From 5ccb64df4862da794ff4504f0648f1fdd6261b28 Mon Sep 17 00:00:00 2001 From: Elizabeth Santorella Date: Sun, 11 Aug 2024 15:18:21 -0700 Subject: [PATCH] Speed up SAASBO tutorial by reducing dimension in smoke-test mode (#2463) Summary: Pull Request resolved: https://github.com/pytorch/botorch/pull/2463 Context: This was taking too long to run. This PR: * Uses a 2d problem in smoke-test mode, cutting the runtime each of the two slowest cells by ~50% * Uses LogEI instead of EI, getting rid of a warning Differential Revision: D61083720 --- tutorials/saasbo.ipynb | 55 +++++++++++++++++++++--------------------- 1 file changed, 27 insertions(+), 28 deletions(-) diff --git a/tutorials/saasbo.ipynb b/tutorials/saasbo.ipynb index d0fc6efe96..1114782d3b 100644 --- a/tutorials/saasbo.ipynb +++ b/tutorials/saasbo.ipynb @@ -27,7 +27,7 @@ "cubically with the number of datapoints. Depending on the problem, using more than a few hundred\n", "evaluations may not be feasible as SAASBO is designed for problems with a limited evaluation budget.\n", "\n", - "In general, we recommend using [Ax](https://ax.dev) for a simple BO setup like this one. See [here](https://ax.dev/tutorials/saasbo.html) for a SAASBO tutorial in Ax, which uses the Noisy Expected Improvement acquisition function. To customize the acquisition function used with SAASBO in Ax, see the [custom acquisition tutorial](./custom_acquisition), where adding `\\\"surrogate\\\": Surrogate(SaasFullyBayesianSingleTaskGP),` to the `model_kwargs` of `BOTORCH_MODULAR` step is sufficient to enable the SAAS model.\n", + "In general, we recommend using [Ax](https://ax.dev) for a simple BO setup like this one. See [here](https://ax.dev/tutorials/saasbo.html) for a SAASBO tutorial in Ax, which uses the Log Noisy Expected Improvement acquisition function. Therefore, this tutorial shows a minimal illustrative example of how to use SAASBO with only BoTorch. To customize the acquisition function used with SAASBO in Ax, see the [custom acquisition tutorial](./custom_acquisition), where adding `\\\"surrogate\\\": Surrogate(SaasFullyBayesianSingleTaskGP),` to the `model_kwargs` of `BOTORCH_MODULAR` step is sufficient to enable the SAAS model.\n", "\n", "[1]: [D. Eriksson, M. Jankowiak. High-Dimensional Bayesian Optimization with Sparse Axis-Aligned Subspaces. Proceedings of the Thirty-Seventh Conference on Uncertainty in Artificial Intelligence, 2021.](https://proceedings.mlr.press/v161/eriksson21a.html)" ] @@ -52,7 +52,7 @@ "from torch.quasirandom import SobolEngine\n", "\n", "from botorch import fit_fully_bayesian_model_nuts\n", - "from botorch.acquisition import qExpectedImprovement\n", + "from botorch.acquisition.logei import qLogExpectedImprovement\n", "from botorch.models.fully_bayesian import SaasFullyBayesianSingleTaskGP\n", "from botorch.models.transforms import Standardize\n", "from botorch.optim import optimize_acqf\n", @@ -196,8 +196,8 @@ "outputs": [], "source": [ "gp = SaasFullyBayesianSingleTaskGP(\n", - " train_X=train_X, \n", - " train_Y=train_Y, \n", + " train_X=train_X,\n", + " train_Y=train_Y,\n", " outcome_transform=Standardize(m=1)\n", ")\n", "fit_fully_bayesian_model_nuts(\n", @@ -243,7 +243,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "tensor([ 1.2600, 22.0002, 19.5355, 21.7929], dtype=torch.float64)\n" + "tensor([ 2.6688, 19.3581, 30.6755, 26.3881], dtype=torch.float64)\n" ] } ], @@ -336,8 +336,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Ground truth: tensor([0.7808, 0.8300, 0.1289, 0.7994, 0.2237], dtype=torch.float64)\n", - "Mixture mean: tensor([0.7808, 0.8298, 0.1427, 0.7994, 0.2242], dtype=torch.float64)\n" + "Ground truth: tensor([0.1842, 0.3531, 0.6900, 0.2710, 0.6056], dtype=torch.float64)\n", + "Mixture mean: tensor([0.1837, 0.3490, 0.6888, 0.2658, 0.6045], dtype=torch.float64)\n" ] } ], @@ -416,7 +416,7 @@ } ], "source": [ - "DIM = 30 if not SMOKE_TEST else 10\n", + "DIM = 30 if not SMOKE_TEST else 2\n", "\n", "# Evaluation budget\n", "N_INIT = 10\n", @@ -462,12 +462,11 @@ "output_type": "stream", "text": [ "Best initial point: 5.322\n", - "3) New best: 1.960 @ [1.000, 0.209]\n", - "4) New best: 1.145 @ [0.532, 0.213]\n", - "5) New best: 0.712 @ [0.136, 0.763]\n", - "6) New best: 0.445 @ [0.539, 0.143]\n", - "7) New best: 0.399 @ [0.542, 0.150]\n", - "8) New best: 0.398 @ [0.962, 0.164]\n" + "3) New best: 2.028 @ [1.000, 0.181]\n", + "4) New best: 2.019 @ [1.000, 0.219]\n", + "5) New best: 0.866 @ [0.129, 0.762]\n", + "6) New best: 0.415 @ [0.121, 0.831]\n", + "8) New best: 0.398 @ [0.542, 0.153]\n" ] } ], @@ -492,7 +491,7 @@ " disable_progbar=True,\n", " )\n", "\n", - " EI = qExpectedImprovement(model=gp, best_f=train_Y.max())\n", + " EI = qLogExpectedImprovement(model=gp, best_f=train_Y.max())\n", " candidates, acq_values = optimize_acqf(\n", " EI,\n", " bounds=torch.cat((torch.zeros(1, DIM), torch.ones(1, DIM))).to(**tkwargs),\n", @@ -545,7 +544,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -666,7 +665,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -740,16 +739,16 @@ "name": "stdout", "output_type": "stream", "text": [ - "Parameter 0) Median lengthscale = 7.57e-01\n", - "Parameter 1) Median lengthscale = 2.65e+00\n", - "Parameter 24) Median lengthscale = 6.28e+02\n", - "Parameter 7) Median lengthscale = 6.77e+02\n", - "Parameter 29) Median lengthscale = 7.54e+02\n", - "Parameter 19) Median lengthscale = 7.65e+02\n", - "Parameter 16) Median lengthscale = 7.94e+02\n", - "Parameter 27) Median lengthscale = 8.03e+02\n", - "Parameter 15) Median lengthscale = 8.32e+02\n", - "Parameter 26) Median lengthscale = 8.35e+02\n" + "Parameter 0) Median lengthscale = 7.38e-01\n", + "Parameter 1) Median lengthscale = 2.35e+00\n", + "Parameter 12) Median lengthscale = 5.04e+02\n", + "Parameter 29) Median lengthscale = 7.27e+02\n", + "Parameter 27) Median lengthscale = 7.72e+02\n", + "Parameter 7) Median lengthscale = 9.16e+02\n", + "Parameter 3) Median lengthscale = 9.53e+02\n", + "Parameter 16) Median lengthscale = 9.84e+02\n", + "Parameter 8) Median lengthscale = 1.04e+03\n", + "Parameter 9) Median lengthscale = 1.05e+03\n" ] } ], @@ -761,7 +760,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, "outputs": [], "source": []