diff --git a/examples/BART/BART_introduction.ipynb b/examples/BART/BART_introduction.ipynb index 88e699973..606bc4d4d 100644 --- a/examples/BART/BART_introduction.ipynb +++ b/examples/BART/BART_introduction.ipynb @@ -8,7 +8,7 @@ "(BART_introduction)=\n", "# Bayesian Additive Regression Trees: Introduction\n", ":::{post} Dec 21, 2021\n", - ":tags: BART, Bayesian additive regression trees, non-parametric, pymc3.BART, pymc3.HalfNormal, pymc3.Model, pymc3.Normal, pymc3.Poisson, regression\n", + ":tags: BART, Bayesian additive regression trees, non-parametric, regression\n", ":category: intermediate, explanation\n", ":author: Osvaldo Martin\n", ":::" @@ -24,7 +24,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Running on PyMC3 v4.0.0b2\n" + "Running on PyMC v4.0.0b6\n" ] } ], @@ -36,8 +36,9 @@ "import numpy as np\n", "import pandas as pd\n", "import pymc as pm\n", + "import pymc_experimental as pmx\n", "\n", - "print(f\"Running on PyMC3 v{pm.__version__}\")" + "print(f\"Running on PyMC v{pm.__version__}\")" ] }, { @@ -140,28 +141,39 @@ "name": "stderr", "output_type": "stream", "text": [ - "BART is experimental. Use with caution.\n", "Multiprocess sampling (4 chains in 4 jobs)\n", - "PGBART: [μ]\n" + "PGBART: [μ_]\n" ] }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "data": { "text/html": [ "\n", "
\n", - " \n", " \n", " 100.00% [8000/8000 00:23<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", @@ -178,16 +190,16 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 24 seconds.\n", - "The number of effective samples is smaller than 10% for some parameters.\n" + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 23 seconds.\n" ] } ], "source": [ - "with pm.Model(rng_seeder=rng) as model_coal:\n", - " μ = pm.BART(\"μ\", X=x_data, Y=y_data, m=20)\n", - " y_pred = pm.Poisson(\"y_pred\", mu=pm.math.exp(μ), observed=y_data)\n", - " idata_coal = pm.sample()" + "with pm.Model() as model_coal:\n", + " μ_ = pmx.BART(\"μ_\", X=x_data, Y=y_data, m=20)\n", + " μ = pm.Deterministic(\"μ\", np.abs(μ_))\n", + " y_pred = pm.Poisson(\"y_pred\", mu=np.abs(μ), observed=y_data)\n", + " idata_coal = pm.sample(random_seed=RANDOM_SEED)" ] }, { @@ -206,7 +218,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -218,9 +230,9 @@ "source": [ "_, ax = plt.subplots(figsize=(10, 6))\n", "\n", - "rates = np.exp(idata_coal.posterior[\"μ\"])\n", - "rate_median = np.exp(idata_coal.posterior[\"μ\"].median(dim=[\"draw\", \"chain\"]))\n", - "ax.plot(x_centers, rate_median, \"w\", lw=3)\n", + "rates = idata_coal.posterior[\"μ\"]\n", + "rate_mean = idata_coal.posterior[\"μ\"].mean(dim=[\"draw\", \"chain\"])\n", + "ax.plot(x_centers, rate_mean, \"w\", lw=3)\n", "az.plot_hdi(x_centers, rates, smooth=False)\n", "az.plot_hdi(x_centers, rates, hdi_prob=0.5, smooth=False, plot_kwargs={\"alpha\": 0})\n", "ax.plot(coal, np.zeros_like(coal) - 0.5, \"k|\")\n", @@ -247,7 +259,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -257,7 +269,7 @@ } ], "source": [ - "plt.step(x_data, np.exp(pm.bart.predict(idata_coal, rng, size=2).T));" + "plt.step(x_data, np.exp(pmx.bart.predict(idata_coal, rng, x_data, size=2).T));" ] }, { @@ -276,7 +288,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -288,7 +300,7 @@ "source": [ "bart_trees = idata_coal.sample_stats.bart_trees\n", "for i in [0, 1, 2]:\n", - " plt.step(x_data[:, 0], bart_trees[0, 0, i].item().predict_output())" + " plt.step(x_data[:, 0], [bart_trees[0, 0, i].item().predict(x) for x in x_data])" ] }, { @@ -333,32 +345,43 @@ "name": "stderr", "output_type": "stream", "text": [ - "BART is experimental. Use with caution.\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "CompoundStep\n", ">NUTS: [σ]\n", ">PGBART: [μ]\n" ] }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "data": { "text/html": [ "\n", "
\n", - " \n", " \n", - " 100.00% [8000/8000 01:02<00:00 Sampling 4 chains, 0 divergences]\n", + " 100.00% [8000/8000 01:05<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], @@ -373,17 +396,16 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 62 seconds.\n", - "The estimated number of effective samples is smaller than 200 for some parameters.\n" + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 66 seconds.\n" ] } ], "source": [ - "with pm.Model(rng_seeder=rng) as model_bikes:\n", + "with pm.Model() as model_bikes:\n", " σ = pm.HalfNormal(\"σ\", Y.std())\n", - " μ = pm.BART(\"μ\", X, Y, m=50)\n", + " μ = pmx.BART(\"μ\", X, Y, m=50)\n", " y = pm.Normal(\"y\", μ, σ, observed=Y)\n", - " idata_bikes = pm.sample()" + " idata_bikes = pm.sample(random_seed=RANDOM_SEED)" ] }, { @@ -412,19 +434,19 @@ "name": "stderr", "output_type": "stream", "text": [ - "/u/32/martino5/unix/proyectos/00_BM/arviz/arviz/plots/hdiplot.py:157: FutureWarning: hdi currently interprets 2d data as (draw, shape) but this will change in a future release to (chain, draw) for coherence with other functions\n", + "/home/osvaldo/anaconda3/lib/python3.9/site-packages/arviz/plots/hdiplot.py:157: FutureWarning: hdi currently interprets 2d data as (draw, shape) but this will change in a future release to (chain, draw) for coherence with other functions\n", " hdi_data = hdi(y, hdi_prob=hdi_prob, circular=circular, multimodal=False, **hdi_kwargs)\n", - "/u/32/martino5/unix/proyectos/00_BM/arviz/arviz/plots/hdiplot.py:157: FutureWarning: hdi currently interprets 2d data as (draw, shape) but this will change in a future release to (chain, draw) for coherence with other functions\n", + "/home/osvaldo/anaconda3/lib/python3.9/site-packages/arviz/plots/hdiplot.py:157: FutureWarning: hdi currently interprets 2d data as (draw, shape) but this will change in a future release to (chain, draw) for coherence with other functions\n", " hdi_data = hdi(y, hdi_prob=hdi_prob, circular=circular, multimodal=False, **hdi_kwargs)\n", - "/u/32/martino5/unix/proyectos/00_BM/arviz/arviz/plots/hdiplot.py:157: FutureWarning: hdi currently interprets 2d data as (draw, shape) but this will change in a future release to (chain, draw) for coherence with other functions\n", + "/home/osvaldo/anaconda3/lib/python3.9/site-packages/arviz/plots/hdiplot.py:157: FutureWarning: hdi currently interprets 2d data as (draw, shape) but this will change in a future release to (chain, draw) for coherence with other functions\n", " hdi_data = hdi(y, hdi_prob=hdi_prob, circular=circular, multimodal=False, **hdi_kwargs)\n", - "/u/32/martino5/unix/proyectos/00_BM/pymc3/pymc/bart/utils.py:241: FutureWarning: hdi currently interprets 2d data as (draw, shape) but this will change in a future release to (chain, draw) for coherence with other functions\n", + "/home/osvaldo/proyectos/00_BM/pymc-experimental/pymc_experimental/bart/utils.py:240: FutureWarning: hdi currently interprets 2d data as (draw, shape) but this will change in a future release to (chain, draw) for coherence with other functions\n", " hdi = az.hdi(new_Y[i])\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -434,8 +456,7 @@ } ], "source": [ - "pm.bart.plot_dependence(idata_bikes, X=X, Y=Y, grid=(2, 2), var_discrete=[3]);\n", - "# plt.savefig(\"pdp_discrete.png\", bbox_inches='tight')" + "pmx.bart.plot_dependence(idata_bikes, X=X, Y=Y, grid=(2, 2), var_discrete=[3]);" ] }, { @@ -459,7 +480,9 @@ "\n", "As we saw in the previous section a partial dependence plot can visualize give us an idea of how much each covariable contributes to the predicted outcome. But BART itself leads to a simple heuristic to estimate variable importance. That is simple count how many times a variable is included in all the regression trees. The intuition is that if a variable is important they it should appears more often in the fitted trees that less important variables. While this heuristic seems to provide reasonable results in practice, there is not too much theory justifying this procedure, at least not yet.\n", "\n", - "The following plot shows the relative importance in a scale from 0 to 1 (less to more importance) and the sum of the individual importance is 1. See that, at least in this case, the relative importance qualitative agrees with the partial dependence plot." + "The following plot shows the relative importance in a scale from 0 to 1 (less to more importance) and the sum of the individual importance is 1. See that, at least in this case, the relative importance qualitative agrees with the partial dependence plot.\n", + "\n", + "Additionally, we provide a novel method to assess the variable importance. You can see an example in the bottom panel. On the x-axis we have the number of components (variables) and on the y-axis the Pearson correlation between the predictions made between the full-model (all variables included) and the restricted-models, those with only a subset of the variables in the full-model. The components are included following the relative variable importance order, as show in the top panel. Thus, in this example 1 component means `hour`, two components means `hour` and `temperature`, 3 components `hour`, `temperature`and `humidity`. Finally, four components means `hour`, `temperature`, `humidity`, `workingday`, i.e., the full model. Hence, from the next figure we can see that even a model with a single component, `hour`, is very close to the full model. Even more, the model with two components `hour`, and `temperature` is on average indistinguishable from the full model. The error bars represent the 94 \\% HDI from the posterior predictive distribution. It is important to notice that to compute these correlations we do not resample the models, instead the predictions of the restricted-models are approximated from the full-model." ] }, { @@ -470,9 +493,9 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -480,17 +503,8 @@ } ], "source": [ - "_, ax = plt.subplots(1)\n", - "VI = (\n", - " idata_bikes.sample_stats[\"variable_inclusion\"]\n", - " .stack(samples=(\"chain\", \"draw\"))\n", - " .mean(\"samples\")\n", - " .values\n", - ")\n", - "ax.plot(VI / VI.sum(), \"o-\")\n", - "ax.set_xticks(range(4))\n", - "ax.set_xticklabels([\"hour\", \"temperature\", \"humidity\", \"workingday\"])\n", - "ax.set_ylabel(\"relative importance\");" + "labels = [\"hour\", \"temperature\", \"humidity\", \"workingday\"]\n", + "pmx.bart.utils.plot_variable_importance(idata_bikes, X.values, labels, samples=100);" ] }, { @@ -499,7 +513,8 @@ "metadata": {}, "source": [ "## Authors\n", - "* Authored by Osvaldo Martin in Dec, 2021 ([pymc-examples#259](https://github.com/pymc-devs/pymc-examples/pull/259))" + "* Authored by Osvaldo Martin in Dec, 2021 ([pymc-examples#259](https://github.com/pymc-devs/pymc-examples/pull/259))\n", + "* Updated by Osvaldo Martin in May, 2022 ([pymc-examples#323](https://github.com/pymc-devs/pymc-examples/pull/323))" ] }, { @@ -535,19 +550,22 @@ "name": "stdout", "output_type": "stream", "text": [ - "Last updated: Tue Jan 18 2022\n", + "Last updated: Mon May 23 2022\n", "\n", "Python implementation: CPython\n", - "Python version : 3.8.8\n", - "IPython version : 7.27.0\n", + "Python version : 3.9.7\n", + "IPython version : 8.3.0\n", "\n", - "numpy : 1.20.3\n", - "pymc : 4.0.0b1\n", - "matplotlib: 3.4.2\n", - "pandas : 1.2.5\n", - "arviz : 0.11.4\n", + "pandas : 1.4.2\n", + "numpy : 1.21.5\n", + "sys : 3.9.7 (default, Sep 16 2021, 13:09:58) \n", + "[GCC 7.5.0]\n", + "matplotlib : 3.5.1\n", + "arviz : 0.12.0\n", + "pymc : 4.0.0b6\n", + "pymc_experimental: 0.0.1\n", "\n", - "Watermark: 2.2.0\n", + "Watermark: 2.3.0\n", "\n" ] } @@ -568,8 +586,11 @@ } ], "metadata": { + "interpreter": { + "hash": "d4ca51fc2fdee62b1a00ff5126f64ae66836e25d3ba6f45d8551026256283997" + }, "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "Python 3.9.7 ('base')", "language": "python", "name": "python3" }, diff --git a/myst_nbs/BART/BART_introduction.myst.md b/myst_nbs/BART/BART_introduction.myst.md index bc7f66cdc..2ca842c5f 100644 --- a/myst_nbs/BART/BART_introduction.myst.md +++ b/myst_nbs/BART/BART_introduction.myst.md @@ -6,7 +6,7 @@ jupytext: format_version: 0.13 jupytext_version: 1.13.7 kernelspec: - display_name: Python 3 (ipykernel) + display_name: Python 3.9.7 ('base') language: python name: python3 --- @@ -14,7 +14,7 @@ kernelspec: (BART_introduction)= # Bayesian Additive Regression Trees: Introduction :::{post} Dec 21, 2021 -:tags: BART, Bayesian additive regression trees, non-parametric, pymc3.BART, pymc3.HalfNormal, pymc3.Model, pymc3.Normal, pymc3.Poisson, regression +:tags: BART, Bayesian additive regression trees, non-parametric, regression :category: intermediate, explanation :author: Osvaldo Martin ::: @@ -27,8 +27,9 @@ import matplotlib.pyplot as plt import numpy as np import pandas as pd import pymc as pm +import pymc_experimental as pmx -print(f"Running on PyMC3 v{pm.__version__}") +print(f"Running on PyMC v{pm.__version__}") ``` ```{code-cell} ipython3 @@ -84,10 +85,11 @@ y_data = hist / 4 In PyMC a BART variable can be defined very similar to other random variables. One important difference is that we have to pass ours Xs and Ys to the BART variable. Here we are also making explicit that we are going to use a sum over 20 trees (`m=20`). Low number of trees like 20 could be good enough for simple models like this and could also work very good as a quick approximation for more complex models in particular during the iterative or explorative phase of modeling. In those cases once we have more certainty about the model we really like we can improve the approximation by increasing `m`, in the literature is common to find reports of good results with numbers like 50, 100 or 200. ```{code-cell} ipython3 -with pm.Model(rng_seeder=rng) as model_coal: - μ = pm.BART("μ", X=x_data, Y=y_data, m=20) - y_pred = pm.Poisson("y_pred", mu=pm.math.exp(μ), observed=y_data) - idata_coal = pm.sample() +with pm.Model() as model_coal: + μ_ = pmx.BART("μ_", X=x_data, Y=y_data, m=20) + μ = pm.Deterministic("μ", np.abs(μ_)) + y_pred = pm.Poisson("y_pred", mu=np.abs(μ), observed=y_data) + idata_coal = pm.sample(random_seed=RANDOM_SEED) ``` The white line in the following plot shows the median rate of accidents. The darker orange band represent the HDI 50% and the lighter one the 94%. We can see a rapid decrease of coal accidents between 1880 and 1900. Feel free to compare these results with those in the original {ref}`pymc:pymc_overview` example. @@ -95,9 +97,9 @@ The white line in the following plot shows the median rate of accidents. The dar ```{code-cell} ipython3 _, ax = plt.subplots(figsize=(10, 6)) -rates = np.exp(idata_coal.posterior["μ"]) -rate_median = np.exp(idata_coal.posterior["μ"].median(dim=["draw", "chain"])) -ax.plot(x_centers, rate_median, "w", lw=3) +rates = idata_coal.posterior["μ"] +rate_mean = idata_coal.posterior["μ"].mean(dim=["draw", "chain"]) +ax.plot(x_centers, rate_mean, "w", lw=3) az.plot_hdi(x_centers, rates, smooth=False) az.plot_hdi(x_centers, rates, hdi_prob=0.5, smooth=False, plot_kwargs={"alpha": 0}) ax.plot(coal, np.zeros_like(coal) - 0.5, "k|") @@ -111,7 +113,7 @@ In the previous plot the white line is the median over 4000 posterior draws, and The following figure shows two samples from the posterior of $\mu$. We can see that these functions are not smooth. This is fine and is a direct consequence of using regression trees. Trees can be seen as a way to represent stepwise functions, and a sum of stepwise functions is just another stepwise function. Thus, when using BART we just need to know that we are assuming that a stepwise function is a good enough approximation for our problem. In practice this is often the case because we sum over many trees, usually values like 50, 100 or 200. Additionally, we often average over the posterior distribution. All this makes the "steps smoother", even when we never really have an smooth function as for example with Gaussian processes (splines). A nice theoretical result, tells us that in the limit of $m \to \infty$ the BART prior converges to a [nowheredifferentiable](https://en.wikipedia.org/wiki/Weierstrass_function) Gaussian process. ```{code-cell} ipython3 -plt.step(x_data, np.exp(pm.bart.predict(idata_coal, rng, size=2).T)); +plt.step(x_data, np.exp(pmx.bart.predict(idata_coal, rng, x_data, size=2).T)); ``` To gain further intuition the next figures show 3 of the `m` trees. As we can see these are definitely not very good approximators by themselves. inspecting individuals trees is generally not necessary. We are just showing them here to generate intuition about BART. @@ -119,7 +121,7 @@ To gain further intuition the next figures show 3 of the `m` trees. As we can se ```{code-cell} ipython3 bart_trees = idata_coal.sample_stats.bart_trees for i in [0, 1, 2]: - plt.step(x_data[:, 0], bart_trees[0, 0, i].item().predict_output()) + plt.step(x_data[:, 0], [bart_trees[0, 0, i].item().predict(x) for x in x_data]) ``` ## Biking with BART @@ -139,11 +141,11 @@ Y = bikes["count"] ``` ```{code-cell} ipython3 -with pm.Model(rng_seeder=rng) as model_bikes: +with pm.Model() as model_bikes: σ = pm.HalfNormal("σ", Y.std()) - μ = pm.BART("μ", X, Y, m=50) + μ = pmx.BART("μ", X, Y, m=50) y = pm.Normal("y", μ, σ, observed=Y) - idata_bikes = pm.sample() + idata_bikes = pm.sample(random_seed=RANDOM_SEED) ``` ### Partial dependence plots @@ -153,8 +155,7 @@ with pm.Model(rng_seeder=rng) as model_bikes: To help us interpret the results of our model we are going to use partial dependence plot. This is a type of plot that shows the marginal effect that one covariate has on the predicted variable. That is, what is the effect that a covariate $X_i$ has of $Y$ while we average over all the other covariates ($X_j, \forall j \not = i$). This type of plot are not exclusive of BART. But they are often used in the BART literature. PyMC provides an utility function to make this plot from the inference data. ```{code-cell} ipython3 -pm.bart.plot_dependence(idata_bikes, X=X, Y=Y, grid=(2, 2), var_discrete=[3]); -# plt.savefig("pdp_discrete.png", bbox_inches='tight') +pmx.bart.plot_dependence(idata_bikes, X=X, Y=Y, grid=(2, 2), var_discrete=[3]); ``` From this plot we can see the main effect of each covariate on the predicted value. This is very useful we can recover complex relationship beyond monotonic increasing or decreasing effects. For example for the `hour` covariate we can see two peaks around 8 and and 17 hs and a minimum at midnight. @@ -171,22 +172,16 @@ As we saw in the previous section a partial dependence plot can visualize give u The following plot shows the relative importance in a scale from 0 to 1 (less to more importance) and the sum of the individual importance is 1. See that, at least in this case, the relative importance qualitative agrees with the partial dependence plot. +Additionally, we provide a novel method to assess the variable importance. You can see an example in the bottom panel. On the x-axis we have the number of components (variables) and on the y-axis the Pearson correlation between the predictions made between the full-model (all variables included) and the restricted-models, those with only a subset of the variables in the full-model. The components are included following the relative variable importance order, as show in the top panel. Thus, in this example 1 component means `hour`, two components means `hour` and `temperature`, 3 components `hour`, `temperature`and `humidity`. Finally, four components means `hour`, `temperature`, `humidity`, `workingday`, i.e., the full model. Hence, from the next figure we can see that even a model with a single component, `hour`, is very close to the full model. Even more, the model with two components `hour`, and `temperature` is on average indistinguishable from the full model. The error bars represent the 94 \% HDI from the posterior predictive distribution. It is important to notice that to compute these correlations we do not resample the models, instead the predictions of the restricted-models are approximated from the full-model. + ```{code-cell} ipython3 -_, ax = plt.subplots(1) -VI = ( - idata_bikes.sample_stats["variable_inclusion"] - .stack(samples=("chain", "draw")) - .mean("samples") - .values -) -ax.plot(VI / VI.sum(), "o-") -ax.set_xticks(range(4)) -ax.set_xticklabels(["hour", "temperature", "humidity", "workingday"]) -ax.set_ylabel("relative importance"); +labels = ["hour", "temperature", "humidity", "workingday"] +pmx.bart.utils.plot_variable_importance(idata_bikes, X.values, labels, samples=100); ``` ## Authors * Authored by Osvaldo Martin in Dec, 2021 ([pymc-examples#259](https://github.com/pymc-devs/pymc-examples/pull/259)) +* Updated by Osvaldo Martin in May, 2022 ([pymc-examples#323](https://github.com/pymc-devs/pymc-examples/pull/323)) +++