tutorial.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "import deepchem as dc\n",
    "import rdkit as rdkit\n",
    "import rdkit.Chem as Chem\n",
    "import rdkit.Chem.PandasTools as pt\n",
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "how many molecules obtained from smiles:  132432\n"
     ]
    }
   ],
   "source": [
    "data = pd.read_csv('./data/QM9_HAC_5_9_.csv')\n",
    "reduced_data = list(data['SMILES'])\n",
    "import random\n",
    "random.shuffle(reduced_data)\n",
    "mols = list(filter(lambda x: x is not None, [Chem.MolFromSmiles(x) for x in reduced_data]))\n",
    "print('how many molecules obtained from smiles: ', len(mols))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from feat.molgan_featurizer import MolGanFeaturizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#create featurizer\n",
    "feat = MolGanFeaturizer()\n",
    "#featurize molecules\n",
    "limited = feat.featurize(mols)\n",
    "#Remove empty objects\n",
    "limited = list(filter(lambda x: x is not None, limited))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#create dataset\n",
    "dataset = dc.data.NumpyDataset([x.adjacency_matrix for x in limited],[x.node_features for x in limited])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "from models.molgan import MolGAN\n",
    "from deepchem.models.optimizers import ExponentialDecay\n",
    "#create model\n",
    "gan = MolGAN(learning_rate=ExponentialDecay(0.001, 0.9, 5000))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def iterbatches(epochs):\n",
    "    for i in range(epochs):\n",
    "        for batch in dataset.iterbatches(batch_size=gan.batch_size, pad_batches=True):\n",
    "            adjacency_tensor = tf.one_hot(batch[0], gan.edges)\n",
    "            node_tesor = tf.one_hot(batch[1], gan.nodes)\n",
    "            yield {gan.data_inputs[0]: adjacency_tensor, gan.data_inputs[1]:node_tesor}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ending global_step 4999: generator average loss 21.3572, discriminator average loss 979.538\n",
      "Ending global_step 9999: generator average loss -148.124, discriminator average loss -0.792817\n",
      "Ending global_step 13239: generator average loss -147.124, discriminator average loss -0.400416\n",
      "TIMING: model fitting took 213.935 s\n"
     ]
    }
   ],
   "source": [
    "#train model\n",
    "gan.fit_gan(iterbatches(10), generator_steps=0.2, checkpoint_interval=5000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1000 molecules generated\n",
      "465 valid molecules\n",
      "34 unique molecules\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#generat prediced sample\n",
    "g = gan.predict_gan_generator(1000)\n",
    "\n",
    "#convert graphs to RDKitmolecules\n",
    "nmols = feat.defeaturize(g)\n",
    "print(\"{} molecules generated\".format(len(nmols)))\n",
    "\n",
    "#remove invalid moles\n",
    "nmols = list(filter(lambda x: x is not None, nmols))\n",
    "print (\"{} valid molecules\".format(len(nmols)))\n",
    "\n",
    "#get unique molecules\n",
    "nmols = [Chem.MolFromSmiles(x) for x in list(set([Chem.MolToSmiles(z) for z in nmols]))]\n",
    "print(\"{} unique molecules\".format(len(nmols)))\n",
    "\n",
    "#display unique molecules\n",
    "Chem.Draw.MolsToGridImage(nmols)"
   ]
  },
  {
   "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": "3.8.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}