diff --git a/tutorials/03_density_estimators.ipynb b/tutorials/03_density_estimators.ipynb index d1c575db1..bc6c5d0f5 100644 --- a/tutorials/03_density_estimators.ipynb +++ b/tutorials/03_density_estimators.ipynb @@ -25,7 +25,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "One option is to use one of set of preconfigured density estimators by passing a string in the `density_estimator` keyword argument to the inference object (`NPE` or `NLE`), e.g., \"maf\" to use a Masked Autoregressive Flow, of \"nsf\" to use a Neural Spline Flow with default hyperparameters.\n" + "One option is to use one of the preconfigured density estimators by passing a string in the `density_estimator` keyword argument to the inference object (`NPE` or `NLE`), e.g., \"maf\" to use a Masked Autoregressive Flow, of \"nsf\" to use a Neural Spline Flow with default hyperparameters.\n" ] }, { @@ -101,7 +101,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "It is also possible to pass an `embedding_net` to `posterior_nn()` which learn summary\n", + "It is also possible to pass an `embedding_net` to `posterior_nn()` which learns summary\n", "statistics from high-dimensional simulation outputs. You can find a more detailed\n", "tutorial on this in [04_embedding_networks](04_embedding_networks.md).\n" ] @@ -129,13 +129,6 @@ "\n", "See more information on the [Reference API page](https://sbi-dev.github.io/sbi/reference/models/#sbi.neural_nets.density_estimators.ConditionalDensityEstimator)." ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/tutorials/08_crafting_summary_statistics.ipynb b/tutorials/08_crafting_summary_statistics.ipynb index 13806f4f6..ecd4e688d 100644 --- a/tutorials/08_crafting_summary_statistics.ipynb +++ b/tutorials/08_crafting_summary_statistics.ipynb @@ -12,7 +12,7 @@ "metadata": {}, "source": [ "Many simulators produce outputs that are high-dimesional. For example, a simulator might\n", - "generate a time series or an image. In the tutorial on [04_embedding_networks](04_embedding_networks.md), we discussed how a\n", + "generate a time series or an image. In the tutorial [04_embedding_networks](04_embedding_networks.md), we discussed how a\n", "neural networks can be used to learn summary statistics from such data. In this\n", "notebook, we will instead focus on hand-crafting summary statistics. We demonstrate that\n", "the choice of summary statistics can be crucial for the performance of the inference\n", @@ -21,11 +21,19 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING (pytensor.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n" + ] + } + ], "source": [ "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", @@ -39,7 +47,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": { "tags": [] }, @@ -91,7 +99,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": { "tags": [] }, @@ -120,7 +128,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": { "tags": [] }, @@ -164,11 +172,22 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "theta_o = np.array([0.3, -0.2, -0.1])\n", "t, x = create_t_x(theta_o)\n", @@ -187,15 +206,13 @@ "metadata": {}, "source": [ "We will compare two methods for defining summary statistics. One method uses three summary statistics which are function evaluations at three points in time. The other method uses a single summary statistic: the mean squared error between the observed and the simulated trace. In the second case, one then tries to obtain the posterior $p(\\theta | 0)$, i.e. the error being zero. These two methods are implemented below:\n", - "
\n", - "$\\textbf{get_3_values()}$ returns 3 function evaluations at $x=-0.5, x=0$ and $x=0.75$.\n", - "
\n", - "$\\textbf{get_MSE()}$ returns the mean squared error between true and a quadratic function corresponding to a prior distributions sample.\n" + "`get_3_values` returns 3 function evaluations at $x=-0.5$, $x=0$ and $x=0.75$.\n", + "`get_MSE` returns the mean squared error between true and a quadratic function corresponding to a prior distributions sample.\n" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": { "tags": [] }, @@ -216,7 +233,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": { "tags": [] }, @@ -255,11 +272,32 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "t, x_truth = create_t_x(theta_o)\n", "plt.plot(t, x_truth, \"k\", zorder=1, label=\"truth\")\n", @@ -300,7 +338,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": { "tags": [] }, @@ -315,11 +353,19 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Neural network successfully converged after 243 epochs." + ] + } + ], "source": [ "inference = NPE(prior)\n", "_ = inference.append_simulations(theta, x).train()\n", @@ -335,11 +381,26 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "9266e3c45a1e441c8c29e24a70e6cc6f", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Drawing 10000 posterior samples: 0%| | 0/10000 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig, axes = pairplot(\n", " theta_p,\n", @@ -382,11 +454,36 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "9de4a89888104458958f644405f725a5", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Drawing 10 posterior samples: 0%| | 0/10 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "x_o_t, x_o_x = create_t_x(theta_o)\n", "plt.plot(x_o_t, x_o_x, \"k\", zorder=1, label=\"truth\")\n", @@ -413,7 +510,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": { "tags": [] }, @@ -425,11 +522,19 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Neural network successfully converged after 290 epochs." + ] + } + ], "source": [ "inference = NPE(prior)\n", "\n", @@ -446,7 +551,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": { "tags": [] }, @@ -457,11 +562,36 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "764ec02afe574c0d97f342a3dd50ecea", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Drawing 10000 posterior samples: 0%| | 0/10000 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "theta_p = posterior.sample((10000,), x=x_o)\n", "\n", @@ -481,11 +611,46 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "54ccdb62411b45dfba4f46de241d222f", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Drawing 100 posterior samples: 0%| | 0/100 [00:00" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "x_o_t, x_o_x = create_t_x(theta_o)\n", "plt.plot(x_o_t, x_o_x, \"k\", zorder=1, label=\"truth\")\n", @@ -527,11 +692,22 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 19, "metadata": { "tags": [] }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "stats = np.concatenate(\n", " (get_3_values(theta.numpy()), get_MSE(theta.numpy(), theta_o)), axis=1\n", @@ -585,7 +761,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "sbi_env", "language": "python", "name": "python3" }, @@ -599,7 +775,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.14" + "version": "3.10.13" }, "toc": { "base_numbering": 1, diff --git a/tutorials/12_iid_data_and_permutation_invariant_embeddings.ipynb b/tutorials/12_iid_data_and_permutation_invariant_embeddings.ipynb index 3b3d8cb25..d01a65c35 100644 --- a/tutorials/12_iid_data_and_permutation_invariant_embeddings.ipynb +++ b/tutorials/12_iid_data_and_permutation_invariant_embeddings.ipynb @@ -142,7 +142,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -252,7 +252,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] @@ -325,7 +325,7 @@ "source": [ "## IID inference with NPE using permutation-invariant embedding nets\n", "\n", - "For NPE we need to define an embedding net that handles the set-like structure of iid-data, i.e., that it permutation invariant and can handle different number of trials.\n", + "For NPE we need to define an embedding net that handles the set-like structure of iid-data, i.e., that is permutation invariant and can handle different number of trials.\n", "\n", "We implemented several embedding net classes that allow to construct such a permutation- and number-of-trials invariant embedding net.\n", "\n", @@ -486,7 +486,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] @@ -537,7 +537,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] diff --git a/tutorials/15_importance_sampled_posteriors.ipynb b/tutorials/15_importance_sampled_posteriors.ipynb index c4275ac6c..3cd41f0e5 100644 --- a/tutorials/15_importance_sampled_posteriors.ipynb +++ b/tutorials/15_importance_sampled_posteriors.ipynb @@ -71,7 +71,7 @@ "id": "4808d6d3-cb14-4ecd-a0f5-824bf54a5b01", "metadata": {}, "source": [ - "We first define a simulator and a prior which both have functions for sampling (as required for SBI) and log_prob evaluations (as required for importance sampling)." + "We first define a simulator and a prior which both have functions for sampling (as required for `sbi`) and `log_prob` evaluations (as required for importance sampling)." ] }, { @@ -162,7 +162,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] @@ -194,7 +194,7 @@ "id": "26d8d8c7-05a0-4fd4-ac64-0dabf1a848f6", "metadata": {}, "source": [ - "### Importance sampling with the SBI toolbox" + "### Importance sampling with the `sbi` toolbox" ] }, { @@ -202,8 +202,8 @@ "id": "7150cc13-9911-4656-936f-9cafb867eba4", "metadata": {}, "source": [ - "With the SBI toolbox, importance sampling is a one-liner. SBI supports two methods for importance sampling:\n", - "- `\"importance\"`: returns `n_samples` weighted samples (as above) corresponding to `n_samples * sample_efficiency` samples from the posterior. This results in unbiased samples, but the number of effective samples may be small when the SBI estimate is inaccurate.\n", + "With the `sbi` toolbox, importance sampling is a one-liner. `sbi` supports two methods for importance sampling:\n", + "- `\"importance\"`: returns `n_samples` weighted samples (as above) corresponding to `n_samples * sample_efficiency` samples from the posterior. This results in unbiased samples, but the number of effective samples may be small when the `sbi` estimate is inaccurate.\n", "- `\"sir\"` (sampling-importance-resampling): performs rejection sampling on a batched basis with batch size `oversampling_factor`. This is a guaranteed way to obtain `N / oversampling_factor` samples, but these may be biased as the weight normalization is not performed across the entire set of samples." ] }, @@ -234,7 +234,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -260,14 +260,6 @@ "source": [ "Indeed, the importance-sampled posterior matches the ground truth well, despite significant deviations of the initial NPE estimate." ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "4ac18a2e-16a0-4a94-a0a7-4a30deb54f18", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/tutorials/Example_01_DecisionMakingModel.ipynb b/tutorials/Example_01_DecisionMakingModel.ipynb index fcfa10ced..acc68ccf0 100644 --- a/tutorials/Example_01_DecisionMakingModel.ipynb +++ b/tutorials/Example_01_DecisionMakingModel.ipynb @@ -19,8 +19,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Note, you find the original version of this notebook in the `sbi` repository under\n", - "[tutorials/Example_01_DecisionMakingModel.ipynb](https://github.com/sbi-dev/sbi/blob/main/tutorials/Example_01_DecisionMakingModel.ipynb)." + "!!! note\n", + " you can find the original version of this notebook in the `sbi` repository under\n", + " [tutorials/Example_01_DecisionMakingModel.ipynb](https://github.com/sbi-dev/sbi/blob/main/tutorials/Example_01_DecisionMakingModel.ipynb)." ] }, { @@ -566,7 +567,7 @@ "source": [ "#### Obtain ground truth posterior via MCMC\n", "\n", - "We obtain a ground-truth posterior via MCMC by using the PotentialFunctionProvider.\n", + "We obtain a ground-truth posterior via MCMC by using the `PotentialFunctionProvider`.\n", "\n", "For that, we first the define the actual prior, i.e., the distribution over the parameter we want to infer (not the proposal).\n", "\n", @@ -669,7 +670,7 @@ "model parameters and the experimental condition as parameters. \n", "\n", "To obtain posterior\n", - "samples conditioned on a particular experimental condition (and on x_o), we need to\n", + "samples conditioned on a particular experimental condition (and on `x_o`), we need to\n", "construct a corresponding potential function that can return the log likelihood of the\n", "model parameters, but conditioned on the experimental condition.\n" ]