transf.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "from rdkit import Chem\n",
    "from rdkit.Chem import AllChem\n",
    "from rdkit import RDPaths\n",
    "from rdkit.Chem import Draw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from dgl.data.chem import utils\n",
    "from dgl.model_zoo.chem import pretrain\n",
    "from dgl.model_zoo.chem.dgmg import MoleculeEnv\n",
    "import torch\n",
    "from torch.utils.data import DataLoader\n",
    "from torch.optim import Adam\n",
    "import copy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "mols = Chem.SDMolSupplier(f\"{RDPaths.RDDocsDir}/Book/data/cdk2.sdf\")\n",
    "molgs = [utils.mol_to_complete_graph(mol) for mol in mols]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pretrained model loaded\n"
     ]
    }
   ],
   "source": [
    "model = pretrain.load_pretrained('DGMG_ChEMBL_canonical')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "model1 = copy.deepcopy(model)\n",
    "model2 = copy.deepcopy(model)\n",
    "model3 = copy.deepcopy(model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#!wget https://raw.githubusercontent.com/dmlc/dgl/master/examples/pytorch/model_zoo/chem/generative_models/dgmg/utils.py\n",
    "#!wget https://raw.githubusercontent.com/dmlc/dgl/master/examples/pytorch/model_zoo/chem/generative_models/dgmg/sascorer.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from utils import MoleculeDataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "params = model1.parameters()\n",
    "for idx, param in enumerate(params):\n",
    "    param.requires_grad = False\n",
    "\n",
    "params_ = model1.choose_dest_agent.parameters()\n",
    "for idx, param in enumerate(params_):\n",
    "    param.requires_grad = True\n",
    "    \n",
    "params = model2.parameters()\n",
    "for idx, param in enumerate(params):\n",
    "    param.requires_grad = False\n",
    "\n",
    "params_ = model2.choose_dest_agent.parameters()\n",
    "for idx, param in enumerate(params_):\n",
    "    param.requires_grad = True\n",
    "\n",
    "params = model3.parameters()\n",
    "for idx, param in enumerate(params):\n",
    "    param.requires_grad = False\n",
    "\n",
    "params_ = model3.choose_dest_agent.parameters()\n",
    "for idx, param in enumerate(params_):\n",
    "    param.requires_grad = True\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=600x1400 at 0x7FEA841EDC18>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genmols = []\n",
    "i = 0\n",
    "while i < 20:\n",
    "    SMILES = model(rdkit_mol=True)\n",
    "    if Chem.MolFromSmiles(SMILES) is not None:\n",
    "        genmols.append(Chem.MolFromSmiles(SMILES))\n",
    "        i += 1\n",
    "Draw.MolsToGridImage(genmols)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "atom_types = ['O', 'Cl', 'C', 'S', 'F', 'Br', 'N']\n",
    "bond_types = [Chem.rdchem.BondType.SINGLE,\n",
    "                               Chem.rdchem.BondType.DOUBLE,\n",
    "                               Chem.rdchem.BondType.TRIPLE]\n",
    "env = MoleculeEnv(atom_types, bond_types)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from utils import Subset\n",
    "from utils import Optimizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "subs1 = Subset([Chem.MolToSmiles(mol) for mol in mols], 'canonical', env)\n",
    "subs2 = Subset(['C1NCOC1' for _ in range(10)], 'canonical', env)\n",
    "subs3 = Subset(['CNCOCC' for _ in range(10)], 'canonical', env)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "loader1  = DataLoader(subs1, 1)\n",
    "loader2  = DataLoader(subs2, 1)\n",
    "loader3  = DataLoader(subs3, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=600x1400 at 0x7FEA7C0D7EB8>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "optimizer = Optimizer(0.1, Adam(model1.parameters(), 0.1))\n",
    "model1.train()\n",
    "for i in range(10):\n",
    "    for data in loader1:\n",
    "        optimizer.zero_grad()\n",
    "        logp = model1(data, compute_log_prob=True)\n",
    "        loss_averaged = - logp\n",
    "        optimizer.backward_and_step(loss_averaged)\n",
    "model1.eval()\n",
    "genmols = []\n",
    "i = 0\n",
    "while i < 20:\n",
    "    SMILES = model1(rdkit_mol=True)\n",
    "    if Chem.MolFromSmiles(SMILES) is not None:\n",
    "        genmols.append(Chem.MolFromSmiles(SMILES))\n",
    "        i += 1\n",
    "from rdkit.Chem import Draw\n",
    "Draw.MolsToGridImage(genmols)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=600x1400 at 0x7FEA7C0DEF28>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "optimizer = Optimizer(0.1, Adam(model2.parameters(), 0.1))\n",
    "model2.train()\n",
    "for i in range(10):\n",
    "    for data in loader2:\n",
    "        optimizer.zero_grad()\n",
    "        logp = model2(data, compute_log_prob=True)\n",
    "        loss_averaged = - logp\n",
    "        optimizer.backward_and_step(loss_averaged)\n",
    "model2.eval()\n",
    "genmols = []\n",
    "i = 0\n",
    "while i < 20:\n",
    "    SMILES = model2(rdkit_mol=True)\n",
    "    if Chem.MolFromSmiles(SMILES) is not None:\n",
    "        genmols.append(Chem.MolFromSmiles(SMILES))\n",
    "        i += 1\n",
    "from rdkit.Chem import Draw\n",
    "Draw.MolsToGridImage(genmols)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=600x1400 at 0x7FEA7C251780>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "optimizer = Optimizer(0.1, Adam(model3.parameters(), 0.1))\n",
    "model3.train()\n",
    "for i in range(10):\n",
    "    for data in loader3:\n",
    "        optimizer.zero_grad()\n",
    "        logp = model3(data, compute_log_prob=True)\n",
    "        loss_averaged = - logp\n",
    "        optimizer.backward_and_step(loss_averaged)\n",
    "model3.eval()\n",
    "genmols = []\n",
    "i = 0\n",
    "while i < 20:\n",
    "    SMILES = model3(rdkit_mol=True)\n",
    "    if Chem.MolFromSmiles(SMILES) is not None:\n",
    "        genmols.append(Chem.MolFromSmiles(SMILES))\n",
    "        i += 1\n",
    "from rdkit.Chem import Draw\n",
    "Draw.MolsToGridImage(genmols)"
   ]
  },
  {
   "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
}