msotest.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "failed to load reward_penalized_log_p score. Consider installing package networkx\n"
     ]
    }
   ],
   "source": [
    "from rdkit import Chem\n",
    "from rdkit.Chem import AllChem\n",
    "from rdkit.Chem.Draw import IPythonConsole\n",
    "from rdkit.Chem import Draw\n",
    "\n",
    "from mso.optimizer import BasePSOptimizer\n",
    "from mso.objectives.scoring import ScoringFunction\n",
    "from mso.objectives.mol_functions import qed_score\n",
    "from mso.objectives.mol_functions import sa_score\n",
    "from mso.objectives.mol_functions import substructure_match_score\n",
    "from functools import partial\n",
    "from cddd.inference import InferenceModel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "sub_match = partial(substructure_match_score, query=Chem.MolFromSmiles('c1ccncc1'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "init_smiles = \"c1c(C)cccc1\" \n",
    "scoring_functions = [ScoringFunction(func=qed_score, name=\"qed\", is_mol_func=True), ScoringFunction(func=sub_match, name='subst', is_mol_func=True)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "WARNING: The TensorFlow contrib module will not be included in TensorFlow 2.0.\n",
      "For more information, please see:\n",
      "  * https://github.com/tensorflow/community/blob/master/rfcs/20180907-contrib-sunset.md\n",
      "  * https://github.com/tensorflow/addons\n",
      "If you depend on functionality not listed there, please file an issue.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "infermodel = InferenceModel()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "opt = BasePSOptimizer.from_query(\n",
    "    init_smiles=init_smiles,\n",
    "    num_part=200,\n",
    "    num_swarms=1,\n",
    "    inference_model=infermodel,\n",
    "    scoring_functions=scoring_functions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "res = opt.run(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[mso.swarm.Swarm num_part=200 best_fitness=0.9731656189682711]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "res0 = res[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Cc1cc(C)c(N(C)c2cccc(C)n2)c(C)c(CO)c1=O'"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res0.best_smiles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x7f8bb8436e40>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Chem.MolFromSmiles(res0.best_smiles)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cc1cc(CC(O)CO)c(=O)n(-c2cccc(C)n2)c1C(F)(F)F\n",
      "CCC(C)(C)C(O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=S\n",
      "CCC(C(=O)c1c(C)cc(C)n(C)c1=O)c1cccc(C)n1\n",
      "CCC(C(N)c1c(C)cc(C)n(C)c1=O)c1cccc(C)n1\n",
      "Cc1cc(CC(O)CO)c(=O)n(-c2cccc(C)n2)c1C(F)(F)F\n",
      "CCC(C)(C)C(O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=O\n",
      "CCC(C(=O)c1c(C)cc(C)n([O-])c1=O)c1cccc(C)n1\n",
      "Cc1cc(CC(O)CO)c(=O)n(-c2cccc(C)n2)c1C(F)(F)F\n",
      "CCC(C)(C)C(O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=O\n",
      "Cc1cc(CN)c(O)c(N(C)c2cccc(C)n2)c(=O)c1CO\n",
      "CCC(C(=O)c1c(C)cc(C)n(C)c1=O)c1cccc(C)n1\n",
      "CCC(C(N)=S)C(O)c1c(C)nn(C)c(=O)c1Nc1cccc(C)n1\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "CCC(C(=O)c1c(C)cc(C)n(C)c1=O)c1cccc(C)n1\n",
      "CCC(C)(C)C(=O)c1c(C)c(C)nn(-c2cccc(C)n2)c1=O\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "CCC(C(N)=S)C(O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=O\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "Cc1cc(CC(O)CO)c(=O)n(-c2cccc(C)n2)c1C(F)(F)F\n",
      "CCC(C(=O)c1c(C)cc(C)n(C)c1=O)c1cccc(C)n1\n",
      "Cc1cc(CN)c(=O)n(-c2c(C)cc(C)cc(C)c2=O)c1[O-]\n",
      "Cc1cc(C)c(N(C)c2cccc(C)n2)c(C)c(CO)c1=O\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "CCC(C)(C)C(O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=O\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "CCC(C(=O)c1c(C)cc(C)n(C)c1=O)c1cccc(C)n1\n",
      "CCC(C(N)c1c(C)cc(C)n(C)c1=O)c1cccc(C)n1\n",
      "CCC(C)(C)C(O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=O\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "CCC(C(=O)c1c(C)cc(C)n(C)c1=O)c1cccc(C)n1\n",
      "CCC(C)(C(N)c1c(C)cc(C)n(O)c1=O)c1cccc(C)n1\n",
      "Cc1cc(CC(N)c2cccc(C)n2)c(=O)n(C)c(=O)c1CO\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "Cc1cc(CC(N)c2cccc(C)n2)c(=O)n(C)c(=O)c1CO\n",
      "CCC(C(=O)c1c(C)cc(C)n(O)c1=O)c1cccc(C)n1\n",
      "CCC(C)(C)C(O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=S\n",
      "Cc1cc(CN)c(O)c(N(C)c2cccc(C)n2)c(=O)c1CO\n",
      "CCC(C)(C)C(=O)CCc1c(C)nn(C)c(=O)c1Nc1cccc(C)n1\n",
      "Cc1cc(CC(N)c2cccc(C)n2)c(=O)n(C)c1CO\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "CCC(C)(C)C(O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=O\n",
      "Cc1cc(C)c(N(C)c2cccc(C)n2)c(C)c(CO)c1=O\n",
      "Cc1cc(CC(O)CO)c(=O)n(-c2cccc(C)n2)c1C(F)(F)F\n",
      "CCC(C(C)=O)C(O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=O\n",
      "CCC(C)(C)C(O)c1c(C)cc(C)c(=O)n1Nc1cccc(C)n1\n",
      "CCC(C(=O)c1c(C)cc(C)n(C)c1=O)c1cccc(C)n1\n",
      "CCC(C)(CNc1c(C)nn(C)c(=O)c1O)c1cccc(C)n1\n",
      "CCC(C(=O)c1c(C)cc(C)n(O)c1=O)c1cccc(C)n1\n",
      "Cc1cc(CC(O)CO)c(=O)n(-c2cccc(C)n2)c1C(F)(F)F\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=O\n",
      "CCC(C(=O)c1c(C)cc(C)n(C)c1=O)c1cccc(C)n1\n",
      "CCC(C(=O)c1c(C)cc(C)n(C)c1=O)c1cccc(C)n1\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "CCC(C)(C)C(O)c1c(C)cc(C)c(=O)n1Nc1cccc(C)n1\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "CCC(C(N)c1c(C)cc(C)cc(C)c1=O)c1cccc(C)n1\n",
      "Cc1cc(CC(N)c2cccc(C)n2)c(=O)n(C)c(=O)c1CO\n",
      "CCC(C(C)=O)C(O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=O\n",
      "CCC(C(C)c1c(C)cc(C)n(-c2cccc(C)n2)c1=O)C(=O)O\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "CCC(C)(C)C(O)c1c(C)nn(-c2cccc(C)n2)c(=O)c1C\n",
      "CCC(C)(C)C(=O)C1=C(N)CC(c2cccc(C)n2)C(C)=C1C\n",
      "Cc1cc(CC(O)CO)c(=O)n(-c2cccc(C)n2)c1C(F)(F)F\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "Cc1cc(CC(O)CO)c(=O)n(-c2cccc(C)n2)c1C(F)(F)F\n",
      "CCC(C)(C)C(=O)c1c(C)nn(C)c(=O)c1Nc1cccc(C)n1\n",
      "CCC(C)(C)C(O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=O\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "CCC(C)(C)C(O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=O\n",
      "Cc1cc(C)c(N(C)c2cccc(C)n2)c(C)c(CO)c1=O\n",
      "CCC(C)(C)C(O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=O\n",
      "CCC(C(C)=O)C(O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=O\n",
      "CCC(CN)C(O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=O\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "Cc1cc(C)c(N(O)Cc2cccc(C)n2)c(C)c(CO)c1=O\n",
      "CCC(C(=O)c1c(C)cc(C)n(C)c1=O)c1cccc(C)n1\n",
      "CCC(C)(C)C(O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=O\n",
      "CCC(C(N)c1c(C)cc(C)n(C)c1=O)c1cccc(C)n1\n",
      "CCC(C(N)=S)C(O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=O\n",
      "CCC(C(=O)c1c(C)cc(C)n([O-])c1=O)c1cccc(C)n1\n",
      "Cc1cc(C)c(N(C)c2cccc(C)n2)c(C)c(CO)c1=O\n",
      "Cc1cc(C)c(N(O)Cc2cccc(C)n2)c(C)c(CO)c1=O\n",
      "CCC(C(N)=S)C(O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=O\n",
      "CCC(C)(C)C(=O)C(O)c1c(C)nn(-c2cccc(C)n2)c1C\n",
      "CCC(C)(C)C(O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=S\n",
      "CCC(C)(C)C(O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=O\n",
      "CCC(C)(C)C1=C([O-])C(=O)N(c2cccc(C)n2)C(C)=C1C\n",
      "Cc1cc(C)c(N(C)c2cccc(C)n2)c(C)c(CO)c1=O\n",
      "CCC(C(=O)c1c(C)cc(C)n([O-])c1=O)c1cccc(C)n1\n",
      "CCC(C(N)c1c(C)cc(C)cc(C)c1=O)c1cccc(C)n1\n",
      "Cc1cc(CC(N)c2cccc(C)n2)c(C)c(CO)c(=O)c1C\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "CCC(C(=O)c1c(C)cc(C)n(C)c1=O)c1cccc(C)n1\n",
      "CCC(C(N)c1c(C)cc(C)n(O)c1=O)c1cccc(C)n1\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "CCC(C(=O)c1c(C)cc(C)n(C)c1=O)c1cccc(C)n1\n",
      "CCC(C(N)c1c(C)cc(C)cc(C)c1=O)c1cccc(C)n1\n",
      "Cc1cc(CC(O)CO)c(=O)n(-c2cccc(C)n2)c1C(F)(F)F\n",
      "Cc1ccc(C)c(N(N)Cc2c(C)nc(C)c(CO)c2C)c(=O)c1\n",
      "CCC(C)(C)C(O)c1c(C)nn(C)c(=O)c1Nc1cccc(C)n1\n",
      "CCC(C(C)c1c(C)ccc(C)c1N)c1ccc(C)n(O)c1=O\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "CCC(C)(C)C(O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=O\n",
      "CCC(C(N)c1c(C)cc(C)n(O)c1=O)c1cccc(C)n1\n",
      "Cc1cc(CC(N)c2cccc(C)n2)c(=O)n(C)c(=O)c1CO\n",
      "CCC(C(N)c1c(C)cc(C)cc(C)c1=O)c1cccc(C)n1\n",
      "Cc1cc(C)c(N(C)c2cccc(C)n2)c(C)c(CO)c1=O\n",
      "CCC(C(=O)c1c(C)cc(C)n(C)c1=O)c1cccc(C)n1\n",
      "CCC(C)(C)C(=O)CCc1c(C)cc(C)n(-c2cccc(C)n2)c1=O\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "CCC(C(N)c1c(C)cc(C)n(O)c1=O)c1cccc(C)n1\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "Cc1cc(CC(O)CO)c(=O)n(-c2cccc(C)n2)c1C(F)F\n",
      "CCC(C(=O)c1c(C)cc(C)n(C)c1=O)c1cccc(C)n1\n",
      "CCC(C)(C)C(O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=O\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "CCC(C)(C)C(O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=S\n",
      "CCC(C(=O)c1c(C)cc(C)n([O-])c1=O)c1cccc(C)n1\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "Cc1cc(CC(N)c2cccc(C)n2)c(=O)n(C)c(=O)c1CO\n",
      "CCC(C)(C)C(O)c1c(C)nn(-c2cccc(C)n2)c(=O)c1C\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n"
     ]
    }
   ],
   "source": [
    "mols = []\n",
    "for idx, smi in enumerate(res0.smiles):\n",
    "    \n",
    "    try:\n",
    "        mol = Chem.MolFromSmiles(smi)\n",
    "        Chem.SanitizeMol(mol)\n",
    "        if mol != None and res0.fitness[idx] > 0.7:\n",
    "            print(smi)\n",
    "            mols.append(mol)\n",
    "    except:\n",
    "        pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=1000x800 at 0x7F8BC25318D0>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Draw.MolsToGridImage(mols[:20], molsPerRow=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "init_smiles = \"c1c(C)cccc1\" \n",
    "scoring_functions = [ScoringFunction(func=qed_score, name=\"qed\", is_mol_func=True), ScoringFunction(func=sa_score, name=\"sa\", is_mol_func=True)] # wrap the drug likeness score inside a scoring function instance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "opt2 = BasePSOptimizer.from_query(\n",
    "    init_smiles=init_smiles,\n",
    "    num_part=200,\n",
    "    num_swarms=1,\n",
    "    inference_model=infermodel,\n",
    "    scoring_functions=scoring_functions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "res = opt.run(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<rdkit.Chem.rdchem.Mol at 0x7f8bb8041990>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res0 = res[0]\n",
    "Chem.MolFromSmiles(res0.best_smiles)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cc1cc(CC(O)CO)c(=O)n(-c2cccc(C)n2)c1C(F)(F)F\n",
      "Cc1cc(CC(N)c2cccc(C)n2)c(O)c(CO)c(=O)c1C\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "CCC(C(N)c1c(C)cc(C)n(C)c1=O)c1cccc(C)n1\n",
      "Cc1cc(CC(N)c2cccc(C)n2)c(O)c(CO)c(=O)c1C\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "Cc1cc(CC(N)c2cccc(C)n2)c(C)c(CO)c(=O)c1C\n",
      "Cc1cc(CC(N)c2cccc(C)n2)c(O)c(CO)c(=O)c1C\n",
      "CCC(C(N)c1c(C)cc(C)cc(C)c1=O)c1cccc(C)n1\n",
      "Cc1cc(C)c(N(O)c2cccc(C)n2)c(C)c(CO)c1=O\n",
      "Cc1cc(C)c(N(C)c2cccc(C)n2)c(C)c(CO)c1=O\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=O\n",
      "Cc1cc(CC(N)c2cccc(C)n2)c(=O)n(C)c(=O)c1CO\n",
      "Cc1ccc(C(O)Cc2c(C)cc(C)n(C)c2=O)c(C)n1\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=O\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "CCC(C(=O)c1c(C)cc(C)n(C)c1=O)c1cccc(C)n1\n",
      "CCc1c(N(C)c2cccc(C)n2)c(C)c(C)c(=O)c(O)c1C\n",
      "Cc1cc(CN)c(=O)n(-c2c(C)cc(C)cc(C)c2=O)c1[O-]\n",
      "Cc1ccc(C(O)Cc2c(C)cc(C)n(C)c2=O)c(C)n1\n",
      "CCC(C(=O)c1c(C)cc(C)n(C)c1=O)c1cccc(C)n1\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "Cc1cc(CC(O)CO)c(=O)n(-c2cccc(C(F)(F)F)n2)c1C\n",
      "Cc1ccc(C(O)Cc2c(C)cc(C)n(C)c2=O)c(C)c1N=O\n",
      "Cc1cc(CC(N)c2cccc(C)n2)c(O)c(CO)c(=O)c1C\n",
      "Cc1cc(CC(N)c2cccc(C)n2)c(O)c(CO)c(=O)c1C\n",
      "Cc1cc(C)c(N(C)c2cccc(C)n2)c(C)c(CO)c1=O\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "[CH]c1cc(N(C)C)c(C)c(-c2cccc(C)n2)c(CO)c1=O\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=O\n",
      "Cc1cc(CC(O)CO)c(=O)n(-c2cccc(C)n2)c1C(F)(F)F\n",
      "Cc1cc(C)c(N(N)c2cccc(C)n2)c(C)c(CO)c1=O\n",
      "CCC(C)(C)C(O)c1c(C)nn(C)c(=O)c1Nc1cccc(C)n1\n",
      "Cc1cc(CC(O)CO)c(=O)n(-c2cccc(C)n2)c1C(F)(F)F\n",
      "Cc1cc(CC(N)c2cccc(C)n2)c(C)c(CO)c(=O)c1C\n",
      "Cc1cc(CC(N)c2cccc(C)n2)c(=O)n(C)c(=O)c1CO\n",
      "Cc1cc(C)c(N(O)c2cccc(C)n2)c(C)c(CO)c1=O\n",
      "Cc1cc(CC(N)c2cccc(C)n2)c(O)c(CO)c(=O)c1C\n",
      "Cc1cc(CC(O)CO)c(=O)n(-c2cccc(C)n2)c1C(F)(F)F\n",
      "Cc1cc(CC(N)c2cccc(C)n2)c(O)c(CO)c(=O)c1C\n",
      "Cc1cc(C)c(N(C)c2cccc(C)n2)c(C)c(CO)c1=O\n",
      "Cc1cc(CC(O)CO)c(=O)n(-c2cccc(C)n2)c1C(F)(F)F\n",
      "Cc1cc(CC(O)CO)c(=O)n(-c2cccc(C)n2)c1C(F)(F)F\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=O\n",
      "Cc1cc(CC(O)CO)c(=O)n(-c2cccc(C)n2)c1C(F)(F)F\n",
      "Cc1cc(CC(N)c2cccc(C)n2)c(C)c(CO)c(=O)c1C\n",
      "CCC(C)(C)C(=O)c1c(C)nn(C)c(=O)c1Nc1cccc(C)n1\n",
      "Cc1cc(CC(O)CO)c(=O)n(-c2cccc(C)n2)c1C(F)(F)F\n",
      "CCC(C)(C)C(O)c1c(C)nn(C)c(=O)c1Nc1cccc(C)n1\n",
      "CCC(C)(C)C(O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=S\n",
      "Cc1cc(CC(N)c2cccc(C)n2)c(C)c(CO)c(=O)c1C\n",
      "CCC(C(N)c1c(C)cc(C)cc(C)c1=O)c1cccc(C)n1\n",
      "CCC(C(N)c1c(C)cc(C)cc(C)c1=O)c1cccc(C)n1\n",
      "Cc1cc(CC(N)c2cccc(C)n2)c(O)c(CO)c(=O)c1C\n",
      "Cc1cc(C)c(N(O)c2cccc(C)n2)c(C)c(CO)c1=O\n",
      "Cc1cc(CC(N)c2cccc(C)n2)c(=O)n(C)c(=O)c1CO\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=O\n",
      "Cc1ccc(C(O)Oc2c(CO)cc(C)n(C)c2=O)c(C)n1\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=O\n",
      "CCC(C)(C)C(O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=O\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=O\n",
      "CCc1c(N(C)c2cccc(C)n2)c(C)c(C)c(=O)n1[O-]\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "Cc1cc(CC(O)CO)c(=O)n(-c2cccc(C)n2)c1C(F)(F)F\n",
      "Cc1cc(CC(N)c2cccc(C)n2)c(O)c(CO)c(=O)c1C\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "Cc1cc(CN)c(C)c(N(C)c2cccc(C)n2)c(=O)c1CO\n",
      "Cc1cc(CC(N)c2cccc(C)n2)c(C)c(CO)c(=O)c1C\n",
      "CCC(C)(C)C(=O)c1c(C)c(C)nn(-c2cccc(C)n2)c1=O\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=O\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=O\n",
      "Cc1cc(CC(N)c2cccc(C)n2)c(C)c(CO)c(=O)c1C\n",
      "Cc1cc(CC(O)CO)c(=O)n(-c2cccc(C)n2)c1C(F)(F)F\n",
      "Cc1cc(C)c(N(C)c2cccc(C)n2)c(C)c(CO)c1=O\n",
      "Cc1cc(CC(N)c2cccc(C)n2)c(C)c(CO)c(=O)c1C\n",
      "CCC(C(N)c1c(C)cc(C)cc(C)c1=O)c1cccc(C)n1\n",
      "Cc1cc(CN)c(=O)n(-c2c(C)cc(C)cc(C)c2=O)c1[O-]\n",
      "Cc1cc(CC(N)c2c(C)ccc(C)c2CO)c(C)n(O)c1=O\n",
      "Cc1cc(CC(N)c2cccc(C)n2)c(C)c(CO)c(=O)c1C\n",
      "Cc1cc(CC(N)c2cccc(C)n2)c(O)c(CO)c(=O)c1C\n",
      "CCC(C)(C)C(=O)c1c(C)c(C)nn(-c2cccc(C)n2)c1=O\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=O\n",
      "Cc1ccc(C(O)Cc2c(C)cc(C)n(C)c2=O)c(C)c1N=O\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "CCc1c(N(C)c2cccc(C)n2)c(C)c(C)c(=O)n1[O-]\n",
      "Cc1ccc(C(O)Cc2c(C)cc(C)n(C)c2=O)c(C)c1N=O\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=O\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=O\n",
      "Cc1cc(CC(N)c2cccc(C)n2)c(O)c(CO)c(=O)c1C\n",
      "Cc1cc(CC(N)c2cccc(C)n2)c(O)c(CO)c(=O)c1C\n",
      "Cc1cc(CC(O)CO)c(=O)n(-c2cccc(C)n2)c1C(F)(F)F\n",
      "Cc1cc(CC(N)c2cccc(C)n2)c(O)c(CO)c(=O)c1C\n",
      "CCC(C(N)c1c(C)cc(C)cc(C)c1=O)c1cccc(C)n1\n",
      "Cc1cc(CC(N)c2cccc(C)n2)c(O)c(CO)c(=O)c1C\n",
      "Cc1cc(CC(N)c2cccc(C)n2)c(O)c(CO)c(=O)c1C\n",
      "CCc1c(N(C)c2cccc(C)n2)c(C)c(C)c(=O)c([O-])c1C\n",
      "CCC(C(N)c1c(C)cc(C)cc(C)c1=O)c1cccc(C)n1\n",
      "Cc1cc(CC(O)CO)c(=O)n(-c2cccc(C)n2)c1C(F)(F)F\n",
      "CCc1c(N(C)c2cccc(C)n2)c(C)c(C)c(=O)c([O-])c1C\n",
      "Cc1cc(CC(O)CO)c(=O)n(-c2cccc(C)n2)c1C(F)(F)F\n",
      "Cc1cc(CC(N)c2cccc(C)n2)c(O)c(CO)c(=O)c1C\n",
      "CCc1c(N(C)c2cccc(C)n2)c(C)c(C)c(=O)n1[O-]\n",
      "Cc1cc(CC(O)CO)c(=O)n(-c2cccc(C)n2)c1C(F)(F)F\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=O\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "Cc1cc(C)c(N(O)c2cccc(C)n2)c(C)c(CO)c1=O\n",
      "Cc1cc(CC(N)c2cccc(C)n2)c(O)c(CO)c(=O)c1C\n",
      "Cc1cc(CC(O)c2cccc(C)n2)c(C)c(CO)c(=O)c1C\n",
      "CCC(C)(C)C(=O)c1c(C)c(C)nn(-c2cccc(C)n2)c1=O\n",
      "Cc1cc(CC(N)c2cccc(C)n2)c(O)c(CO)c(=O)c1C\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(O)c1=Nc1cccc(C)n1\n",
      "Cc1cc(CC(N)c2cccc(C)n2)c(=O)n(C)c(=O)c1CO\n",
      "CCC(C(=O)c1c(C)cc(C)n(C)c1=O)c1cccc(C)n1\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=O\n",
      "Cc1cc(CC(N)c2cccc(C)n2)c(C)c(CO)c(=O)c1C\n",
      "Cc1ccc(C(O)Cc2c(C)cc(C)n(C)c2=O)c(C)c1N=O\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=O\n",
      "CCC(C(=O)c1c(C)cc(C)n(C)c1=O)c1cccc(C)n1\n",
      "CCC(C)(C)C(=O)c1c(C)c(C)nn(-c2cccc(C)n2)c1=O\n",
      "[CH]c1cc(N(C)C)c(C)c(-c2cccc(C)n2)c(CO)c1=O\n",
      "Cc1cc(CC(N)c2cccc(C)n2)c(O)c(CO)c(=O)c1C\n",
      "Cc1cc(CC(N)c2cccc(C)n2)c(O)c(CO)c(=O)c1C\n",
      "CCC(C)(C)C(=O)c1c(C)cc(C)n(-c2cccc(C)n2)c1=O\n"
     ]
    }
   ],
   "source": [
    "mols = []\n",
    "for idx, smi in enumerate(res0.smiles):\n",
    "    \n",
    "    try:\n",
    "        mol = Chem.MolFromSmiles(smi)\n",
    "        Chem.SanitizeMol(mol)\n",
    "        if mol != None and res0.fitness[idx] > 0.7:\n",
    "            print(smi)\n",
    "            mols.append(mol)\n",
    "    except:\n",
    "        pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=1000x800 at 0x7F8BB8061B38>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Draw.MolsToGridImage(mols[:20], molsPerRow=5)"
   ]
  },
  {
   "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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}