{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.simplefilter(action='ignore', category=FutureWarning)\n",
    "\n",
    "import scanpy as sc\n",
    "import scvi\n",
    "import matplotlib.pyplot as plt\n",
    "import gdown"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# totalVI"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Downloading...\n",
      "From: https://drive.google.com/uc?id=1mXikpKDZ6Nqh42kDHHbwVeMJWc1V9mdB\n",
      "To: /mnt/home/icb/anastasia.litinetskaya/multigrate/example/gayoso2020-expressions.h5ad\n",
      "204MB [00:01, 119MB/s]  \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'gayoso2020-expressions.h5ad'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdown.download(\n",
    "    'https://drive.google.com/uc?id=1mXikpKDZ6Nqh42kDHHbwVeMJWc1V9mdB',\n",
    "    'gayoso2020-expressions.h5ad'\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 30293 × 4000\n",
       "    obs: 'batch_indices', 'n_genes', 'percent_mito', 'leiden_subclusters', 'cell_types', 'tissue', 'batch', 'n_genes_by_counts', 'log1p_n_genes_by_counts', 'total_counts', 'log1p_total_counts'\n",
       "    var: 'n_cells', 'n_cells_by_counts', 'mean_counts', 'log1p_mean_counts', 'pct_dropout_by_counts', 'total_counts', 'log1p_total_counts', 'highly_variable', 'means', 'dispersions', 'dispersions_norm'\n",
       "    uns: 'batch_colors', 'cell_types_colors', 'neighbors', 'pca', 'tissue_colors', 'umap'\n",
       "    obsm: 'X_pca', 'X_umap'\n",
       "    varm: 'PCs'\n",
       "    layers: 'count'\n",
       "    obsp: 'connectivities', 'distances'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scrna = sc.read_h5ad('gayoso2020-expressions.h5ad')\n",
    "scrna"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Downloading...\n",
      "From: https://drive.google.com/uc?id=1Y4wyzhaXrmW1anoByA5clmzrY6OurL4R\n",
      "To: /mnt/home/icb/anastasia.litinetskaya/multigrate/example/gayoso2020-proteins.h5ad\n",
      "57.4MB [00:00, 206MB/s]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'gayoso2020-proteins.h5ad'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdown.download(\n",
    "    'https://drive.google.com/uc?id=1Y4wyzhaXrmW1anoByA5clmzrY6OurL4R',\n",
    "    'gayoso2020-proteins.h5ad'\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 30293 × 110\n",
       "    obs: 'batch_indices', 'n_genes', 'percent_mito', 'leiden_subclusters', 'cell_types', 'tissue', 'batch'\n",
       "    var: 'n_cells'\n",
       "    uns: 'batch_colors', 'cell_types_colors', 'neighbors', 'pca', 'tissue_colors', 'umap'\n",
       "    obsm: 'X_pca', 'X_umap'\n",
       "    varm: 'PCs'\n",
       "    layers: 'count'\n",
       "    obsp: 'connectivities', 'distances'"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cite = sc.read_h5ad('gayoso2020-proteins.h5ad')\n",
    "cite"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Configure and train the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# scvi needs one adata, so we merge rna and cite\n",
    "adata = scrna\n",
    "adata.X = scrna.layers['count']\n",
    "adata.obsm['proteins'] = cite.layers['count']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34mINFO    \u001b[0m Using batches from adata.obs\u001b[1m[\u001b[0m\u001b[32m\"batch_indices\"\u001b[0m\u001b[1m]\u001b[0m                                       \n",
      "\u001b[34mINFO    \u001b[0m Using labels from adata.obs\u001b[1m[\u001b[0m\u001b[32m\"cell_types\"\u001b[0m\u001b[1m]\u001b[0m                                           \n",
      "\u001b[34mINFO    \u001b[0m Using data from adata.X                                                             \n",
      "\u001b[34mINFO    \u001b[0m Computing library size prior per batch                                              \n",
      "\u001b[34mINFO    \u001b[0m Using protein expression from adata.obsm\u001b[1m[\u001b[0m\u001b[32m'proteins'\u001b[0m\u001b[1m]\u001b[0m                                \n",
      "\u001b[34mINFO    \u001b[0m Generating sequential protein names                                                 \n",
      "\u001b[34mINFO    \u001b[0m Successfully registered anndata object containing \u001b[1;34m30293\u001b[0m cells, \u001b[1;34m4000\u001b[0m genes, \u001b[1;34m2\u001b[0m        \n",
      "         batches, \u001b[1;34m27\u001b[0m labels, and \u001b[1;34m110\u001b[0m proteins. Also registered \u001b[1;34m0\u001b[0m extra categorical covariates\n",
      "         and \u001b[1;34m0\u001b[0m extra continuous covariates.                                                  \n",
      "\u001b[34mINFO    \u001b[0m Please do not further modify adata until model is trained.                          \n"
     ]
    }
   ],
   "source": [
    "scvi.data.setup_anndata(adata, batch_key='batch_indices', labels_key='cell_types', protein_expression_obsm_key='proteins')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "vae = scvi.model.TOTALVI(\n",
    "    adata,\n",
    "    latent_distribution=\"normal\",\n",
    "    n_layers_decoder=2\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34mINFO    \u001b[0m KL warmup phase may exceed overall training phase.If your applications rely on      \n",
      "         posterior quality, consider training for more epochs or reducing the kl warmup.     \n",
      "\u001b[34mINFO    \u001b[0m KL warmup for \u001b[1;34m22719.75\u001b[0m iterations                                                   \n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ccb52e99e03844209633bd7a5822e7f7",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34mINFO    \u001b[0m Training is still in warming up phase. If your applications rely on the posterior   \n",
      "         quality, consider training for more epochs or reducing the kl warmup.               \n",
      "\u001b[34mINFO    \u001b[0m Training time:  \u001b[1;34m398\u001b[0m s. \u001b[35m/\u001b[0m \u001b[1;34m100\u001b[0m epochs                                                 \n"
     ]
    }
   ],
   "source": [
    "vae.train(n_epochs=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f20168fe150>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(vae.trainer.history[\"elbo_test_set\"], label=\"test\")\n",
    "plt.title(\"Negative ELBO over training epochs\")\n",
    "plt.ylim(1000, 3000)\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "adata.obsm[\"X_totalVI\"] = vae.get_latent_representation()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "z = sc.AnnData(adata.obsm[\"X_totalVI\"])\n",
    "z.obs = adata.obs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "z.write('../data/integrated/totalvi/gayoso-totalvi.h5ad')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "!rm 'gayoso2020-expressions.h5ad'\n",
    "!rm 'gayoso2020-proteins.h5ad'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualize results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "sc.pp.neighbors(z)\n",
    "sc.tl.umap(z)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "z.obs['batch_indices'] = z.obs['batch_indices'].astype('category')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 494.64x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.umap(z, color=['batch_indices', 'cell_types'], ncols=1, frameon=False)"
   ]
  },
  {
   "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": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
