From 5093331649f0e1f64842dca004fb6aca99e6bca2 Mon Sep 17 00:00:00 2001 From: Jan Boelts Date: Wed, 4 Sep 2024 10:02:58 +0200 Subject: [PATCH 1/2] refactor: small fixes to 00_getting_started. --- tutorials/00_getting_started.ipynb | 154 +++++++++++++++++------------ 1 file changed, 89 insertions(+), 65 deletions(-) diff --git a/tutorials/00_getting_started.ipynb b/tutorials/00_getting_started.ipynb index 9c44f2636..78877a79b 100644 --- a/tutorials/00_getting_started.ipynb +++ b/tutorials/00_getting_started.ipynb @@ -29,20 +29,12 @@ "cell_type": "code", "execution_count": 1, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING (pytensor.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n" - ] - } - ], + "outputs": [], "source": [ "import torch\n", "\n", "from sbi.analysis import pairplot\n", - "from sbi.inference import NPE, simulate_for_sbi\n", + "from sbi.inference import NPE\n", "from sbi.utils import BoxUniform\n", "from sbi.utils.user_input_checks import (\n", " check_sbi_inputs,\n", @@ -103,9 +95,20 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We have to ensure that your _simulator_ and _prior_ adhere to the requirements of `sbi` such as returning `torch.Tensor`s in a standardised shape. \n", + "Here, we are using this simple toy simulator. In practice, the simulator can be anything\n", + "that takes parameters and returns simulated data. The data simulation process is\n", + "decoupled from the algorithms implemented in the `sbi` package. That is, you can\n", + "simulate your data beforehand, e.g., on a cluster or using a different programming\n", + "language or environment. All that `sbi` needs is a `Tensor` of parameters `theta` and\n", + "corresponding simulated data `x`. And, of course, observed data `x_o`. \n", + "\n", + "However, `sbi` also offers a function to run your simulations in parallel. To that end,\n", + "we have to ensure that your _simulator_ and _prior_ adhere to the requirements of `sbi`\n", + "such as returning `torch.Tensor`s in a standardised shape. \n", "\n", - "You can do so with the `process_simulator()` and `process_prior()` functions, which prepare them appropriately. Finally, you can call `check_sbi_input()` to make sure they are consistent which each other." + "You can do so with the `process_simulator()` and `process_prior()` functions, which\n", + "prepare them appropriately. Finally, you can call `check_sbi_input()` to make sure they\n", + "are consistent which each other." ] }, { @@ -163,20 +166,6 @@ "execution_count": 5, "metadata": {}, "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "0b66b2e7830b43b7860e65e25c89b358", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/2000 [00:00" ] @@ -329,21 +310,30 @@ ], "source": [ "samples = posterior.sample((10000,), x=x_obs)\n", - "_ = pairplot(samples, limits=[[-2, 2], [-2, 2], [-2, 2]], figsize=(6, 6),labels=[r\"$\\theta_1$\", r\"$\\theta_2$\", r\"$\\theta_3$\"])" + "_ = pairplot(samples,\n", + " limits=[[-2, 2], [-2, 2], [-2, 2]],\n", + " figsize=(6, 6),\n", + " labels=[r\"$\\theta_1$\", r\"$\\theta_2$\", r\"$\\theta_3$\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Assessing the posterior for the known $\\theta, x$ - pair " + "## Assessing the posterior for the known ($\\theta, x$) - pair " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "For this special case, we have access to the ground-truth parameters that generated the observation. We can thus assess if the inferred distributions over the parameters match the parameters $\\theta_{true}$ we used to generate our test observation $x_{obs}$." + "For this special case, we have access to the ground-truth parameters that generated the\n", + "observation. We can thus assess if the inferred distributions over the parameters match\n", + "the parameters $\\theta_{true}$ we used to generate our test observation $x_{obs}$.\n", + "\n", + "Note that in general, the inferred posterior distribution is not neccessarily centered\n", + "on the underlying \"ground-truth\" parameters $\\theta$ because there is noise in simulator\n", + "and limited data. However, it should lie \"within\" the posterior." ] }, { @@ -353,21 +343,47 @@ "outputs": [ { "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "14abd2077ac64e41a90fe42c63fbee57", - "version_major": 2, - "version_minor": 0 - }, + "image/png": 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", "text/plain": [ - "Drawing 10000 posterior samples: 0%| | 0/10000 [00:00" ] }, "metadata": {}, "output_type": "display_data" - }, + } + ], + "source": [ + "samples = posterior.sample((10000,), x=x_obs)\n", + "pairplot(samples,\n", + " points=theta_true,\n", + " limits=[[-2, 2], [-2, 2], [-2, 2]], figsize=(6, 6),\n", + " labels=[r\"$\\theta_1$\", r\"$\\theta_2$\", r\"$\\theta_3$\"]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Assessing the predictive performance of the posterior\n", + "\n", + "Another way to assess the quality of the posterior is checking whether parameters\n", + "sampled from the posterior $p(\\theta \\mid x_{obs})$ can reproduce the observation\n", + "$x_{obs}$ when we simulate data with them. This *posterior predictive distribution*\n", + "should contain on the $x_{obs}$. We can again use the `pairplot` function to\n", + "visualize it. \n", + "\n", + "As you can see below, in this Gaussian toy example, the posterior predictive\n", + "distribution is nicely centered on the data it was conditioned on." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -377,22 +393,30 @@ } ], "source": [ - "samples = posterior.sample((10000,), x=x_obs)\n", - "_ = pairplot(samples, points=theta_true, limits=[[-2, 2], [-2, 2], [-2, 2]], figsize=(6, 6), labels=[r\"$\\theta_1$\", r\"$\\theta_2$\", r\"$\\theta_3$\"])" + "theta_posterior = posterior.sample((10000,), x=x_obs) # sample from posterior\n", + "x_predictive = simulator(theta_posterior) # simulate data from posterior\n", + "pairplot(x_predictive,\n", + " points=x_obs, # plot with x_obs as a point\n", + " figsize=(6, 6),\n", + " labels=[r\"$x_1$\", r\"$x_2$\", r\"$x_3$\"]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The log-probability should ideally indicate that the true parameters, given the corresponding observation, are more likely than a different set of randomly chosen parameters from the prior distribution. \n", + "Finally, we can also compare the probabilities of different parameters under the\n", + "posterior. The log-probability should ideally indicate that the true parameters, given\n", + "the corresponding observation, are more likely than a different set of randomly chosen\n", + "parameters from the prior distribution. \n", "\n", - "Relative to the obtained log-probabilities, we can investigate the range of log-probabilities of the parameters sampled from the posterior." + "Relative to the obtained log-probabilities, we can investigate the range of\n", + "log-probabilities of the parameters sampled from the posterior." ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -402,16 +426,16 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "high for true theta : tensor([2.7324])\n", - "low for different theta : tensor([-201.8379])\n", - "range of posterior samples: min: tensor(-6.6965) max : tensor(4.2212)\n" + "high for true theta : tensor([3.4911])\n", + "low for different theta : tensor([-351.0345])\n", + "range of posterior samples: min: tensor(-8.8757) max : tensor(3.9791)\n" ] } ], From b928a91799631d97e2212856e94e936475d0c589 Mon Sep 17 00:00:00 2001 From: Jan Boelts Date: Wed, 4 Sep 2024 12:23:18 +0200 Subject: [PATCH 2/2] docs: strip nbs output except plots and prints --- tutorials/01_gaussian_amortized.ipynb | 52 +- tutorials/02_multiround_inference.ipynb | 108 +- tutorials/03_density_estimators.ipynb | 10 +- tutorials/04_embedding_networks.ipynb | 64 +- tutorials/05_conditional_distributions.ipynb | 25875 +--------------- tutorials/06_restriction_estimator.ipynb | 59 +- tutorials/09_sampler_interface.ipynb | 21 - ...gnostics_posterior_predictive_checks.ipynb | 10 +- ...nostics_simulation_based_calibration.ipynb | 198 +- ...and_permutation_invariant_embeddings.ipynb | 199 +- tutorials/13_diagnostics_lc2st.ipynb | 27 +- .../14_mcmc_diagnostics_with_arviz.ipynb | 55 +- .../15_importance_sampled_posteriors.ipynb | 83 +- tutorials/17_plotting_functionality.ipynb | 10 +- .../19_flowmatching_and_scorematching.ipynb | 41 +- tutorials/Example_00_HodgkinHuxleyModel.ipynb | 48 +- .../Example_01_DecisionMakingModel.ipynb | 153 +- 17 files changed, 30 insertions(+), 26983 deletions(-) diff --git a/tutorials/01_gaussian_amortized.ipynb b/tutorials/01_gaussian_amortized.ipynb index 06359ce48..410be08fb 100644 --- a/tutorials/01_gaussian_amortized.ipynb +++ b/tutorials/01_gaussian_amortized.ipynb @@ -27,15 +27,7 @@ "cell_type": "code", "execution_count": 1, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING (pytensor.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n" - ] - } - ], + "outputs": [], "source": [ "import torch\n", "\n", @@ -82,20 +74,6 @@ "execution_count": 3, "metadata": {}, "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "9714fdc55e664e2e930fd4c5a54aa2b5", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/2000 [00:00" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import torch\n", @@ -192,16 +174,6 @@ "execution_count": 3, "metadata": {}, "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'noisy observed data (gray image with 32 x 32 pixels)')" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { "image/png": 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@@ -323,22 +295,7 @@ "cell_type": "code", "execution_count": 7, "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "985963ada7ac4697bb9109ee539c854f", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/10000 [00:00\n", - " \n", - " Your browser does not support the video tag.\n", - "" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "HTML(anim.to_html5_video())" ] diff --git a/tutorials/06_restriction_estimator.ipynb b/tutorials/06_restriction_estimator.ipynb index b0ef13834..683d49a4c 100644 --- a/tutorials/06_restriction_estimator.ipynb +++ b/tutorials/06_restriction_estimator.ipynb @@ -57,15 +57,7 @@ "cell_type": "code", "execution_count": 1, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING (pytensor.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n" - ] - } - ], + "outputs": [], "source": [ "import torch\n", "\n", @@ -123,20 +115,6 @@ "execution_count": 4, "metadata": {}, "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/1000 [00:00,\n", - " ],\n", - " dtype=object)" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { "image/png": 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@@ -294,17 +274,6 @@ "execution_count": 10, "metadata": {}, "outputs": [ - { - "data": { - "text/plain": [ - "array([,\n", - " ], dtype=object)" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { "image/png": 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\n", @@ -346,16 +315,6 @@ "execution_count": 12, "metadata": {}, "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { "image/png": 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\n", @@ -376,18 +335,6 @@ "execution_count": 13, "metadata": {}, "outputs": [ - { - "data": { - "text/plain": [ - "array([[, None],\n", - " [, ]],\n", - " dtype=object)" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { "image/png": 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\n", diff --git a/tutorials/15_importance_sampled_posteriors.ipynb b/tutorials/15_importance_sampled_posteriors.ipynb index 150565d7e..c4275ac6c 100644 --- a/tutorials/15_importance_sampled_posteriors.ipynb +++ b/tutorials/15_importance_sampled_posteriors.ipynb @@ -53,15 +53,7 @@ "execution_count": 1, "id": "f3284c6a-5205-492a-bbd9-c1b46bb2feb3", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING (pytensor.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n" - ] - } - ], + "outputs": [], "source": [ "from torch import ones, eye\n", "import torch\n", @@ -110,20 +102,6 @@ "text": [ " Neural network successfully converged after 70 epochs.observations.shape torch.Size([2])\n" ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "d4b0cbb5b41840e8be20effa8ec9e1e5", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Drawing 10000 posterior samples: 0%| | 0/10000 [00:00