diff --git a/notebooks/example.ipynb b/notebooks/example.ipynb index e4d8151..5335dd1 100644 --- a/notebooks/example.ipynb +++ b/notebooks/example.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 13, + "execution_count": 1, "id": "initial_id", "metadata": { "ExecuteTime": { @@ -19,6 +19,7 @@ "from sklearn import datasets\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", + "import numpy as np\n", "from sklearn.model_selection import train_test_split" ] }, @@ -34,7 +35,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 2, "id": "a802aac1389a04c5", "metadata": { "ExecuteTime": { @@ -67,7 +68,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 3, "id": "b624c5e52506fe96", "metadata": { "ExecuteTime": { @@ -81,18 +82,10 @@ "name": "stderr", "output_type": "stream", "text": [ - "Calculating learning curve: 100%|██████████| 1200/1200 [00:08<00:00, 145.78it/s]\n", + "Calculating learning curve: 100%|██████████| 1200/1200 [00:26<00:00, 45.85it/s]\n", " 0% (0 of 5) | | Elapsed Time: 0:00:00 ETA: --:--:--\n", - "/opt/anaconda3/envs/adaptivesplit/lib/python3.10/site-packages/pygam/pygam.py:1150: RuntimeWarning: divide by zero encountered in scalar divide\n", - " r2['explained_deviance'] = 1.0 - full_d.sum() / null_d.sum()\n", - "/opt/anaconda3/envs/adaptivesplit/lib/python3.10/site-packages/pygam/pygam.py:1150: RuntimeWarning: divide by zero encountered in scalar divide\n", - " r2['explained_deviance'] = 1.0 - full_d.sum() / null_d.sum()\n", "100% (5 of 5) |##########################| Elapsed Time: 0:00:00 Time: 0:00:00\n", " 0% (0 of 5) | | Elapsed Time: 0:00:00 ETA: --:--:--\n", - "/opt/anaconda3/envs/adaptivesplit/lib/python3.10/site-packages/pygam/pygam.py:1150: RuntimeWarning: divide by zero encountered in scalar divide\n", - " r2['explained_deviance'] = 1.0 - full_d.sum() / null_d.sum()\n", - "/opt/anaconda3/envs/adaptivesplit/lib/python3.10/site-packages/pygam/pygam.py:1150: RuntimeWarning: divide by zero encountered in scalar divide\n", - " r2['explained_deviance'] = 1.0 - full_d.sum() / null_d.sum()\n", "100% (5 of 5) |##########################| Elapsed Time: 0:00:00 Time: 0:00:00\n", " 0% (0 of 5) | | Elapsed Time: 0:00:00 ETA: --:--:--\n", "100% (5 of 5) |##########################| Elapsed Time: 0:00:00 Time: 0:00:00\n", @@ -120,12 +113,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "AdaptiveSplitResults(stop=True, predicted=False, estimated_stop=13823, current_sample_size=13828, score_if_stop=-0.5303171311127448, score_if_stop_now_ci=(-0.6793816264193465, -0.521060383127939), power_if_stop_now=-0.04007880548353593, power_if_stop_now_ci=(-0.3974375057013488, 0.7068074100269595), score_predicted=None, score_predicted_ci=(None, None), power_predicted=None, power_predicted_ci=(None, None))\n" + "AdaptiveSplitResults(stop=True, predicted=False, estimated_stop=13823, current_sample_size=13828, score_if_stop=-0.5303170958726394, score_if_stop_now_ci=(-0.67938096732721, -0.5210604463474635), power_if_stop_now=-0.04007880548353543, power_if_stop_now_ci=(-0.39743750570134867, 0.7068074100269603), score_predicted=None, score_predicted_ci=(None, None), power_predicted=None, power_predicted_ci=(None, None))\n" ] }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -146,24 +139,18 @@ "\n", "from adaptivesplit.sklearn_interface.split import AdaptiveSplit\n", "\n", + "\n", "adsplit = AdaptiveSplit(total_sample_size=len(y_train), plotting=True)\n", - "res, fig = adsplit(X_train, y_train, model, fast_mode=True, predict=False, random_state=42)\n", + "with np.errstate(divide='ignore'): #ignore pygam's zero division warnings;\n", + " res, fig = adsplit(X_train, y_train, model, fast_mode=True, predict=False, random_state=42)\n", "stop = res.estimated_stop\n", "print(res)" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "36ca3312", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { "kernelspec": { - "display_name": "adaptivesplit", + "display_name": "pytorch", "language": "python", "name": "python3" }, @@ -177,7 +164,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.0" + "version": "3.11.8" } }, "nbformat": 4,