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SIME/test/macro16_SIME_synthesis_SA.ipynb
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2025-10-16 17:26:35 +08:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 可合成性性计算\n",
"\n",
"​模型选择:\n",
"\n",
"[RDKit的SA分数](https://github.com/rdkit/rdkit/tree/master/Contrib/SA_Score):快速但基于规则。\n",
"\n",
"获取 sascorer 模块\n",
"\n",
"你可以从 RDKit GitHub 仓库的 Contrib 目录 下载 [sascorer.py](https://github.com/rdkit/rdkit/blob/master/Contrib/SA_Score/sascorer.py) 文件,然后将它放到你的工作目录或 Python 路径中\n",
"\n",
"SCScore更准确但需额外依赖。"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"\n",
"synthesis_df = pd.read_parquet(\"../../data/Macro16_SIME_Synthesis/synthesis_with_sa.parquet\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"导入成功\n"
]
},
{
"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>original_smiles</th>\n",
" <th>smiles</th>\n",
" <th>status</th>\n",
" <th>message</th>\n",
" <th>synthesis</th>\n",
" <th>sa_score</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>O=C1C[C@@H](O)C[C@H](O[C@H]9C[C@@](C)(OC)[C@@H...</td>\n",
" <td>CCC1=C\\[C@H](O[C@H]2C[C@@](C)(OC)[C@@H](O)[C@H...</td>\n",
" <td>corrected</td>\n",
" <td>修复原子 28</td>\n",
" <td>SIME</td>\n",
" <td>6.186130</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>O=C1C[C@@H](O)C[C@H](O[C@H]9C[C@@](C)(OC)[C@@H...</td>\n",
" <td>CCC1=C\\[C@H](O[C@H]2C[C@@](C)(OC)[C@@H](O)[C@H...</td>\n",
" <td>corrected</td>\n",
" <td>修复原子 28</td>\n",
" <td>SIME</td>\n",
" <td>6.200902</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>O=C1C[C@@H](O)C[C@H](O[C@H]9C[C@@](C)(OC)[C@@H...</td>\n",
" <td>CCC1=C\\[C@H](O[C@H]2C[C@@](C)(OC)[C@@H](O)[C@H...</td>\n",
" <td>corrected</td>\n",
" <td>修复原子 28</td>\n",
" <td>SIME</td>\n",
" <td>6.203467</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>O=C1C[C@@H](O)C[C@H](O[C@H]9C[C@@](C)(OC)[C@@H...</td>\n",
" <td>CCC1=C\\[C@H](O[C@H]2C[C@@](C)(OC)[C@@H](O)[C@H...</td>\n",
" <td>corrected</td>\n",
" <td>修复原子 28</td>\n",
" <td>SIME</td>\n",
" <td>6.289575</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>O=C1C[C@@H](O)C[C@H](O[C@H]9C[C@@](C)(OC)[C@@H...</td>\n",
" <td>CCC1=C\\[C@H](O[C@H]2C[C@@](C)(OC)[C@@H](O)[C@H...</td>\n",
" <td>corrected</td>\n",
" <td>修复原子 28</td>\n",
" <td>SIME</td>\n",
" <td>6.327510</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" original_smiles \\\n",
"0 O=C1C[C@@H](O)C[C@H](O[C@H]9C[C@@](C)(OC)[C@@H... \n",
"1 O=C1C[C@@H](O)C[C@H](O[C@H]9C[C@@](C)(OC)[C@@H... \n",
"2 O=C1C[C@@H](O)C[C@H](O[C@H]9C[C@@](C)(OC)[C@@H... \n",
"3 O=C1C[C@@H](O)C[C@H](O[C@H]9C[C@@](C)(OC)[C@@H... \n",
"4 O=C1C[C@@H](O)C[C@H](O[C@H]9C[C@@](C)(OC)[C@@H... \n",
"\n",
" smiles status message \\\n",
"0 CCC1=C\\[C@H](O[C@H]2C[C@@](C)(OC)[C@@H](O)[C@H... corrected 修复原子 28 \n",
"1 CCC1=C\\[C@H](O[C@H]2C[C@@](C)(OC)[C@@H](O)[C@H... corrected 修复原子 28 \n",
"2 CCC1=C\\[C@H](O[C@H]2C[C@@](C)(OC)[C@@H](O)[C@H... corrected 修复原子 28 \n",
"3 CCC1=C\\[C@H](O[C@H]2C[C@@](C)(OC)[C@@H](O)[C@H... corrected 修复原子 28 \n",
"4 CCC1=C\\[C@H](O[C@H]2C[C@@](C)(OC)[C@@H](O)[C@H... corrected 修复原子 28 \n",
"\n",
" synthesis sa_score \n",
"0 SIME 6.186130 \n",
"1 SIME 6.200902 \n",
"2 SIME 6.203467 \n",
"3 SIME 6.289575 \n",
"4 SIME 6.327510 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from rdkit import Chem\n",
"from joblib import Parallel, delayed\n",
"import numpy as np\n",
"import sys\n",
"sys.path.append(\"/srv/project/qsarmlkit\") # 添加模块所在的根目录到 sys.path\n",
"\n",
"try:\n",
" import utils.sascorer as sascorer\n",
" print(\"导入成功\")\n",
"except ImportError as e:\n",
" print(\"导入失败:\", e)\n",
"\n",
"def calculate_sa(smi):\n",
" mol = Chem.MolFromSmiles(smi)\n",
" return sascorer.calculateScore(mol) if mol else np.nan\n",
"\n",
"# 并行计算n_jobs=-1使用所有CPU核心\n",
"synthesis_df['sa_score'] = Parallel(n_jobs=-1)(\n",
" delayed(calculate_sa)(smi) for smi in synthesis_df['smiles']\n",
")\n",
"\n",
"# 查看结果\n",
"display(synthesis_df.head())"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/root/micromamba/envs/qsarml/lib/python3.10/site-packages/seaborn/categorical.py:3399: UserWarning: 41.3% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
" warnings.warn(msg, UserWarning)\n",
"/root/micromamba/envs/qsarml/lib/python3.10/site-packages/seaborn/categorical.py:3399: UserWarning: 45.5% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
" warnings.warn(msg, UserWarning)\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 800x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"count 10000.000000\n",
"mean 6.164353\n",
"std 0.348576\n",
"min 5.068030\n",
"25% 5.955357\n",
"50% 6.172950\n",
"75% 6.364623\n",
"max 7.353443\n",
"Name: sa_score, dtype: float64\n"
]
}
],
"source": [
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"# 抽取 10000 个样本\n",
"small_sample_df = synthesis_df.sample(n=10000)\n",
"# 小提琴图 + 蜂群图\n",
"plt.figure(figsize=(8, 5))\n",
"ax = sns.violinplot(data=small_sample_df, x='sa_score', color='lightblue', inner=None)\n",
"sns.swarmplot(data=small_sample_df, x='sa_score', color='red', size=3, alpha=0.7)\n",
"plt.title(\"Violin Plot with Swarm Overlay\")\n",
"plt.show()\n",
"\n",
"# 统计摘要\n",
"print(small_sample_df['sa_score'].describe())"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/root/micromamba/envs/qsarml/lib/python3.10/site-packages/seaborn/categorical.py:3399: UserWarning: 96.0% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
" warnings.warn(msg, UserWarning)\n",
"/root/micromamba/envs/qsarml/lib/python3.10/site-packages/seaborn/categorical.py:3399: UserWarning: 96.4% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
" warnings.warn(msg, UserWarning)\n"
]
}
],
"source": [
"# 小提琴图 + 蜂群图\n",
"plt.figure(figsize=(8, 5))\n",
"ax = sns.violinplot(data=synthesis_df, x='sa_score', color='lightblue', inner=None)\n",
"sns.swarmplot(data=synthesis_df, x='sa_score', color='red', size=3, alpha=0.7)\n",
"plt.title(\"Violin Plot with Swarm Overlay\")\n",
"plt.show()\n",
"\n",
"# 统计摘要\n",
"print(synthesis_df['sa_score'].describe())"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "qsarml",
"language": "python",
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