{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# __Quickstart__" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this notebook, we cover the basic usage of `adelie`.\n", "We assume that the reader is familiar with the group elastic net problem.\n", "For an introduction to group elastic net, we refer the readers to \n", "[Introduction to Group Elastic Net](./introduction.ipynb)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import adelie as ad\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## __Gaussian Group Elastic Net__" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before using `adelie`, we assume that the user has a feature matrix `X` and a response vector `y`.\n", "For simplicity, we assume for now that `X` is a dense matrix,\n", "although we will later see that `X` can be substituted with a custom matrix as well.\n", "For demonstration, we will randomly generate our data." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "n = 100 # number of observations\n", "p = 1000 # number of features\n", "seed = 0 # seed\n", "\n", "np.random.seed(seed)\n", "X = np.random.normal(0, 1, (n, p))\n", "y = X[:, -1] * np.random.normal(0, 1) + np.random.normal(0, 1, n)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### __Lasso__" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The most basic call to `ad.grpnet` simply supplies a `X` matrix and a `glm` object.\n", "For example, `ad.glm.gaussian()` returns a Gaussian GLM object,\n", "which corresponds to the usual least squares loss function.\n", "By default, `ad.grpnet` will fit lasso by setting each feature as its own group.\n", "`adelie` is written to treat groups of size `1` in a more optimized manner,\n", "so it is a competitive lasso solver as well.\n", "`grpnet` will also generate a sequence of 100 regularizations $\\lambda$ \n", "evenly spaced on the log scale by default if the user does not provide the path.\n", "Since `grpnet` is a path-solver, it will warm-start at the next $\\lambda$\n", "using the current solution on the path.\n", "__For this reason, we recommend users to supply a sufficiently fine grid of__ $\\lambda$ __or use the default path!__" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/jhyang/sandbox/adelie/adelie/matrix.py:427: UserWarning: Detected matrix to be C-contiguous. Performance may improve with F-contiguous matrix.\n", " warnings.warn(\n", " 46%|\u001b[1;32m█\u001b[0m\u001b[1;32m█\u001b[0m\u001b[1;32m█\u001b[0m\u001b[1;32m█\u001b[0m\u001b[1;32m█\u001b[0m | 46/100 [00:00:00<00:00:00, 7341.55it/s] [dev:90.5%]\n" ] } ], "source": [ "state = ad.grpnet(\n", " X=X,\n", " glm=ad.glm.gaussian(y=y),\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the solver finished early in this example.\n", "We display a progress bar that indicates the number of $\\lambda$'s processed,\n", "time elapsed, time remaining, and the percent deviance explained.\n", "By default, the solver terminates if the latter reaches $90\\%$ as a simple heuristic to avoid overfitting.\n", "This threshold can be controlled via the argument `adev_tol`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The output of `ad.grpnet` is a _state_ object, which represents the state of the optimizer.\n", "For most use-cases, the users do not need to inspect the internals of a state object,\n", "with some exceptions:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "state.betas # (L, p) sparse matrix of solutions (one for each row)\n", "state.intercepts # (L,) intercepts\n", "state.devs # (L,) vector of % deviance explained\n", "state.lmdas # (L,) regularization at each saved solution\n", "assert True # barrier to not output anything" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Otherwise, we recommend users to use our diagnostic class,\n", "`ad.diagnostic.diagnostic`, to visualize aspects of the state." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "dg = ad.diagnostic.diagnostic(state=state)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For example, we can plot the coefficients and the percent deviance explained." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dg.plot_coefficients()\n", "dg.plot_devs()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Serious developers may be interested in the performance of the solver.\n", "We also provide a function to inspect the benchmark timings of the solver at each $\\lambda$." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dg.plot_benchmark()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### __Group Lasso__" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To fit group lasso, the user simply needs to supply a `groups` argument that\n", "defines the starting column index of $X$ for each group.\n", "For example, if there are `4` features with two (contiguous) groups of sizes `3` and `1`, respectively,\n", "then `groups = [0, 3]`.\n", "For demonstration, we take the same data as before and group every `10` features.\n", "We then fit group lasso using the same function." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " 38%|\u001b[1;32m█\u001b[0m\u001b[1;32m█\u001b[0m\u001b[1;32m█\u001b[0m\u001b[1;32m█\u001b[0m | 38/100 [00:00:00<00:00:00, 6806.88it/s] [dev:90.2%]\n" ] } ], "source": [ "state = ad.grpnet(\n", " X=X,\n", " glm=ad.glm.gaussian(y=y),\n", " groups=10*np.arange(X.shape[-1] // 10),\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As before, we may inspect the same elements of `state` and diagnostics." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "dg = ad.diagnostic.diagnostic(state=state)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dg.plot_coefficients()\n", "dg.plot_devs()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dg.plot_benchmark()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### __Covariance Method__" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For least squares specifically, we expose an equivalent solver `ad.solver.gaussian_cov` that \n", "uses summary statistics rather than individual-level data.\n", "\n", "We show below how to solve the equivalent problem presented in the previous sections.\n", "First, we create the summary statistics based on the individual-level data." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "Xc = X - np.mean(X, axis=0)[None]\n", "yc = y - np.mean(y)\n", "A = Xc.T @ Xc / n\n", "v = Xc.T @ yc / n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we use `gaussian_cov` to solve the Gaussian group elastic net problem." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " 63%|\u001b[1;32m█\u001b[0m\u001b[1;32m█\u001b[0m\u001b[1;32m█\u001b[0m\u001b[1;32m█\u001b[0m\u001b[1;32m█\u001b[0m\u001b[1;32m█\u001b[0m | 63/100 [00:00:00<00:00:00, 1718.76it/s] [rdev:0.1%]\n" ] } ], "source": [ "state_cov = ad.gaussian_cov(\n", " A=A,\n", " v=v,\n", " groups=10*np.arange(A.shape[-1] // 10),\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the progress bar displays a different measurement of deviance explained.\n", "For the covariance method, since it is usually infeasible to compute the loss at the saturated model,\n", "we only display the relative change in percent deviance explained\n", "(which can be computed without knowledge of the saturated loss):\n", "$$\n", "\\begin{align*}\n", " \\mathrm{rdev} \n", " := \n", " \\frac{\n", " \\ell(\\beta_{\\mathrm{prev}}) - \\ell(\\beta_{\\mathrm{curr}})\n", " }{\n", " \\ell(\\beta_{\\mathrm{null}}) - \\ell(\\beta_{\\mathrm{curr}})\n", " }\n", "\\end{align*}\n", "$$\n", "so that a $\\mathrm{rdev}$ close to zero indicates overfitting.\n", "In this example, we early exit the solver once $\\mathrm{rdev}$ reaches $0.1\\%$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can compare the solution with that of the result of `grpnet` from before." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "n_common_sols = min(state_cov.betas.shape[0], state.betas.shape[0])\n", "assert np.allclose(\n", " state_cov.betas[:n_common_sols].toarray(),\n", " state.betas[:n_common_sols].toarray(),\n", " atol=1e-3,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## __GLM Group Elastic Net__" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the previous section, we covered how to solve penalized least squares regression.\n", "Nearly all of the content remains the same for fitting penalized GLM regression.\n", "The only difference is in the choice of the `glm` object.\n", "For brevity, we only discuss logistic regression as our non-trivial GLM example,\n", "however the following discussion applies for any GLM.\n", "\n", "Let's generate our dataset for logistic regression." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "n = 100 # number of observations\n", "p = 1000 # number of features\n", "seed = 0 # seed\n", "\n", "np.random.seed(seed)\n", "X = np.random.normal(0, 1, (n, p))\n", "eta = X[:, -1] * np.random.normal(0, 1) + np.random.normal(0, 1, n)\n", "mu = 1 / (1 + np.exp(-eta))\n", "y = np.random.binomial(1, mu)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To solve the group elastic net problem using the logistic loss,\n", "we simply provide the Binomial GLM object.\n", "For simplicity, we fit the lasso problem below." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " 57%|\u001b[1;32m█\u001b[0m\u001b[1;32m█\u001b[0m\u001b[1;32m█\u001b[0m\u001b[1;32m█\u001b[0m\u001b[1;32m█\u001b[0m\u001b[1;32m█\u001b[0m | 57/100 [00:00:00<00:00:00, 5582.60it/s] [dev:90.2%]\n" ] } ], "source": [ "state = ad.grpnet(\n", " X=X,\n", " glm=ad.glm.binomial(y=y, dtype=np.float64),\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As before, the user may inspect diagnostic elements of the state in the same fashion." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## __Multi-Response GLM Elastic Net__" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`ad.grpnet` is also able to fit multi-response GLM elastic net.\n", "Currently, we only support MultiGaussian (least squares) and Multinomial GLMs.\n", "The only difference in the API from the single-response case \n", "is that `groups` argument only takes two possible values:\n", "`\"grouped\"` or `\"ungrouped\"`.\n", "If `groups=\"grouped\"` (default), then for each feature, \n", "the corresponding coefficients across the responses are grouped.\n", "Otherwise, every coefficient is in its own group.\n", "\n", "The following code shows an example of fitting a multi-response least squares group elastic net.\n", "For simplicity, we fit the lasso problem." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "n = 100 # number of observations\n", "p = 1000 # number of features\n", "K = 4 # number of responses\n", "seed = 0 # seed\n", "\n", "np.random.seed(seed)\n", "X = np.random.normal(0, 1, (n, p))\n", "y = X[:, -1:] @ np.random.normal(0, 1, (1, K)) + np.random.normal(0, 1, (n, K))" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " 61%|\u001b[1;32m█\u001b[0m\u001b[1;32m█\u001b[0m\u001b[1;32m█\u001b[0m\u001b[1;32m█\u001b[0m\u001b[1;32m█\u001b[0m\u001b[1;32m█\u001b[0m | 61/100 [00:00:00<00:00:00, 3082.20it/s] [dev:90.2%]\n" ] } ], "source": [ "state = ad.grpnet(\n", " X=X,\n", " glm=ad.glm.multigaussian(y=y),\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another important difference from the single-response case is that \n", "the user must be aware of the shape of the returned coefficients.\n", "For multi-response GLMs, the intercept (if `intercept=True`) is added for each response.\n", "Hence, `state.intercepts` will be a `(L, K)` matrix.\n", "Moreover, `state.betas` will be a `(L, pK)` sparse matrix where every `K` columns correspond to the\n", "coefficients associated with a feature and across all responses.\n", "So, `state.betas[i, :K]` are the coefficients for the `i` th solution on the path and first feature." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((61, 4), (61, 4000))" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(\n", " state.intercepts.shape,\n", " state.betas.shape,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For completion, we show an example of fitting a multinomial group elastic net.\n", "For simplicity, we fit the lasso problem." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "n = 100 # number of observations\n", "p = 1000 # number of features\n", "K = 4 # number of responses\n", "seed = 0 # seed\n", "\n", "np.random.seed(seed)\n", "X = np.random.normal(0, 1, (n, p))\n", "eta = X[:, -1:] @ np.random.normal(0, 1, (1, K)) + np.random.normal(0, 1, (n, K))\n", "mu = np.exp(eta) / np.sum(np.exp(eta), axis=-1)[:, None]\n", "y = np.array([np.random.multinomial(1, m) for m in mu])" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " 52%|\u001b[1;32m█\u001b[0m\u001b[1;32m█\u001b[0m\u001b[1;32m█\u001b[0m\u001b[1;32m█\u001b[0m\u001b[1;32m█\u001b[0m | 52/100 [00:00:00<00:00:00, 952.41it/s] [dev:90.2%]\n" ] } ], "source": [ "state = ad.grpnet(\n", " X=X,\n", " glm=ad.glm.multinomial(y=y, dtype=np.float64),\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## __Global Configurations__" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Global configurations can be toggled via `ad.configs.set_configs` function.\n", "\n", "To change the progress bar symbol, the user can run the following with the last argument being the desired symbol:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "ad.configs.set_configs(\"pb_symbol\", \"\\U0001f427\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, the progress bar will print penguins!" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " 52%|🐧🐧🐧🐧🐧 | 52/100 [00:00:00<00:00:00, 943.59it/s] [dev:90.2%]\n" ] } ], "source": [ "state = ad.grpnet(\n", " X=X,\n", " glm=ad.glm.multinomial(y=y, dtype=np.float64),\n", ")" ] } ], "metadata": { "kernelspec": { "display_name": "adelie", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.0" } }, "nbformat": 4, "nbformat_minor": 2 }