From 839972220fb582751c5ae25f9254fc0fd7f265bb Mon Sep 17 00:00:00 2001 From: Ryan Roussel Date: Mon, 9 Dec 2024 14:19:01 -0600 Subject: [PATCH] Update time_dependent_bo.ipynb --- .../time_dependent_bo.ipynb | 140 ++---------------- 1 file changed, 15 insertions(+), 125 deletions(-) diff --git a/docs/examples/single_objective_bayes_opt/time_dependent_bo.ipynb b/docs/examples/single_objective_bayes_opt/time_dependent_bo.ipynb index bd823771..a7333d22 100644 --- a/docs/examples/single_objective_bayes_opt/time_dependent_bo.ipynb +++ b/docs/examples/single_objective_bayes_opt/time_dependent_bo.ipynb @@ -15,13 +15,8 @@ }, { "cell_type": "code", - "execution_count": 1, - "metadata": { - "ExecuteTime": { - "end_time": "2024-12-09T20:05:40.507243800Z", - "start_time": "2024-12-09T20:05:36.229398700Z" - } - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "# set values if testing\n", @@ -65,17 +60,13 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "execution": { "iopub.execute_input": "2024-09-13T15:55:17.650035Z", "iopub.status.busy": "2024-09-13T15:55:17.649856Z", "iopub.status.idle": "2024-09-13T15:55:17.659060Z", "shell.execute_reply": "2024-09-13T15:55:17.658810Z" - }, - "ExecuteTime": { - "end_time": "2024-12-09T20:05:40.514242700Z", - "start_time": "2024-12-09T20:05:40.510242300Z" } }, "outputs": [], @@ -113,13 +104,8 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": { - "ExecuteTime": { - "end_time": "2024-12-09T20:05:40.527761900Z", - "start_time": "2024-12-09T20:05:40.515243100Z" - } - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "variables = {\"x\": [-1, 1]}\n", @@ -141,28 +127,16 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "execution": { "iopub.execute_input": "2024-09-13T15:55:17.679779Z", "iopub.status.busy": "2024-09-13T15:55:17.679658Z", "iopub.status.idle": "2024-09-13T15:55:40.915698Z", "shell.execute_reply": "2024-09-13T15:55:40.914547Z" - }, - "ExecuteTime": { - "end_time": "2024-12-09T20:07:08.093109Z", - "start_time": "2024-12-09T20:05:40.530762200Z" } }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "100%|██████████| 250/250 [01:27<00:00, 2.86it/s]\n" - ] - } - ], + "outputs": [], "source": [ "generator = TDUpperConfidenceBoundGenerator(\n", " vocs=vocs,\n", @@ -198,39 +172,9 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": { - "ExecuteTime": { - "end_time": "2024-12-09T20:07:24.401403500Z", - "start_time": "2024-12-09T20:07:08.099117100Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": "
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" 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" 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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "data = X.data\n", "\n", @@ -297,44 +241,16 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "execution": { "iopub.execute_input": "2024-09-13T15:55:41.794609Z", "iopub.status.busy": "2024-09-13T15:55:41.794517Z", "iopub.status.idle": "2024-09-13T15:55:42.112062Z", "shell.execute_reply": "2024-09-13T15:55:42.111804Z" - }, - "ExecuteTime": { - "end_time": "2024-12-09T20:07:24.816767Z", - "start_time": "2024-12-09T20:07:24.405365500Z" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "87.33404231071472\n" - ] - }, - { - "data": { - "text/plain": "
", - "image/png": 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" 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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# note that target time is only updated during the generate call\n", "target_time = X.generator.target_prediction_time\n", @@ -377,35 +293,9 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": { - "ExecuteTime": { - "end_time": "2024-12-09T20:07:41.016297Z", - "start_time": "2024-12-09T20:07:24.807797800Z" - } - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - " 20%|██ | 50/250 [00:15<01:02, 3.21it/s]\n" - ] - }, - { - "ename": "KeyboardInterrupt", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001B[1;31m---------------------------------------------------------------------------\u001B[0m", - "\u001B[1;31mKeyboardInterrupt\u001B[0m Traceback (most recent call last)", - "Cell \u001B[1;32mIn[7], line 24\u001B[0m\n\u001B[0;32m 22\u001B[0m \u001B[38;5;28;01mwith\u001B[39;00m warnings\u001B[38;5;241m.\u001B[39mcatch_warnings():\n\u001B[0;32m 23\u001B[0m warnings\u001B[38;5;241m.\u001B[39mfilterwarnings(\u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mignore\u001B[39m\u001B[38;5;124m\"\u001B[39m, category\u001B[38;5;241m=\u001B[39m\u001B[38;5;167;01mRuntimeWarning\u001B[39;00m)\n\u001B[1;32m---> 24\u001B[0m \u001B[43mX\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mstep\u001B[49m\u001B[43m(\u001B[49m\u001B[43m)\u001B[49m\n\u001B[0;32m 25\u001B[0m time\u001B[38;5;241m.\u001B[39msleep(\u001B[38;5;241m0.1\u001B[39m)\n", - "File \u001B[1;32m~\\Documents\\GitHub\\Xopt\\xopt\\base.py:238\u001B[0m, in \u001B[0;36mXopt.step\u001B[1;34m(self)\u001B[0m\n\u001B[0;32m 236\u001B[0m \u001B[38;5;66;03m# generate samples and submit to evaluator\u001B[39;00m\n\u001B[0;32m 237\u001B[0m logger\u001B[38;5;241m.\u001B[39mdebug(\u001B[38;5;124mf\u001B[39m\u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mGenerating \u001B[39m\u001B[38;5;132;01m{\u001B[39;00mn_generate\u001B[38;5;132;01m}\u001B[39;00m\u001B[38;5;124m candidates\u001B[39m\u001B[38;5;124m\"\u001B[39m)\n\u001B[1;32m--> 238\u001B[0m new_samples \u001B[38;5;241m=\u001B[39m \u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mgenerator\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mgenerate\u001B[49m\u001B[43m(\u001B[49m\u001B[43mn_generate\u001B[49m\u001B[43m)\u001B[49m\n\u001B[0;32m 240\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m new_samples \u001B[38;5;129;01mis\u001B[39;00m \u001B[38;5;129;01mnot\u001B[39;00m \u001B[38;5;28;01mNone\u001B[39;00m:\n\u001B[0;32m 241\u001B[0m \u001B[38;5;66;03m# Evaluate data\u001B[39;00m\n\u001B[0;32m 242\u001B[0m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mevaluate_data(new_samples)\n", - "File \u001B[1;32m~\\Documents\\GitHub\\Xopt\\xopt\\generators\\bayesian\\time_dependent.py:72\u001B[0m, in \u001B[0;36mTimeDependentBayesianGenerator.generate\u001B[1;34m(self, n_candidates)\u001B[0m\n\u001B[0;32m 66\u001B[0m warnings\u001B[38;5;241m.\u001B[39mwarn(\n\u001B[0;32m 67\u001B[0m \u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mtarget prediction time is in the past! Increase \u001B[39m\u001B[38;5;124m\"\u001B[39m\n\u001B[0;32m 68\u001B[0m \u001B[38;5;124m\"\u001B[39m\u001B[38;5;124madded time for accurate results\u001B[39m\u001B[38;5;124m\"\u001B[39m,\n\u001B[0;32m 69\u001B[0m \u001B[38;5;167;01mRuntimeWarning\u001B[39;00m,\n\u001B[0;32m 70\u001B[0m )\n\u001B[0;32m 71\u001B[0m \u001B[38;5;28;01mwhile\u001B[39;00m time\u001B[38;5;241m.\u001B[39mtime() \u001B[38;5;241m<\u001B[39m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mtarget_prediction_time:\n\u001B[1;32m---> 72\u001B[0m \u001B[43mtime\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43msleep\u001B[49m\u001B[43m(\u001B[49m\u001B[38;5;241;43m0.001\u001B[39;49m\u001B[43m)\u001B[49m\n\u001B[0;32m 74\u001B[0m \u001B[38;5;28;01mreturn\u001B[39;00m output\n", - "\u001B[1;31mKeyboardInterrupt\u001B[0m: " - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "generator = TDUpperConfidenceBoundGenerator(\n", " vocs=vocs,\n",