anisotropy/playground/training-models.ipynb
L-Nafaryus c57ac1154a
Fix: fillet radius on all structures
Move: StructureGeometry class to geometry.py
2021-10-13 21:47:46 +05:00

304 lines
238 KiB
Plaintext

{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "c054d421-9717-4feb-bb30-d080d91ceac5",
"metadata": {},
"outputs": [],
"source": [
"from anisotropy.core.database import Database, Structure\n",
"from pandas import DataFrame, Series\n",
"import matplotlib.pyplot as plt\n",
"import seaborn\n",
"import numpy"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "7ec2ae1b-8a7e-4d50-b1bd-201fc3cd190d",
"metadata": {},
"outputs": [],
"source": [
"db = Database(\"anisotropy\", \"woPrismaticLayer\")\n",
"db.setup()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "75498f51-fa01-494e-a64e-e650138d1ca2",
"metadata": {},
"outputs": [],
"source": [
"res = db.search([Structure.type == \"simple\", Structure.direction == str([1.0, 0.0, 0.0])])\n",
"df = DataFrame(res)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "3bc80bca-03ce-416e-be2f-ab7ae2af95fa",
"metadata": {},
"outputs": [],
"source": [
"df_numeric = df[[\n",
" col for col in df.columns \n",
" if not isinstance(df[col][0], str) \n",
" and not isinstance(df[col][0], numpy.bool_)\n",
" and not isinstance(df[col][0], dict)\n",
" and not isinstance(df[col][0], list)\n",
" and not df[col][0] is None\n",
" and not col[-3: ] == \"_id\"\n",
"]]"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "eab92bcc-8f1f-4490-8dc6-8ebf191d6cf2",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 2160x1440 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"seaborn.set(rc = { \"figure.figsize\": (30, 20) })\n",
"seaborn.heatmap(df_numeric.corr(), annot = True)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "7611c892-1e13-404e-849e-3cfa15d8dfca",
"metadata": {},
"outputs": [],
"source": [
"x = df_numeric[[\"theta\", \"r0\", \"L\", \"radius\"]] #.drop(columns = [\"flowRate\"])\n",
"y = df_numeric[\"flowRate\"]"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "1a38aaa0-89fb-40f7-abce-e500ab696349",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.model_selection import train_test_split\n",
"xtr, xte, ytr, yte = train_test_split(x, y, test_size = 0.2, random_state = 100)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "1b7e9f62-35a9-4a1a-9ffa-a2a6e757ff46",
"metadata": {},
"outputs": [],
"source": [
"from sklearn import preprocessing\n",
"scaler = preprocessing.MinMaxScaler()\n",
"x_scaled = scaler.fit_transform(xtr)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "19bd2f52-a5bf-404c-93f7-0626bc35a915",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"DecisionTreeRegressor(random_state=500)"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.tree import DecisionTreeRegressor\n",
"neigh = DecisionTreeRegressor(random_state = 500)\n",
"neigh.fit(x_scaled, ytr)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "d063265f-2f06-4290-811e-b6b1753bcac9",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2.664398739090909e-15"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.metrics import mean_absolute_error\n",
"xte_scaled = scaler.transform(xte)\n",
"y_pred = neigh.predict(xte_scaled)\n",
"mean_absolute_error(yte, y_pred)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "762af50c-371a-4ba5-b5ab-763970ef2a37",
"metadata": {},
"outputs": [],
"source": [
"#df_numeric[[\"theta\", \"r0\", \"L\", \"radius\", \"flowRate\", \"volumeCell\", \"volume\"]]"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "7a951647-efa1-4231-b96d-f67bc0ed6c33",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>theta</th>\n",
" <th>r0</th>\n",
" <th>L</th>\n",
" <th>radius</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.29</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>1.408451</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" theta r0 L radius\n",
"0 0.29 1.0 2.0 1.408451"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"test_df = DataFrame([{\n",
" \"theta\": 0.29,\n",
" \"r0\": 1.,\n",
" \"L\": 2.,\n",
" \"radius\": 1. / (1. - 0.29)\n",
"}]); test_df"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "bc9204db-bde4-4032-b4f5-313e99e25ab5",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([4.53058768e-15])"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"neigh.predict(scaler.transform(test_df))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "4b95277f-c49e-42b9-8d5f-3334d5ca7729",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "c56035b1-18d5-4c88-94b6-da4d7eccac9a",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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",
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}