdfvnl2rt3r2JjY+V0OnXs2DGPNn88nrGxsUUe73Pz4FvnjkFxn8nY2NhCNxfk5+fr119/5Tj7AP1o1Uc/Wv1Ulb7UZwEwKChI7dq10xdffOGe5nK59MUXXyg5OdlXZeECnDp1Svv27VNcXJzatWunwMBAj+OZkZGhgwcPuo9ncnKyvvvuO49f+tWrVysyMlJXXHFFhdcPT40bN1ZsbKzHMTxx4oQ2b97scQyPHTumbdu2udusWbNGLpdLHTt2dLfZsGGD8vLy3G1Wr16tZs2aqVatWhW0NXagH6366EernyrTl5bLrSQX6Z133jHBwcFm4cKFZteuXebee+81UVFRHnc3ofIYO3asWbduncnMzDSbNm0yKSkppk6dOiYrK8sYY8ywYcNMgwYNzJo1a8zWrVtNcnKySU5Odr8/Pz/fXHnllebGG280qampZtWqVeaSSy4xDz/8sK82yTonT5403377rfn222+NJDN37lzz7bffmgMHDhhjjJk1a5aJiooyH374odmxY4fp06ePady4scnJyXEvo0ePHqZNmzZm8+bNZuPGjaZp06ZmwIAB7vnHjh0zMTEx5q677jLff/+9eeedd0xYWJh5+eWXK3x7bUA/WrXQj1YP1aEv9WkANMaY559/3jRo0MAEBQWZq666ynz99de+Lgnn0b9/fxMXF2eCgoJMvXr1TP/+/c3evXvd83Nycszw4cNNrVq1TFhYmLn11lvN4cOHPZaxf/9+07NnTxMaGmrq1Kljxo4da/Ly8ip6U6y1du1aI6nQz6BBg4wxvz2+YNKkSSYmJsYEBweb66+/3mRkZHgs4+jRo2bAgAGmRo0aJjIy0tx9993m5MmTHm22b99urrnmGhMcHGzq1atnZs2aVVGbaCX60aqDfrR6qA59qcMYY8o+jggAAICqwudfBQcAAICKRQAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAtNnTpVrVu39nUZF6xRo0Z69tlny7SMhQsXKioqyv26qu4LAL5VVfsO+lGcQwCsAtatWyeHw1HoC8Iv1rhx4zy+o9Bm3toXGzZsUO/evRUfHy+Hw6Fly5aV+zoAlB79qPd4a1/MnDlTHTp0UEREhOrWrau+ffsqIyOj3NdjKwKgRYwxys/PV40aNRQdHV2mZf3xy6nLo52vlMe+KMrp06eVlJSkF154odyXDcB36EcL81Y/un79eo0YMUJff/21Vq9erby8PN144406ffp0ua/LRgTActCtWzeNHDlSI0eOVM2aNVWnTh1NmjRJf/yWvezsbA0cOFC1atVSWFiYevbsqT179rjnHzhwQL1791atWrUUHh6uFi1aaMWKFdq/f7+uu+46SVKtWrXkcDg0ePBgSZLL5dLMmTPVuHFjhYaGKikpSe+99557mef+4l25cqXatWun4OBgbdy4sdBwvcvl0rRp01S/fn0FBwerdevWWrVqlXv+/v375XA4tHjxYnXt2lUhISF66623itwXDodD8+fP1y233KLw8HBNnz5dBQUFGjJkiLvOZs2a6bnnnvN43+DBg9W3b1/Nnj1bcXFxio6O1ogRI4rt+F599VVFRUUV+5fnwoUL1aBBA4WFhenWW2/V0aNHPeb/eV+cq2PGjBmKiYlRVFSUpk2bpvz8fI0fP161a9dW/fr1tWDBgvOuU5J69uypJ554Qrfeemux7QD8hn70d/Sjv1m1apUGDx6sFi1aKCkpSQsXLtTBgwe1bdu2Yt+HUiq3bxW2WNeuXU2NGjXMAw88YNLT081///d/m7CwMPP3v//d3eaWW24xiYmJZsOGDSY1NdV0797dNGnSxDidTmOMMb169TI33HCD2bFjh9m3b5/5+OOPzfr1601+fr55//33jSSTkZFhDh8+bI4dO2aMMeaJJ54wzZs3N6tWrTL79u0zCxYsMMHBwWbdunXGmN+/rLpVq1bms88+M3v37jVHjx41U6ZMMUlJSe7a5s6dayIjI82iRYtMenq6eeihh0xgYKDZvXu3McaYzMxMI8k0atTIvP/+++aHH34whw4dKnJfSDJ169Y1r732mtm3b585cOCAcTqdZvLkyWbLli3mhx9+cO+fxYsXu983aNAgExkZaYYNG2bS0tLMxx9/XGgfNmzY0DzzzDPGGGOefPJJEx0dbTZv3nze4/L1118bPz8/8+STT5qMjAzz3HPPmaioKFOzZk13mz/vi0GDBpmIiAgzYsQIk56ebv7xj38YSaZ79+5m+vTpZvfu3ebxxx83gYGB5scffyzmt8JznyxdurRUbQFb0Y/+jn60aHv27DGSzHfffVfq9+D8CIDloGvXriYxMdG4XC73tAkTJpjExERjjDG7d+82ksymTZvc83/55RcTGhpqlixZYowxpmXLlmbq1KlFLv9cB5Sdne2edvbsWRMWFma+/PJLj7ZDhgwxAwYM8HjfsmXLPNr8+cMaHx9vpk+f7tGmQ4cOZvjw4caY3zuuZ599tsR9IcmMHj26xHYjRoww/fr1c78eNGiQadiwocnPz3dPu/32203//v3dr891XA899JCJi4sz33//fbHrGDBggLnppps8pvXv37/Ejqthw4amoKDAPa1Zs2amS5cu7tf5+fkmPDzcLFq0qMTtNIYACJQG/ejv6EcLKygoML169TKdO3cuVXuULKACBxurtU6dOsnhcLhfJycna86cOSooKFBaWpoCAgLUsWNH9/zo6Gg1a9ZMaWlpkqRRo0bp/vvv12effaaUlBT169dPrVq1Ou/69u7dqzNnzuiGG27wmO50OtWmTRuPae3btz/vck6cOKFDhw6pc+fOHtM7d+6s7du3l3o5JbV74YUX9Nprr+ngwYPKycmR0+ksdNdYixYt5O/v734dFxen7777zqPNnDlzdPr0aW3dulWXXnppsXWkpaUVOgWbnJzscVqmKC1atJCf3+9XR8TExOjKK690v/b391d0dLSysrKKXQ6AC0M/Wnw7m/vRESNG6Pvvv9fGjRtL1R4l4xrASmLo0KH64YcfdNddd+m7775T+/bt9fzzz5+3/alTpyRJy5cvV2pqqvtn165dHtevSFJ4eHi51Fja5fy53TvvvKNx48ZpyJAh+uyzz5Samqq7775bTqfTo11gYKDHa4fDIZfL5TGtS5cuKigo0JIlSy5iC0qnqDpKUxsA36IfrZ796MiRI/XJJ59o7dq1ql+/frnWaTMCYDnZvHmzx+uvv/5aTZs2lb+/vxITE5Wfn+/R5ujRo8rIyNAVV1zhnpaQkKBhw4bpgw8+0NixY/XKK69IkoKCgiRJBQUF7rZXXHGFgoODdfDgQTVp0sTjJyEhodR1R0ZGKj4+Xps2bfKYvmnTJo/aymLTpk26+uqrNXz4cLVp00ZNmjTRvn37LmpZV111lVauXKkZM2Zo9uzZxbZNTEws8rgAqJzoR8/Pxn7UGKORI0dq6dKlWrNmjRo3blwh67UFp4DLycGDBzVmzBjdd999+uc//6nnn39ec+bMkSQ1bdpUffr00T333KOXX35ZERERmjhxourVq6c+ffpIkkaPHq2ePXvq8ssvV3Z2ttauXavExERJUsOGDeVwOPTJJ5/opptuUmhoqCIiIjRu3Dg9+OCDcrlcuuaaa3T8+HFt2rRJkZGRGjRoUKlrHz9+vKZMmaLLLrtMrVu31oIFC5SamnreO9QuVNOmTfXGG2/o008/VePGjfXmm29qy5YtF/1hvvrqq7VixQr17NlTAQEBGj16dJHtRo0apc6dO2v27Nnq06ePPv300xJPW5SXU6dOae/eve7XmZmZSk1NVe3atdWgQYMKqQGoauhHz8/GfnTEiBF6++239eGHHyoiIkJHjhyRJNWsWVOhoaEVUkN1xghgORk4cKBycnJ01VVXacSIEXrggQd07733uucvWLBA7dq1080336zk5GQZY7RixQr3kHhBQYFGjBihxMRE9ejRQ5dffrlefPFFSVK9evX02GOPaeLEiYqJidHIkSMlSY8//rgmTZqkmTNnut+3fPnyC+4QRo0apTFjxmjs2LFq2bKlVq1apY8++khNmzYtl31z33336bbbblP//v3VsWNHHT16VMOHDy/TMq+55hotX75cjz766HlP8XTq1EmvvPKKnnvuOSUlJemzzz7To48+Wqb1ltbWrVvVpk0b93VEY8aMUZs2bTR58uQKWT9QFdGPnp+N/ej8+fN1/PhxdevWTXFxce6fxYsXV8j6qzuHMX94yBIuSrdu3dS6desyf70OANiKfhSoWIwAAgAAWIYACAAAYBlOAQMAAFiGEUAAAADLEAABAAAsQwAEAACwDAEQAADAMgRAAAAAyxAAAQAALEMABAAAsAwBEAAAwDIEQAAAAMv8Hy95QeitwgGhAAAAAElFTkSuQmCC\n", + "image/png": 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", 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\n", + "image/png": 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", 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\n", + "image/png": 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", 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" ] @@ -1049,11 +1049,11 @@ "source": [ "# the tarp method returns the ECP values for a given set of alpha coverage levels.\n", "ecp, alpha = run_tarp(\n", - " thetas, \n", - " xs, \n", - " posterior, \n", + " thetas,\n", + " xs,\n", + " posterior,\n", " references=None, # will be calculated automatically.\n", - " num_posterior_samples=1000, \n", + " num_posterior_samples=1000,\n", ")" ] }, @@ -1072,7 +1072,8 @@ } ], "source": [ - "# Similar to SBC, we can check then check whether the distribution of ecp is close to that of alpha.\n", + "# Similar to SBC, we can check then check whether the distribution of ecp is close to\n", + "# that of alpha.\n", "atc, ks_pval = check_tarp(ecp, alpha)\n", "print(atc, \"Should be close to 0\")\n", "print(ks_pval, \"Should be larger than 0.05\")" @@ -1085,7 +1086,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] @@ -1104,14 +1105,21 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In contrast to SBC and coverage based highest posterior density regions (Deistler et al., 2022),\n", - "TARP provides a necessary *and sufficient* condition for posterior accuracy, i.e., it can also \n", - "detect inaccurate posterior estimators. Note, however, that this property depends on the choice\n", - "of reference points and that it can still \"be gamed\" by just using the prior as posterior estimator. \n", - "Thus, we recommend using it and interpreting it like SBC, as a neccessary condition. \n", - "The diagnosis of posterior accuracy should always be complemented with \n", - "posterior predictive checks as well. \n" + "In contrast to SBC (Talts et al.) and coverage based highest posterior density regions\n", + "(Deistler et al.,), TARP provides a necessary *and sufficient* condition for posterior\n", + "accuracy, i.e., it can also detect inaccurate posterior estimators. \n", + "\n", + "Note, however, that this property depends on the choice of reference point distribution:\n", + "to obtain the full diagnostic power of TARP, one would need to sample reference points\n", + "from a distribution that depends on $x$. Thus, in general, we recommend using and\n", + "interpreting TARP like SBC and complementing coverage checks with posterior predictive\n", + "checks." ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] } ], "metadata": { @@ -1130,7 +1138,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.4" + "version": "3.12.0" }, "toc": { "base_numbering": 1,