From b660c10cf1f4dd197d7d258707b49e5292c76555 Mon Sep 17 00:00:00 2001 From: "Sterling G. Baird" Date: Wed, 13 Nov 2024 13:08:52 -0500 Subject: [PATCH] composition constraint fix https://github.com/sgbaird/honegumi/issues/71 --- docs/curriculum/tutorials/mobo/mobo.ipynb | 212 +++++++++------------- 1 file changed, 87 insertions(+), 125 deletions(-) diff --git a/docs/curriculum/tutorials/mobo/mobo.ipynb b/docs/curriculum/tutorials/mobo/mobo.ipynb index 7e752e5f..5a5b452f 100644 --- a/docs/curriculum/tutorials/mobo/mobo.ipynb +++ b/docs/curriculum/tutorials/mobo/mobo.ipynb @@ -65,7 +65,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -179,10 +179,9 @@ " {\"name\": \"x2\", \"type\": \"range\", \"bounds\": [0.0, 1.0]}, # MOD: update param\n", " {\"name\": \"x3\", \"type\": \"range\", \"bounds\": [0.0, 1.0]}, # MOD: add new param\n", " {\"name\": \"x4\", \"type\": \"range\", \"bounds\": [0.0, 1.0]}, # MOD: add new param\n", - " {\"name\": \"x5\", \"type\": \"range\", \"bounds\": [0.0, 1.0]}, # MOD: add new param\n", " {\"name\": \"x6\", \"type\": \"range\", \"bounds\": [0.01, 0.1]}, # MOD: add new param\n", " {\"name\": \"x7\", \"type\": \"range\", \"bounds\": [120.0, 200.0]}, # MOD: add new param\n", - " ],\n", + " ], # NOTE: x5 has been \"hidden\" from the search space\n", " objectives={ # MOD: set minimize=False and add threshold values\n", " obj1_name: ObjectiveProperties(minimize=False, threshold=70.0),\n", " obj2_name: ObjectiveProperties(minimize=False, threshold=0.0),\n", @@ -196,6 +195,9 @@ "for i in range(n_train):\n", " parameterization = X_train.iloc[i].to_dict()\n", "\n", + " # remove x5, since it's hidden from search space due to composition constraint\n", + " parameterization.pop(\"x5\")\n", + "\n", " ax_client.attach_trial(parameterization)\n", " ax_client.complete_trial(trial_index=i, raw_data=y_train[i])\n", "\n", @@ -228,19 +230,19 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "[WARNING 08-17 13:37:52] ax.service.utils.report_utils: Column reason missing for all trials. Not appending column.\n" + "[WARNING 11-13 13:01:57] ax.service.utils.report_utils: Column reason missing for all trials. Not appending column.\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -281,18 +283,9 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 11, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[INFO 04-17 12:11:49] ax.modelbridge.torch: The observations are identical to the last set of observations used to fit the model. Skipping model fitting.\n", - "/Users/andrewf/miniconda3/envs/ax_env/lib/python3.9/site-packages/ax/modelbridge/modelbridge_utils.py:878: UserWarning: FYI: The default behavior of `get_pareto_frontier_and_configs` when `transform_outcomes_and_configs` is not specified has changed. Previously, the default was `transform_outcomes_and_configs=True`; now this argument is deprecated and behavior is as if `transform_outcomes_and_configs=False`. You did not specify `transform_outcomes_and_configs`, so this warning requires no action.\n", - " frontier_observations, f, obj_w, obj_t = get_pareto_frontier_and_configs(\n" - ] - }, { "data": { "text/html": [ @@ -327,141 +320,76 @@ " \n", " \n", " \n", - " 21\n", - " 0.48\n", - " 0.22\n", - " 0.0\n", - " 0.09\n", - " 0.44\n", - " 0.03\n", - " 159.78\n", - " 114.99\n", - " 7.26\n", - " \n", - " \n", " 36\n", - " 0.47\n", - " 0.13\n", - " 0.0\n", - " 0.10\n", - " 0.44\n", - " 0.03\n", - " 161.00\n", - " 109.16\n", - " 8.20\n", - " \n", - " \n", - " 33\n", - " 0.50\n", - " 0.27\n", - " 0.0\n", - " 0.09\n", - " 0.50\n", - " 0.02\n", - " 167.62\n", - " 119.51\n", - " 6.00\n", - " \n", - " \n", - " 27\n", - " 0.48\n", - " 0.35\n", " 0.0\n", + " 0.23\n", + " 0.00\n", " 0.10\n", - " 0.48\n", + " 0.66\n", " 0.03\n", - " 167.12\n", - " 121.00\n", - " 5.35\n", + " 185.80\n", + " 92.52\n", + " 11.33\n", " \n", " \n", - " 32\n", - " 0.41\n", - " 0.07\n", + " 35\n", " 0.0\n", + " 0.15\n", + " 0.00\n", " 0.10\n", - " 0.46\n", + " 0.75\n", " 0.03\n", - " 154.36\n", - " 97.75\n", - " 8.92\n", + " 174.34\n", + " 86.71\n", + " 14.13\n", " \n", " \n", - " 37\n", - " 0.01\n", - " 0.26\n", + " 34\n", " 0.0\n", + " 0.38\n", + " 0.00\n", " 0.11\n", - " 0.70\n", + " 0.51\n", " 0.03\n", - " 168.55\n", - " 91.05\n", - " 11.38\n", + " 199.14\n", + " 97.28\n", + " 7.42\n", " \n", " \n", - " 35\n", - " 0.01\n", - " 0.18\n", + " 24\n", " 0.0\n", - " 0.11\n", - " 0.73\n", + " 0.36\n", + " 0.27\n", + " 0.10\n", + " 0.26\n", " 0.03\n", - " 167.41\n", - " 86.79\n", - " 13.33\n", + " 184.12\n", + " 92.64\n", + " 8.39\n", " \n", " \n", - " 18\n", - " 0.04\n", - " 0.08\n", - " 0.0\n", - " 0.12\n", - " 0.74\n", - " 0.02\n", - " 169.50\n", - " 79.40\n", - " 14.41\n", - " \n", - " \n", - " 34\n", - " 0.00\n", - " 0.06\n", + " 37\n", " 0.0\n", - " 0.12\n", - " 0.76\n", - " 0.03\n", - " 165.61\n", - " 77.41\n", - " 15.84\n", - " \n", - " \n", - " 30\n", - " 0.00\n", " 0.05\n", - " 0.0\n", - " 0.13\n", - " 0.82\n", + " 0.00\n", + " 0.10\n", + " 0.85\n", " 0.03\n", - " 152.92\n", - " 72.03\n", - " 16.44\n", + " 169.47\n", + " 79.59\n", + " 16.07\n", " \n", " \n", "\n", "" ], "text/plain": [ - " x1 x2 x3 x4 x5 x6 x7 strength biodegradability\n", - "21 0.48 0.22 0.0 0.09 0.44 0.03 159.78 114.99 7.26\n", - "36 0.47 0.13 0.0 0.10 0.44 0.03 161.00 109.16 8.20\n", - "33 0.50 0.27 0.0 0.09 0.50 0.02 167.62 119.51 6.00\n", - "27 0.48 0.35 0.0 0.10 0.48 0.03 167.12 121.00 5.35\n", - "32 0.41 0.07 0.0 0.10 0.46 0.03 154.36 97.75 8.92\n", - "37 0.01 0.26 0.0 0.11 0.70 0.03 168.55 91.05 11.38\n", - "35 0.01 0.18 0.0 0.11 0.73 0.03 167.41 86.79 13.33\n", - "18 0.04 0.08 0.0 0.12 0.74 0.02 169.50 79.40 14.41\n", - "34 0.00 0.06 0.0 0.12 0.76 0.03 165.61 77.41 15.84\n", - "30 0.00 0.05 0.0 0.13 0.82 0.03 152.92 72.03 16.44" + " x1 x2 x3 x4 x5 x6 x7 strength biodegradability\n", + "36 0.0 0.23 0.00 0.10 0.66 0.03 185.80 92.52 11.33\n", + "35 0.0 0.15 0.00 0.10 0.75 0.03 174.34 86.71 14.13\n", + "34 0.0 0.38 0.00 0.11 0.51 0.03 199.14 97.28 7.42\n", + "24 0.0 0.36 0.27 0.10 0.26 0.03 184.12 92.64 8.39\n", + "37 0.0 0.05 0.00 0.10 0.85 0.03 169.47 79.59 16.07" ] }, "metadata": {}, @@ -471,19 +399,53 @@ "source": [ "p_op = ax_client.get_pareto_optimal_parameters()\n", "\n", - "# parse p_op values to get parameters and values\n", + "# parse p_op values to get parameters and values\n", "p_op_index = list(p_op.keys())\n", "p_op_params = [p_op[i][0] for i in p_op_index]\n", "p_op_values = [p_op[i][1][0] for i in p_op_index]\n", "\n", "# organize the results into a dataframe\n", "pareto_results = pd.DataFrame(p_op_params, columns=[\"x1\", \"x2\", \"x3\", \"x4\", \"x5\", \"x6\", \"x7\"])\n", + "pareto_results[\"x5\"] = total - pareto_results[[\"x1\", \"x2\", \"x3\", \"x4\"]].sum(axis=1)\n", "pareto_results[\"strength\"] = [v[\"strength\"] for v in p_op_values]\n", "pareto_results[\"biodegradability\"] = [v[\"biodegradability\"] for v in p_op_values]\n", "pareto_results.index = p_op_index\n", "display(pareto_results.round(2))" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also double check to see that the composition constraint was satisifed." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "36 1.0\n", + "35 1.0\n", + "34 1.0\n", + "24 1.0\n", + "37 1.0\n", + "dtype: float64" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# sum x1 to x5\n", + "pareto_results[[\"x1\", \"x2\", \"x3\", \"x4\", \"x5\"]].sum(axis=1)" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -500,7 +462,7 @@ ], "metadata": { "kernelspec": { - "display_name": "ax_env", + "display_name": "honegumi", "language": "python", "name": "python3" }, @@ -514,7 +476,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.14" + "version": "3.11.9" } }, "nbformat": 4,