{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Axolotl Build dummy search method example [Binary Classification]." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this example, we are showcasing different components of the system.\n", "- Loading syntethic data for a binary classification task.\n", "- Easy use of the backend.\n", "- Creation of custom rank function as well as a simple search method.\n", "- Use of simple interface for search.\n", "- Exploring searched pipelines." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Import multiple utils we will be using" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import uuid\n", "import random\n", "import pandas as pd\n", "from pprint import pprint\n", "from sklearn.datasets import make_classification\n", "\n", "from d3m import container\n", "from d3m.metadata.pipeline import Pipeline\n", "\n", "from axolotl.utils import data_problem\n", "from axolotl.backend.ray import RayRunner\n", "from axolotl.algorithms.base import PipelineSearchBase\n", "from axolotl.utils import pipeline as pipeline_utils, schemas as schemas_utils" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Generate synthetic data and import it to the system" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "x, y = make_classification(n_samples=100, n_features=20)\n", "dataset, problem_description = data_problem.generate_dataset_problem(x, y, 'binary_classification')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Make an instance of the runner that is in charge of evaluating and running pipelines." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2020-07-11 19:07:52,353\tINFO resource_spec.py:212 -- Starting Ray with 3.56 GiB memory available for workers and up to 1.79 GiB for objects. You can adjust these settings with ray.init(memory=, object_store_memory=).\n", "2020-07-11 19:07:52,793\tINFO services.py:1170 -- View the Ray dashboard at \u001b[1m\u001b[32mlocalhost:8265\u001b[39m\u001b[22m\n" ] } ], "source": [ "backend = RayRunner(random_seed=42, volumes_dir=None, n_workers=4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Create a random rank function." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def random_rank(pipeline_result):\n", " if pipeline_result.status == 'COMPLETED':\n", " pipeline_result.rank = random.uniform(0, 1)\n", " return pipeline_result" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Create a predefined Search algorithm that is loading some predefined pipelines previosuly stored." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "class PredefinedSearch(PipelineSearchBase):\n", " def __init__(self, problem_description, backend, *, primitives_blocklist=None, ranking_function=None):\n", " super().__init__(problem_description=problem_description, backend=backend,\n", " primitives_blocklist=primitives_blocklist, ranking_function=ranking_function)\n", " if self.ranking_function is None:\n", " self.ranking_function = random_rank\n", " self.task_description = schemas_utils.get_task_description(self.problem_description['problem']['task_keywords'])\n", "\n", " self.available_pipelines = self._return_pipelines(\n", " self.task_description['task_type'], self.task_description['task_subtype'], self.task_description['data_types'])\n", "\n", " # Selection of a data preparation pipeline, we provide some predefine options such as train_test_split, k_fold, etc\n", " # as well as the user can provide their own.\n", " self.data_preparation_pipeline = schemas_utils.get_splitting_pipeline(\"K_FOLD\")\n", " \n", " # Get the metrics to evaluate the pipelines based on the problem description.\n", " self.metrics = self.problem_description['problem']['performance_metrics']\n", "\n", " # Pipeline to be use for scoring, we recommend using the one provided.\n", " self.scoring_pipeline = schemas_utils.get_scoring_pipeline()\n", " \n", " # Get the parameters for the datapreparation pipeline, such as number of folds, and so on.\n", " self.data_preparation_params = schemas_utils.DATA_PREPARATION_PARAMS['k_fold_tabular']\n", "\n", " self.offset = 10\n", " self.current_pipeline_index = 0\n", "\n", " def _search(self, time_left):\n", " # Read all the pipelines to be evaluated\n", " pipelines_to_eval = self.available_pipelines[self.current_pipeline_index: self.current_pipeline_index+self.offset]\n", " self.current_pipeline_index += self.offset\n", " \n", " # Evaluate the pipelines.\n", " pipeline_results = self.backend.evaluate_pipelines(\n", " problem_description=self.problem_description, pipelines=pipelines_to_eval, input_data=self.input_data,\n", " metrics=self.metrics, data_preparation_pipeline=self.data_preparation_pipeline,\n", " scoring_pipeline=self.scoring_pipeline, data_preparation_params=self.data_preparation_params)\n", "\n", " return [self.ranking_function(pipeline_result) for pipeline_result in pipeline_results]\n", "\n", " def _return_pipelines(self, task_type, task_subtype, data_type):\n", " pipeline_candidates = []\n", " for pipeline_dict in schemas_utils.get_pipelines_db()['CLASSIFICATION']:\n", " pipeline = pipeline_utils.load_pipeline(pipeline_dict)\n", " pipeline.id = str(uuid.uuid4())\n", " pipeline.created = Pipeline().created\n", " pipeline_candidates.append(pipeline)\n", "\n", " return pipeline_candidates\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Create an instance of the search and fit with the input_data." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# The method fit search for the best pipeline based on the time butget and fit the best pipeline based on the rank with the input_data.\n", "search = PredefinedSearch(problem_description=problem_description, backend=backend)\n", "fitted_pipeline, pipeline_result = search.search_fit(input_data=[dataset], time_limit=30)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Print information about scores of the succeded pipelines." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "----------------------------------------------------\n", "Pipeline id: dbca8f6a-ad11-4e32-9bc1-b49c554ff224\n", "Rank: 0.11134933476057562\n", " metric value normalized randomSeed fold\n", "0 ACCURACY 0.588235 0.588235 42 0\n", "1 ACCURACY 0.878788 0.878788 42 1\n", "2 ACCURACY 0.818182 0.818182 42 2\n" ] } ], "source": [ "for pipeline_result in search.history:\n", " print('-' * 52)\n", " print('Pipeline id:', pipeline_result.pipeline.id)\n", " print('Rank:', pipeline_result.rank)\n", " print(pipeline_result.scores)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Display succeded pipelines" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for result in search.history:\n", " pipeline_utils.plot_pipeline(result.pipeline)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 4 }