diff --git a/tutorials/early_stopping/early_stopping.ipynb b/tutorials/early_stopping/early_stopping.ipynb new file mode 100644 index 00000000000..e6cf4fc9695 --- /dev/null +++ b/tutorials/early_stopping/early_stopping.ipynb @@ -0,0 +1,8909 @@ +{ + "metadata": { + "kernelspec": { + "name": "python3", + "display_name": "python3", + "language": "python" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3" + } + }, + "nbformat": 4, + "nbformat_minor": 2, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "originalKey": "e0bc4e17-2f06-4c45-b5c2-da9ae6121f64", + "showInput": true, + "customInput": null, + "language": "markdown", + "outputsInitialized": false, + "isAgentGenerated": false + }, + "source": [ + "# Ask-tell experimentation with trial-level early stopping\r\n", + "\r\n", + "Sometimes, there is stepwise information available on the way to a final measurement.\r\n", + "The goal of trial-level early stopping is to monitor the results of expensive evaluations with timeseries-like data and terminate those that are unlikely to produce promising results, freeing up resources to explore more configurations.\r\n", + "\r\n", + "Like the [ask-tell tutorial](#) we'll be minimizing the Hartmann6 function, but this time we've modified it to incorporate a new parameter $t$ which allows the function to produce timeseries-like data where the value returned is closer and closer to Hartmann6's true value as $t$ increases.\r\n", + "At $t = 100$ the function will simply return Hartmann6's unaltered value.\r\n", + "$$\r\n", + "f(x, t) = hartmann6(x) - log_2(t/100)\r\n", + "$$\r\n", + "While the function is synthetic, the workflow captures the intended principles for this tutorial and is similar to the process of training typical machine learning models.\r\n", + "\r\n", + "## Learning Objectives\r\n", + "- Understand when time-series-like data can be used in an optimization experiment\r\n", + "- Run a simple optimization experiment with early stopping\r\n", + "- Configure details of an early stopping strategy\r\n", + "- Analyze the results of the optimization\r\n", + "\r\n", + "## Prerequisites\r\n", + "- Familiarity with Python and basic programming concepts\r\n", + "- Understanding of [adaptive experimentation](#) and [Bayesian optimization](#)\r\n", + "- [Ask-tell Optimization of Python Functions](#)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "originalKey": "6c37f67a-3e56-4338-947d-915c6e62bd79", + "showInput": false, + "customInput": null, + "language": "markdown" + }, + "source": [ + "## Step 1: Import Necessary Modules\n", + "\n", + "First, ensure you have all the necessary imports:" + ] + }, + { + "cell_type": "code", + "metadata": { + "originalKey": "288b1d67-ac58-4cbc-b625-26445141ce64", + "showInput": true, + "customInput": null, + "language": "python", + "executionStartTime": 1739309769186, + "executionStopTime": 1739309769452, + "serverExecutionDuration": 1.428663963452, + "collapsed": false, + "requestMsgId": "288b1d67-ac58-4cbc-b625-26445141ce64", + "outputsInitialized": true, + "customOutput": null, + "isAgentGenerated": false + }, + "source": [ + "import numpy as np\r\n", + "import plotly.express as px\r\n", + "import plotly.graph_objects as go\r\n", + "from ax.early_stopping.strategies import PercentileEarlyStoppingStrategy\r\n", + "from ax.preview.api.client import Client\r\n", + "from ax.preview.api.configs import ExperimentConfig, ParameterType, RangeParameterConfig" + ], + "execution_count": 67, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "originalKey": "2d90d50e-8258-4fd3-a99e-dc26077a90a7", + "showInput": false, + "customInput": null, + "language": "markdown", + "outputsInitialized": false, + "isAgentGenerated": false + }, + "source": [ + "## Step 2: Initialize the Client\n", + "Create an instance of the `Client` to manage the state of your experiment." + ] + }, + { + "cell_type": "code", + "metadata": { + "originalKey": "14d7212e-426e-407a-8ad7-3e5c9b9881cb", + "showInput": true, + "customInput": null, + "language": "python", + "executionStartTime": 1739309769456, + "executionStopTime": 1739309770044, + "serverExecutionDuration": 1.5575950965285, + "collapsed": false, + "requestMsgId": "14d7212e-426e-407a-8ad7-3e5c9b9881cb", + "outputsInitialized": true, + "customOutput": null, + "isAgentGenerated": false + }, + "source": [ + "client = Client(random_seed=42)" + ], + "execution_count": 68, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "originalKey": "02887e7c-6e0e-4940-8cd5-4e3aa78ae16c", + "showInput": false, + "customInput": null, + "language": "markdown", + "outputsInitialized": false, + "isAgentGenerated": false + }, + "source": [ + "## Step 3: Configure the Experiment\r\n", + "\r\n", + "The `Client` expects a series of `Config`s which define how the experiment will be run.\r\n", + "We'll set this up the same way as we did in our previous tutorial.\r\n", + "\r\n", + "The Hartmann6 is usually evaluated on the hypercube $x_i \\in (0, 1)$, so we will define six identical `RangeParameterConfig`s with the appropriate bounds, and add these to an `ExperimentConfig` along with other metadata about the experiment." + ] + }, + { + "cell_type": "code", + "metadata": { + "originalKey": "3027314b-2076-4199-9641-6e8b8ec401da", + "showInput": true, + "customInput": null, + "language": "python", + "executionStartTime": 1739309770048, + "executionStopTime": 1739309770238, + "serverExecutionDuration": 1.8919380381703, + "collapsed": false, + "requestMsgId": "3027314b-2076-4199-9641-6e8b8ec401da", + "outputsInitialized": true, + "customOutput": null, + "isAgentGenerated": false + }, + "source": [ + "# Define six float parameters for the Hartmann6 function\r\n", + "parameters = [\r\n", + " RangeParameterConfig(\r\n", + " name=f\"x{i + 1}\", parameter_type=ParameterType.FLOAT, bounds=(0, 1)\r\n", + " )\r\n", + " for i in range(6)\r\n", + "]\r\n", + "\r\n", + "# Create an experiment configuration\r\n", + "experiment_config = ExperimentConfig(\r\n", + " name=\"hartmann6_experiment\",\r\n", + " parameters=parameters,\r\n", + " # The following arguments are optional\r\n", + " description=\"Optimization of the Hartmann6 function\",\r\n", + " owner=\"developer\",\r\n", + ")\r\n", + "\r\n", + "# Apply the experiment configuration to the client\r\n", + "client.configure_experiment(experiment_config=experiment_config)" + ], + "execution_count": 69, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "originalKey": "d73ca67f-eb86-4d74-b4cc-ef211dba66ba", + "showInput": false, + "customInput": null, + "language": "markdown", + "outputsInitialized": false, + "isAgentGenerated": false + }, + "source": [ + "## Step 4: Configure Optimization\r\n", + "Now, we must set up the optimization objective in `Client`, where `objective` is a string that specifies which metric we would like to optimize and which direction we consider optimal.\r\n", + "\r\n", + "We set the objective to be `-hartmann6` to signify that we want to minimize the function." + ] + }, + { + "cell_type": "code", + "metadata": { + "originalKey": "237f31f6-cad2-4cfd-8cc8-ade5d5f7cc30", + "showInput": true, + "customInput": null, + "language": "python", + "executionStartTime": 1739309770243, + "executionStopTime": 1739309770451, + "serverExecutionDuration": 2.1110590314493, + "collapsed": false, + "requestMsgId": "237f31f6-cad2-4cfd-8cc8-ade5d5f7cc30", + "outputsInitialized": true, + "customOutput": null, + "isAgentGenerated": false + }, + "source": [ + "client.configure_optimization(objective=\"-hartmann6\")" + ], + "execution_count": 70, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "originalKey": "ba47a991-d87b-48b5-88ba-40a72620332a", + "showInput": false, + "customInput": null, + "language": "markdown", + "outputsInitialized": false, + "isAgentGenerated": false + }, + "source": [ + "## Step 5: Run Trials with early stopping\r\n", + "Here, we will configure the ask-tell loop.\r\n", + "\r\n", + "We begin by defining our Hartmann6 function as written above.\r\n", + "Remember, this is just an example problem and any Python function can be substituted here.\r\n", + "\r\n", + "Then we will iteratively do the following:\r\n", + "* Call `client.get_next_trials` to \"ask\" Ax for a parameterization to evaluate\r\n", + "* Evaluate `hartmann6_curve` using those parameters in an inner loop to simulate the generation of timeseries data\r\n", + "* \"Tell\" Ax the partial result using `client.attach_data`\r\n", + "* Query whether the trial should be stopped via `client.should_stop_trial_early`\r\n", + "* Stop the underperforming trial and report back to Ax that is has been stopped\r\n", + "\r\n", + "This loop will run multiple trials to optimize the function.\r\n", + "\r\n", + "Ax will configure an EarlyStoppingStrategy when `should_stop_trial_early` is called for the first time.\r\n", + "By default Ax uses Percentile early stopping, a strategy where trials are ended early if its performance falls below that of other trials at the same step.\r\n", + "This is parameterized via a minimum number of \"progressions\" to prevent the trial from stopping prematurely, i.e., before enough data is gathered to make a decision as well as the minimum number of trials with curve data that should complete before trials are allowed to be stopped early." + ] + }, + { + "cell_type": "code", + "metadata": { + "originalKey": "b1208371-8d12-43d1-9602-c85b30a38492", + "showInput": true, + "customInput": null, + "language": "python", + "executionStartTime": 1739309770456, + "executionStopTime": 1739309770668, + "serverExecutionDuration": 1.9606580026448, + "collapsed": false, + "requestMsgId": "b1208371-8d12-43d1-9602-c85b30a38492", + "outputsInitialized": true, + "customOutput": null, + "isAgentGenerated": false + }, + "source": [ + "# Hartmann6 function\r\n", + "def hartmann6(x1, x2, x3, x4, x5, x6):\r\n", + " alpha = np.array([1.0, 1.2, 3.0, 3.2])\r\n", + " A = np.array([\r\n", + " [10, 3, 17, 3.5, 1.7, 8],\r\n", + " [0.05, 10, 17, 0.1, 8, 14],\r\n", + " [3, 3.5, 1.7, 10, 17, 8],\r\n", + " [17, 8, 0.05, 10, 0.1, 14]\r\n", + " ])\r\n", + " P = 10**-4 * np.array([\r\n", + " [1312, 1696, 5569, 124, 8283, 5886],\r\n", + " [2329, 4135, 8307, 3736, 1004, 9991],\r\n", + " [2348, 1451, 3522, 2883, 3047, 6650],\r\n", + " [4047, 8828, 8732, 5743, 1091, 381]\r\n", + " ])\r\n", + " \r\n", + " outer = 0.0\r\n", + " for i in range(4):\r\n", + " inner = 0.0\r\n", + " for j, x in enumerate([x1, x2, x3, x4, x5, x6]):\r\n", + " inner += A[i, j] * (x - P[i, j])**2\r\n", + " outer += alpha[i] * np.exp(-inner)\r\n", + " return -outer\r\n", + "\r\n", + "# Hartmann6 function with additional t term\r\n", + "def hartmann6_curve(x1, x2, x3, x4, x5, x6, t):\r\n", + " return hartmann6(x1, x2, x3, x4, x5, x6) - np.log2(t)" + ], + "execution_count": 71, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "originalKey": "850df094-3b9b-4527-bd28-ce7d991d22ce", + "showInput": true, + "customInput": null, + "language": "python", + "executionStartTime": 1739309770670, + "executionStopTime": 1739309792689, + "serverExecutionDuration": 21860.721127014, + "collapsed": true, + "requestMsgId": "850df094-3b9b-4527-bd28-ce7d991d22ce", + "customOutput": null, + "outputsInitialized": true, + "isAgentGenerated": false + }, + "source": [ + "maximum_progressions = 100 # Observe hartmann6_curve over 100 progressions\r\n", + "\r\n", + "for _ in range(30): # Run 30 trials\r\n", + " trials = client.get_next_trials(maximum_trials=1)\r\n", + " for trial_index, parameters in trials.items():\r\n", + " for t in range(1, maximum_progressions + 1):\r\n", + " raw_data = {\"hartmann6\": hartmann6_curve(t=t, **parameters)}\r\n", + "\r\n", + " # On the final reading call complete_trial, else call attach_data\r\n", + " if t == maximum_progressions:\r\n", + " client.complete_trial(\r\n", + " trial_index=trial_index, raw_data=raw_data, progression=t\r\n", + " )\r\n", + " else:\r\n", + " client.attach_data(\r\n", + " trial_index=trial_index, raw_data=raw_data, progression=t\r\n", + " )\r\n", + " \r\n", + " # If the trial is underperforming, stop it\r\n", + " if client.should_stop_trial_early(trial_index=trial_index):\r\n", + " client.mark_trial_early_stopped(\r\n", + " trial_index=trial_index, raw_data=raw_data, progression=t\r\n", + " )\r\n", + " break" + ], + "execution_count": 72, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:10] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:10] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:10] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:10] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:10] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:11] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:12] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:13] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:13] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:13] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:13] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:13] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:13] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:13] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:13] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:13] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:13] ax.early_stopping.strategies.base: The number of completed trials (0) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:13] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:13] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:13] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:13] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:13] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:13] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:13] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:13] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:13] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:13] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:13] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:13] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:13] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:13] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:13] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:13] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:13] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:13] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:13] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:13] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:13] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:13] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:13] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:13] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:13] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:13] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:13] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:13] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:13] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:13] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:13] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:14] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:14] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:14] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:14] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:14] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:14] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:14] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:14] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:14] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:14] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:14] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:14] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:14] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:14] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:14] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:14] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:14] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:14] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:14] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:14] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:14] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:14] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:14] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:14] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:14] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:14] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:14] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:14] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:14] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:14] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:14] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:14] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:14] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:14] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:14] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:14] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:14] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:14] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:14] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:14] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:14] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:15] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:15] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:15] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:15] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:15] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:15] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:15] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:15] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:15] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:15] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:15] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:15] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:15] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:15] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:15] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:15] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:15] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:15] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:15] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:15] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:15] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:15] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:15] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:15] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:15] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:15] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:15] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:15] ax.early_stopping.strategies.base: The number of completed trials (1) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:15] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:15] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:15] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:15] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:15] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:15] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:15] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:15] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:15] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:15] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:15] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:15] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:16] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:16] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:16] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:16] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:16] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:16] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:16] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:16] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:16] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:16] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:16] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:16] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:16] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:16] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:16] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:16] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:16] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:16] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:16] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:16] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:16] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:16] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:16] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:16] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:16] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:16] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:16] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:16] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:16] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:16] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:16] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:16] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:16] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:16] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:16] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:16] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:16] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:16] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:16] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:16] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:16] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:17] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:17] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:17] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:17] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:17] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:17] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:17] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:17] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:17] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:17] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:17] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:17] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:17] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:17] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:17] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:17] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:17] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:17] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:17] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:17] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:17] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:17] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:17] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:17] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:17] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:17] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:17] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:17] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:17] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:17] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:17] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:17] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:17] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:17] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:17] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:17] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:17] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:17] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:17] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:17] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:18] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:18] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:18] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:18] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:18] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:18] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:18] ax.early_stopping.strategies.base: The number of completed trials (2) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:18] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:18] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:18] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:18] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:18] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:18] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:18] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:18] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:18] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:18] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:18] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:18] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:18] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:18] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:18] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:18] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:18] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:18] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:18] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:18] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:18] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:18] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:18] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:18] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:18] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:18] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:18] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:18] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:18] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:18] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:18] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:18] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:19] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:19] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:19] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:19] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:19] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:19] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:19] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:19] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:19] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:19] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:19] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:19] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:19] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:19] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:19] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:19] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:19] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:19] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:19] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:19] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:19] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:19] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:19] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:19] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:19] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:19] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:19] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:19] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:19] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:19] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:19] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:19] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:19] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:19] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:19] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:19] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:19] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:19] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:19] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:19] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:20] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:20] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:20] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:20] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:20] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:20] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:20] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:20] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:20] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:20] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:20] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:20] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:20] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:20] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:20] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:20] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:20] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:20] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:20] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:20] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:20] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:20] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:20] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:20] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:20] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:20] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:20] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:20] ax.early_stopping.strategies.base: The number of completed trials (3) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:20] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:20] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:20] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:20] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:20] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:20] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:20] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:20] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:20] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:20] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:20] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:21] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:21] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:21] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:21] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:21] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:21] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:21] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:21] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:21] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:21] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:21] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:21] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:21] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:21] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:21] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:21] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:21] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:21] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:21] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:21] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:21] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:21] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:21] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:21] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:21] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:21] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:21] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:21] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:21] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:21] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:21] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:21] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:21] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:21] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:21] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:21] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:21] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:21] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:21] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:22] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:22] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:22] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:22] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:22] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:22] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:22] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:22] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:22] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:22] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:22] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:22] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:22] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:22] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:22] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:22] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:22] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:22] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:22] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:22] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:22] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:22] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:22] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:22] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:22] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:22] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:22] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:22] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:22] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:22] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:22] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:22] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:22] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:22] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:22] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:22] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:22] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:22] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:22] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:22] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:23] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:23] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:23] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:23] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:23] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:23] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:23] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:23] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:23] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:23] ax.early_stopping.strategies.base: The number of completed trials (4) is less than the minimum number of curves needed for early stopping (5). Not early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:23] ax.early_stopping.strategies.base: Last progression of any candidate for trial stopping is 100.0.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:23] ax.early_stopping.strategies.percentile: Considering trial 4 for early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:23] ax.early_stopping.strategies.base: Last progression of Trial 4 is 100.0.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:23] ax.early_stopping.strategies.percentile: Early stopping objective at last progression is:\n0 -6.837499\n1 -6.693940\n2 -6.647428\n3 -6.888636\n4 -6.762162\nName: 100.0, dtype: float64.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:23] ax.early_stopping.strategies.percentile: Early stopping decision for 4: False. Reason: Trial objective value -6.762162151059848 is better than 50.0-th percentile (-6.762162151059848) across comparable trials.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[W 250211 13:36:23 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[W 250211 13:36:26 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:36:26 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:36:26 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:36:26 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:36:26 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[W 250211 13:36:27 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:36:27 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:36:27 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:36:27 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:36:27 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[INFO 02-11 13:36:27] ax.early_stopping.strategies.base: Last progression of any candidate for trial stopping is 1.0.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:27] ax.early_stopping.strategies.base: No trials have reached 10. Not stopping any trials.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:27] ax.early_stopping.strategies.base: Last progression of any candidate for trial stopping is 2.0.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:27] ax.early_stopping.strategies.base: No trials have reached 10. Not stopping any trials.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:27] ax.early_stopping.strategies.base: Last progression of any candidate for trial stopping is 3.0.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:27] ax.early_stopping.strategies.base: No trials have reached 10. Not stopping any trials.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:27] ax.early_stopping.strategies.base: Last progression of any candidate for trial stopping is 4.0.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:27] ax.early_stopping.strategies.base: No trials have reached 10. Not stopping any trials.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:27] ax.early_stopping.strategies.base: Last progression of any candidate for trial stopping is 5.0.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:27] ax.early_stopping.strategies.base: No trials have reached 10. Not stopping any trials.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:27] ax.early_stopping.strategies.base: Last progression of any candidate for trial stopping is 6.0.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:27] ax.early_stopping.strategies.base: No trials have reached 10. Not stopping any trials.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:27] ax.early_stopping.strategies.base: Last progression of any candidate for trial stopping is 7.0.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:27] ax.early_stopping.strategies.base: No trials have reached 10. Not stopping any trials.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:27] ax.early_stopping.strategies.base: Last progression of any candidate for trial stopping is 8.0.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:27] ax.early_stopping.strategies.base: No trials have reached 10. Not stopping any trials.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:27] ax.early_stopping.strategies.base: Last progression of any candidate for trial stopping is 9.0.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:27] ax.early_stopping.strategies.base: No trials have reached 10. Not stopping any trials.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:27] ax.early_stopping.strategies.base: Last progression of any candidate for trial stopping is 10.0.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:27] ax.early_stopping.strategies.percentile: Considering trial 5 for early stopping.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:27] ax.early_stopping.strategies.base: Last progression of Trial 5 is 10.0.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:27] ax.early_stopping.strategies.percentile: Early stopping objective at last progression is:\n0 -3.515570\n1 -3.372012\n2 -3.325500\n3 -3.566708\n4 -3.440234\n5 -3.321945\nName: 10.0, dtype: float64.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[INFO 02-11 13:36:27] ax.early_stopping.strategies.percentile: Early stopping decision for 5: True. Reason: Trial objective value -3.3219451870527363 is worse than 50.0-th percentile (-3.40612283644036) across comparable trials.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[W 250211 13:36:28 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:36:28 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:36:28 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:36:28 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:36:28 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[INFO 02-11 13:36:28] ax.generation_strategy.generation_node: The generator run produced duplicate arms. Re-running the generation step in an attempt to deduplicate. Candidates produced in the last generator run: [Arm(name='5_0', parameters={'x1': 1.0, 'x2': 0.0, 'x3': 0.0, 'x4': 1.0, 'x5': 0.0, 'x6': 0.0})].\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[W 250211 13:36:29 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:36:29 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:36:29 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:36:29 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:36:29 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[INFO 02-11 13:36:29] ax.generation_strategy.generation_node: The generator run produced duplicate arms. Re-running the generation step in an attempt to deduplicate. Candidates produced in the last generator run: [Arm(name='5_0', parameters={'x1': 1.0, 'x2': 0.0, 'x3': 0.0, 'x4': 1.0, 'x5': 0.0, 'x6': 0.0})].\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[W 250211 13:36:30 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:36:30 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:36:30 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:36:30 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:36:30 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[INFO 02-11 13:36:30] ax.generation_strategy.generation_node: The generator run produced duplicate arms. Re-running the generation step in an attempt to deduplicate. Candidates produced in the last generator run: [Arm(name='5_0', parameters={'x1': 1.0, 'x2': 0.0, 'x3': 0.0, 'x4': 1.0, 'x5': 0.0, 'x6': 0.0})].\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[W 250211 13:36:31 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:36:31 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:36:31 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:36:31 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:36:31 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[INFO 02-11 13:36:31] ax.generation_strategy.generation_node: The generator run produced duplicate arms. Re-running the generation step in an attempt to deduplicate. Candidates produced in the last generator run: [Arm(name='5_0', parameters={'x1': 1.0, 'x2': 0.0, 'x3': 0.0, 'x4': 1.0, 'x5': 0.0, 'x6': 0.0})].\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[W 250211 13:36:31 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:36:31 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:36:31 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:36:31 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:36:31 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[INFO 02-11 13:36:31] ax.generation_strategy.generation_node: The generator run produced duplicate arms. Re-running the generation step in an attempt to deduplicate. Candidates produced in the last generator run: [Arm(name='5_0', parameters={'x1': 1.0, 'x2': 0.0, 'x3': 0.0, 'x4': 1.0, 'x5': 0.0, 'x6': 0.0})].\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[W 250211 13:36:32 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:36:32 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:36:32 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:36:32 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:36:32 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n" + ] + }, + { + "output_type": "error", + "ename": "GenerationStrategyRepeatedPoints", + "evalue": "GenerationStrategy exceeded `MAX_GEN_DRAWS` of 5 while trying to generate a unique parameterization. This indicates that the search space has likely been fully explored, or that the sweep has converged.", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mGenerationStrategyRepeatedPoints\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[72], line 4\u001b[0m\n\u001b[1;32m 1\u001b[0m maximum_progressions \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m100\u001b[39m \u001b[38;5;66;03m# Observe hartmann6_curve over 100 progressions\u001b[39;00m\n\u001b[1;32m 3\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m _ \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;241m30\u001b[39m): \u001b[38;5;66;03m# Run 30 trials\u001b[39;00m\n\u001b[0;32m----> 4\u001b[0m trials \u001b[38;5;241m=\u001b[39m \u001b[43mclient\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_next_trials\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmaximum_trials\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 5\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m trial_index, parameters \u001b[38;5;129;01min\u001b[39;00m trials\u001b[38;5;241m.\u001b[39mitems():\n\u001b[1;32m 6\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m t \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;241m1\u001b[39m, maximum_progressions \u001b[38;5;241m+\u001b[39m \u001b[38;5;241m1\u001b[39m):\n", + "File \u001b[0;32m/mnt/xarfuse/uid-27599/ff80c149-seed-nspid4026532905_cgpid5201613-ns-4026532892/ax/preview/api/client.py:339\u001b[0m, in \u001b[0;36mClient.get_next_trials\u001b[0;34m(self, maximum_trials, fixed_parameters)\u001b[0m\n\u001b[1;32m 336\u001b[0m gs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_generation_strategy_or_choose()\n\u001b[1;32m 338\u001b[0m \u001b[38;5;66;03m# This will be changed to use gen directly post gen-unfication cc @mgarrard\u001b[39;00m\n\u001b[0;32m--> 339\u001b[0m generator_runs \u001b[38;5;241m=\u001b[39m \u001b[43mgs\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgen_for_multiple_trials_with_multiple_models\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 340\u001b[0m \u001b[43m \u001b[49m\u001b[43mexperiment\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_experiment\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 341\u001b[0m \u001b[43m \u001b[49m\u001b[43mpending_observations\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m(\u001b[49m\n\u001b[1;32m 342\u001b[0m \u001b[43m \u001b[49m\u001b[43mget_pending_observation_features_based_on_trial_status\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 343\u001b[0m \u001b[43m \u001b[49m\u001b[43mexperiment\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_experiment\u001b[49m\n\u001b[1;32m 344\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 345\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 346\u001b[0m \u001b[43m \u001b[49m\u001b[43mn\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 347\u001b[0m \u001b[43m \u001b[49m\u001b[43mfixed_features\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m(\u001b[49m\n\u001b[1;32m 348\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;66;43;03m# pyre-fixme[6]: Type narrowing broken because core Ax\u001b[39;49;00m\n\u001b[1;32m 349\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;66;43;03m# TParameterization is dict not Mapping\u001b[39;49;00m\n\u001b[1;32m 350\u001b[0m \u001b[43m \u001b[49m\u001b[43mObservationFeatures\u001b[49m\u001b[43m(\u001b[49m\u001b[43mparameters\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfixed_parameters\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 351\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mfixed_parameters\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mis\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mnot\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\n\u001b[1;32m 352\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43;01melse\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\n\u001b[1;32m 353\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 354\u001b[0m \u001b[43m \u001b[49m\u001b[43mnum_trials\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmaximum_trials\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 355\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 357\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m generator_run \u001b[38;5;129;01min\u001b[39;00m generator_runs:\n\u001b[1;32m 358\u001b[0m trial \u001b[38;5;241m=\u001b[39m assert_is_instance(\n\u001b[1;32m 359\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_experiment\u001b[38;5;241m.\u001b[39mnew_trial(\n\u001b[1;32m 360\u001b[0m generator_run\u001b[38;5;241m=\u001b[39mgenerator_run[\u001b[38;5;241m0\u001b[39m],\n\u001b[1;32m 361\u001b[0m ),\n\u001b[1;32m 362\u001b[0m Trial,\n\u001b[1;32m 363\u001b[0m )\n", + "File \u001b[0;32m/mnt/xarfuse/uid-27599/ff80c149-seed-nspid4026532905_cgpid5201613-ns-4026532892/ax/generation_strategy/generation_strategy.py:555\u001b[0m, in \u001b[0;36mGenerationStrategy.gen_for_multiple_trials_with_multiple_models\u001b[0;34m(self, experiment, data, pending_observations, n, fixed_features, num_trials, arms_per_node)\u001b[0m\n\u001b[1;32m 552\u001b[0m num_trials \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mmax\u001b[39m(\u001b[38;5;28mmin\u001b[39m(num_trials, gr_limit), \u001b[38;5;241m1\u001b[39m)\n\u001b[1;32m 553\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m _i \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(num_trials):\n\u001b[1;32m 554\u001b[0m trial_grs\u001b[38;5;241m.\u001b[39mappend(\n\u001b[0;32m--> 555\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_gen_with_multiple_nodes\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 556\u001b[0m \u001b[43m \u001b[49m\u001b[43mexperiment\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mexperiment\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 557\u001b[0m \u001b[43m \u001b[49m\u001b[43mdata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 558\u001b[0m \u001b[43m \u001b[49m\u001b[43mn\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mn\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 559\u001b[0m \u001b[43m \u001b[49m\u001b[43mpending_observations\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mpending_observations\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 560\u001b[0m \u001b[43m \u001b[49m\u001b[43marms_per_node\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43marms_per_node\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 561\u001b[0m \u001b[43m \u001b[49m\u001b[43mfixed_features\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfixed_features\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 562\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 563\u001b[0m )\n\u001b[1;32m 565\u001b[0m extend_pending_observations(\n\u001b[1;32m 566\u001b[0m experiment\u001b[38;5;241m=\u001b[39mexperiment,\n\u001b[1;32m 567\u001b[0m pending_observations\u001b[38;5;241m=\u001b[39mpending_observations,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 570\u001b[0m generator_runs\u001b[38;5;241m=\u001b[39mtrial_grs[\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m],\n\u001b[1;32m 571\u001b[0m )\n\u001b[1;32m 572\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m trial_grs\n", + "File \u001b[0;32m/mnt/xarfuse/uid-27599/ff80c149-seed-nspid4026532905_cgpid5201613-ns-4026532892/ax/generation_strategy/generation_strategy.py:463\u001b[0m, in \u001b[0;36mGenerationStrategy._gen_with_multiple_nodes\u001b[0;34m(self, experiment, data, pending_observations, n, fixed_features, arms_per_node)\u001b[0m\n\u001b[1;32m 461\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m arms_from_node \u001b[38;5;241m!=\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[1;32m 462\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 463\u001b[0m curr_node_gr \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_curr\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgen\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 464\u001b[0m \u001b[43m \u001b[49m\u001b[43mn\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43marms_from_node\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 465\u001b[0m \u001b[43m \u001b[49m\u001b[43mpending_observations\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mpending_observations\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 466\u001b[0m \u001b[43m \u001b[49m\u001b[43marms_by_signature_for_deduplication\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m(\u001b[49m\n\u001b[1;32m 467\u001b[0m \u001b[43m \u001b[49m\u001b[43mexperiment\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43marms_by_signature_for_deduplication\u001b[49m\n\u001b[1;32m 468\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 469\u001b[0m \u001b[43m \u001b[49m\u001b[43mfixed_features\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfixed_features_from_node\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 470\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 471\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m DataRequiredError \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[1;32m 472\u001b[0m \u001b[38;5;66;03m# Model needs more data, so we log the error and return\u001b[39;00m\n\u001b[1;32m 473\u001b[0m \u001b[38;5;66;03m# as many generator runs as we were able to produce, unless\u001b[39;00m\n\u001b[1;32m 474\u001b[0m \u001b[38;5;66;03m# no trials were produced at all (in which case its safe to raise).\u001b[39;00m\n\u001b[1;32m 475\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(grs) \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m0\u001b[39m:\n", + "File \u001b[0;32m/mnt/xarfuse/uid-27599/ff80c149-seed-nspid4026532905_cgpid5201613-ns-4026532892/ax/generation_strategy/generation_node.py:434\u001b[0m, in \u001b[0;36mGenerationNode.gen\u001b[0;34m(self, n, pending_observations, max_gen_draws_for_deduplication, arms_by_signature_for_deduplication, **model_gen_kwargs)\u001b[0m\n\u001b[1;32m 432\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m should_generate_run:\n\u001b[1;32m 433\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m n_gen_draws \u001b[38;5;241m>\u001b[39m max_gen_draws_for_deduplication:\n\u001b[0;32m--> 434\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m GenerationStrategyRepeatedPoints(\n\u001b[1;32m 435\u001b[0m MAX_GEN_DRAWS_EXCEEDED_MESSAGE\n\u001b[1;32m 436\u001b[0m )\n\u001b[1;32m 437\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 438\u001b[0m logger\u001b[38;5;241m.\u001b[39minfo(\n\u001b[1;32m 439\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe generator run produced duplicate arms. Re-running the \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 440\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mgeneration step in an attempt to deduplicate. Candidates \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 441\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mproduced in the last generator run: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mgenerator_run\u001b[38;5;241m.\u001b[39marms\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 442\u001b[0m )\n", + "\u001b[0;31mGenerationStrategyRepeatedPoints\u001b[0m: GenerationStrategy exceeded `MAX_GEN_DRAWS` of 5 while trying to generate a unique parameterization. This indicates that the search space has likely been fully explored, or that the sweep has converged." + ] + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "originalKey": "c2e49a05-899e-4274-9c9a-bc86b4e7be5e", + "showInput": true, + "customInput": null, + "language": "markdown", + "outputsInitialized": false, + "isAgentGenerated": false + }, + "source": [ + "## Step 6: Analyze Results\r\n", + "\r\n", + "After running trials, you can analyze the results.\r\n", + "Most commonly this means extracting the parameterization from the best performing trial you conducted." + ] + }, + { + "cell_type": "code", + "metadata": { + "originalKey": "c196b391-6966-456e-9400-2aef149595ff", + "showInput": true, + "customInput": null, + "language": "python", + "executionStartTime": 1739309857743, + "executionStopTime": 1739309861050, + "serverExecutionDuration": 3080.3436069982, + "collapsed": false, + "requestMsgId": "c196b391-6966-456e-9400-2aef149595ff", + "outputsInitialized": true, + "customOutput": null, + "isAgentGenerated": false + }, + "source": [ + "best_parameters, prediction, index, name = client.get_best_parameterization()\r\n", + "print(\"Best Parameters:\", best_parameters)\r\n", + "print(\"Prediction (mean, variance):\", prediction)" + ], + "execution_count": 74, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[W 250211 13:37:38 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[W 250211 13:37:40 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:37:40 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:37:40 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:37:40 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:37:40 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:37:40 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:37:40 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:37:40 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:37:40 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:37:40 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[WARNING 02-11 13:37:40] ax.modelbridge.cross_validation: Metric hartmann6 was unable to be reliably fit.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[WARNING 02-11 13:37:40] ax.service.utils.best_point: Model fit is poor; falling back on raw data for best point.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[WARNING 02-11 13:37:41] ax.service.utils.best_point: Model fit is poor and data on objective metric hartmann6 is noisy; interpret best points results carefully.\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Best Parameters: {'x1': 0.4143734499812126, 'x2': 0.38205862417817116, 'x3': 0.18418717104941607, 'x4': 0.16972327046096325, 'x5': 0.07586513087153435, 'x6': 0.25402318127453327}\nPrediction (mean, variance): {'hartmann6': (-6.888635746403818, nan)}\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "originalKey": "767ee110-8ab8-4856-805b-a1b8b7912d4e", + "showInput": true, + "customInput": null, + "language": "markdown", + "outputsInitialized": false, + "isAgentGenerated": false + }, + "source": [ + "## Step 7: Compute Analyses\r\n", + "\r\n", + "Ax can also produce a number of analyses to help interpret the results of the experiment via `client.compute_analyses`.\r\n", + "Users can manually select which analyses to run, or can allow Ax to select which would be most relevant.\r\n", + "In this case Ax selects the following:\r\n", + "* **Parrellel Coordinates Plot** shows which parameterizations were evaluated and what metric values were observed -- this is useful for getting a high level overview of how thoroughly the search space was explored and which regions tend to produce which outcomes\r\n", + "* **Interaction Analysis Plot** shows which parameters have the largest affect on the function and plots the most important parameters as 1 or 2 dimensional surfaces\r\n", + "* **Summary** lists all trials generated along with their parameterizations, observations, and miscellaneous metadata" + ] + }, + { + "cell_type": "code", + "metadata": { + "collapsed": false, + "originalKey": "9f0fcad5-74c8-409d-bd49-47e8112c664c", + "outputsInitialized": true, + "isAgentGenerated": false, + "language": "python", + "executionStartTime": 1739309914120, + "executionStopTime": 1739309919999, + "serverExecutionDuration": 5307.3820680147, + "requestMsgId": "9f0fcad5-74c8-409d-bd49-47e8112c664c", + "customOutput": null + }, + "source": [ + "client.compute_analyses(display=True) # By default Ax will display the AnalysisCards produced by compute_analyses" + ], + "execution_count": 75, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "[W 250211 13:38:39 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:38:39 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:38:39 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:38:39 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n[W 250211 13:38:39 assorted:264] Data (input features) is not contained to the unit cube. Please consider min-max scaling the input data.\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": "", + "text/markdown": "## Parallel Coordinates for hartmann6\n\n### View arm parameterizations with their respective metric values" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "application/vnd.plotly.v1+json": { + "data": [ + { + "dimensions": [ + { + "label": "x1", + "values": [ + 0.10430017858744, + 0.55541826598346, + 0.99427690822631, + 0.41437344998121, + 0.27230179775506, + 1 + ] + }, + { + "label": "x2", + "values": [ + 0.68441921472549, + 0.072537060827017, + 0.86098154913634, + 0.38205862417817, + 0.91833013016731, + 0 + ] + }, + { + "label": "x3", + "values": [ + 0.75132292509079, + 0.39391534496099, + 0.54553140886128, + 0.18418717104942, + 0.26482506096363, + 0 + ] + }, + { + "label": "x4", + "values": [ + 0.8831347823143, + 0.48472380917519, + 0.70875890273601, + 0.16972327046096, + 0.030941201373935, + 1 + ] + }, + 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" + }, + "metadata": {} + }, + { + "output_type": "execute_result", + "data": { + "text/plain": "[,\n ,\n ,\n ]" + }, + "metadata": {}, + "execution_count": 75 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "originalKey": "b21c1ff4-3472-48ef-9c32-103cf9a17d01", + "showInput": true, + "customInput": null, + "language": "markdown", + "outputsInitialized": false, + "isAgentGenerated": false + }, + "source": [ + "## Conclusion\r\n", + "\r\n", + "This tutorial demonstates Ax's early stopping capabilities, which utilize timeseries-like data to monitor the results of expensive evaluations and terminate those that are unlikely to produce promising results, freeing up resources to explore more configurations.\r\n", + "This can be used in a number of applications, and is especially useful in machine learning contexts." + ] + } + ] +} diff --git a/website/tutorials.json b/website/tutorials.json index cedd47c994c..21f59d2a340 100644 --- a/website/tutorials.json +++ b/website/tutorials.json @@ -8,5 +8,11 @@ "id": "human_in_the_loop", "title": "Ask-tell Optimization in a Human-in-the-loop Setting" } + ], + "Advanced features": [ + { + "id": "early_stopping", + "title": "Ask-tell experimentation with early stopping" + } ] }