{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "RzzY3RdcsgYs"
   },
   "source": [
    "# Load packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "executionInfo": {
     "elapsed": 41539,
     "status": "ok",
     "timestamp": 1746109750920,
     "user": {
      "displayName": "Ross Giglio",
      "userId": "00534511557889516608"
     },
     "user_tz": 240
    },
    "id": "dIqSnIF5rd9C"
   },
   "outputs": [],
   "source": [
    "import ast\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import os, errno\n",
    "import datetime\n",
    "import uuid\n",
    "import itertools\n",
    "import yaml\n",
    "import subprocess\n",
    "import scipy.sparse as sp\n",
    "from datasets import load_dataset\n",
    "from scipy.sparse import csr_matrix\n",
    "from scipy.spatial.distance import squareform\n",
    "from sklearn.decomposition import non_negative_factorization\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.metrics import silhouette_score\n",
    "from sklearn.metrics.pairwise import euclidean_distances\n",
    "from sklearn.utils import sparsefuncs\n",
    "from scipy.cluster.hierarchy import leaves_list\n",
    "import matplotlib.pyplot as plt\n",
    "from multiprocessing import Pool\n",
    "import scanpy as sc\n",
    "import anndata as ad\n",
    "%matplotlib inline\n",
    "from scipy.io import mmread\n",
    "from IPython.display import Image\n",
    "import anndata\n",
    "import seaborn as sns\n",
    "import scvi\n",
    "from scvi.external import MRVI as MrVI"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "kSIHf3R6sjys"
   },
   "source": [
    "# Upload Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 67018 × 62710\n",
       "    obs: 'sample', 'drugname_drugconc', 'drug', 'n_cells', 'tscp_count', 'plate', 'Cell_Name_Vevo', 'Cell_ID_Cellosaur'\n",
       "    var: 'gene_id', 'genome'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# read in the h5ad file\n",
    "# use gsutil to download file directly\n",
    "f = \"bionemo2/20250213.Tahoe.merged.pseudobulk.public.h5ad\"\n",
    "adata = sc.read_h5ad(f)\n",
    "adata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(67018, 62710)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "drugname_drugconc\n",
       "[('DMSO_TF', 0.0, 'uM')]                       1400\n",
       "[('Adagrasib', 0.05, 'uM')]                     800\n",
       "[('Afatinib', 5.0, 'uM')]                       150\n",
       "[('Afatinib', 0.5, 'uM')]                       150\n",
       "[('Afatinib', 0.05, 'uM')]                      150\n",
       "                                               ... \n",
       "[('LY-2584702 (tosylate salt)', 0.5, 'uM')]      49\n",
       "[('SBI-0640756', 0.5, 'uM')]                     48\n",
       "[('Belzutifan', 0.05, 'uM')]                     48\n",
       "[('Erdafitinib ', 0.5, 'uM')]                    46\n",
       "[('Encorafenib', 0.5, 'uM')]                     36\n",
       "Name: count, Length: 1138, dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata.obs.value_counts('drugname_drugconc')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 0
    },
    "executionInfo": {
     "elapsed": 61,
     "status": "ok",
     "timestamp": 1746109783501,
     "user": {
      "displayName": "Ross Giglio",
      "userId": "00534511557889516608"
     },
     "user_tz": 240
    },
    "id": "6kxlQtu6s1ff",
    "outputId": "bf247ee0-ccf7-4b79-f6a7-77e8d0a91f6c"
   },
   "outputs": [
    {
     "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>sample</th>\n",
       "      <th>drugname_drugconc</th>\n",
       "      <th>drug</th>\n",
       "      <th>n_cells</th>\n",
       "      <th>tscp_count</th>\n",
       "      <th>plate</th>\n",
       "      <th>Cell_Name_Vevo</th>\n",
       "      <th>Cell_ID_Cellosaur</th>\n",
       "      <th>dose</th>\n",
       "      <th>cell_drug</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>smp_1975</td>\n",
       "      <td>[('8-Hydroxyquinoline', 5.0, 'uM')]</td>\n",
       "      <td>8-Hydroxyquinoline</td>\n",
       "      <td>3076</td>\n",
       "      <td>6686156.0</td>\n",
       "      <td>6</td>\n",
       "      <td>A549</td>\n",
       "      <td>CVCL_0023</td>\n",
       "      <td>5.0</td>\n",
       "      <td>A549_8-Hydroxyquinoline</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>smp_1975</td>\n",
       "      <td>[('8-Hydroxyquinoline', 5.0, 'uM')]</td>\n",
       "      <td>8-Hydroxyquinoline</td>\n",
       "      <td>1505</td>\n",
       "      <td>4744833.0</td>\n",
       "      <td>6</td>\n",
       "      <td>HS-578T</td>\n",
       "      <td>CVCL_0332</td>\n",
       "      <td>5.0</td>\n",
       "      <td>HS-578T_8-Hydroxyquinoline</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>smp_1975</td>\n",
       "      <td>[('8-Hydroxyquinoline', 5.0, 'uM')]</td>\n",
       "      <td>8-Hydroxyquinoline</td>\n",
       "      <td>1700</td>\n",
       "      <td>2494504.0</td>\n",
       "      <td>6</td>\n",
       "      <td>HCT15</td>\n",
       "      <td>CVCL_0292</td>\n",
       "      <td>5.0</td>\n",
       "      <td>HCT15_8-Hydroxyquinoline</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>smp_1975</td>\n",
       "      <td>[('8-Hydroxyquinoline', 5.0, 'uM')]</td>\n",
       "      <td>8-Hydroxyquinoline</td>\n",
       "      <td>3560</td>\n",
       "      <td>8923357.0</td>\n",
       "      <td>6</td>\n",
       "      <td>HOP62</td>\n",
       "      <td>CVCL_1285</td>\n",
       "      <td>5.0</td>\n",
       "      <td>HOP62_8-Hydroxyquinoline</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>smp_1975</td>\n",
       "      <td>[('8-Hydroxyquinoline', 5.0, 'uM')]</td>\n",
       "      <td>8-Hydroxyquinoline</td>\n",
       "      <td>1876</td>\n",
       "      <td>4676765.0</td>\n",
       "      <td>6</td>\n",
       "      <td>SK-MEL-2</td>\n",
       "      <td>CVCL_0069</td>\n",
       "      <td>5.0</td>\n",
       "      <td>SK-MEL-2_8-Hydroxyquinoline</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     sample                    drugname_drugconc                drug  n_cells  \\\n",
       "0  smp_1975  [('8-Hydroxyquinoline', 5.0, 'uM')]  8-Hydroxyquinoline     3076   \n",
       "1  smp_1975  [('8-Hydroxyquinoline', 5.0, 'uM')]  8-Hydroxyquinoline     1505   \n",
       "2  smp_1975  [('8-Hydroxyquinoline', 5.0, 'uM')]  8-Hydroxyquinoline     1700   \n",
       "3  smp_1975  [('8-Hydroxyquinoline', 5.0, 'uM')]  8-Hydroxyquinoline     3560   \n",
       "4  smp_1975  [('8-Hydroxyquinoline', 5.0, 'uM')]  8-Hydroxyquinoline     1876   \n",
       "\n",
       "   tscp_count plate Cell_Name_Vevo Cell_ID_Cellosaur  dose  \\\n",
       "0   6686156.0     6           A549         CVCL_0023   5.0   \n",
       "1   4744833.0     6        HS-578T         CVCL_0332   5.0   \n",
       "2   2494504.0     6          HCT15         CVCL_0292   5.0   \n",
       "3   8923357.0     6          HOP62         CVCL_1285   5.0   \n",
       "4   4676765.0     6       SK-MEL-2         CVCL_0069   5.0   \n",
       "\n",
       "                     cell_drug  \n",
       "0      A549_8-Hydroxyquinoline  \n",
       "1   HS-578T_8-Hydroxyquinoline  \n",
       "2     HCT15_8-Hydroxyquinoline  \n",
       "3     HOP62_8-Hydroxyquinoline  \n",
       "4  SK-MEL-2_8-Hydroxyquinoline  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import ast\n",
    "\n",
    "adata.obs['dose'] = adata.obs['drugname_drugconc'].apply(\n",
    "        lambda x: str(ast.literal_eval(x)[0][1]) if pd.notna(x) else 'NA'\n",
    "    )\n",
    "\n",
    "adata.obs['dose'] = adata.obs['dose'].apply(\n",
    "    lambda x: pd.to_numeric(x) if pd.notna(x) else x\n",
    ")\n",
    "\n",
    "adata.obs['cell_drug'] = (\n",
    "    adata.obs['Cell_Name_Vevo'].astype(str) + '_' +\n",
    "    adata.obs['drug'].astype(str)\n",
    ")\n",
    "\n",
    "adata.obs.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 0
    },
    "executionInfo": {
     "elapsed": 8,
     "status": "ok",
     "timestamp": 1746109783508,
     "user": {
      "displayName": "Ross Giglio",
      "userId": "00534511557889516608"
     },
     "user_tz": 240
    },
    "id": "tTHcq_IzY_Ab",
    "outputId": "b928cff6-7a1f-4609-9d25-e1e0bbbdd815"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 45975 × 62710\n",
       "    obs: 'sample', 'drugname_drugconc', 'drug', 'n_cells', 'tscp_count', 'plate', 'Cell_Name_Vevo', 'Cell_ID_Cellosaur', 'dose', 'cell_drug'\n",
       "    var: 'gene_id', 'genome'"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Filter the AnnData object where the dose is 0, 0.5 or 5\n",
    "adata_mini = adata[adata.obs['dose'].isin([0,0.5,5])].copy()\n",
    "adata_mini"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 0
    },
    "executionInfo": {
     "elapsed": 8,
     "status": "ok",
     "timestamp": 1746109783508,
     "user": {
      "displayName": "Ross Giglio",
      "userId": "00534511557889516608"
     },
     "user_tz": 240
    },
    "id": "tTHcq_IzY_Ab",
    "outputId": "b928cff6-7a1f-4609-9d25-e1e0bbbdd815"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='count', ylabel='Count'>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(adata.obs['cell_drug'].value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "cell_drug\n",
       "NCI-H661_Erdafitinib     2\n",
       "SW 1271_Belzutifan       2\n",
       "H4_Encorafenib           2\n",
       "NCI-H2122_Belzutifan     2\n",
       "SK-MEL-2_Encorafenib     2\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata.obs['cell_drug'].value_counts().tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "JHhUasPCs9ny"
   },
   "source": [
    "# Feature selection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 11696,
     "status": "ok",
     "timestamp": 1746109795211,
     "user": {
      "displayName": "Ross Giglio",
      "userId": "00534511557889516608"
     },
     "user_tz": 240
    },
    "id": "oURsqMpos86M",
    "outputId": "f054e2fa-5391-4ff0-b84a-ad07b8d43446"
   },
   "outputs": [],
   "source": [
    "'''\n",
    "import warnings\n",
    "\n",
    "with warnings.catch_warnings():\n",
    "    warnings.simplefilter(\"ignore\", category=UserWarning)\n",
    "\n",
    "    hvg_union = set()\n",
    "    for c in np.unique(adata.obs['cell_line']):\n",
    "        for d in np.unique(adata.obs['drug']):\n",
    "            adata_temp = adata[(adata.obs['cell_line'] == c) & (adata.obs['drug'] == d)]\n",
    "            sc.pp.log1p(adata_temp)\n",
    "            sc.pp.highly_variable_genes(adata_temp,\n",
    "                                        flavor='seurat',\n",
    "                                        n_top_genes=200,\n",
    "                                        inplace=True,\n",
    "                                        subset=True)\n",
    "            hvg_union = hvg_union.union(set(adata_temp.var_names))\n",
    "    print(len(hvg_union))\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "200\n",
      "377\n",
      "513\n",
      "628\n",
      "768\n",
      "863\n",
      "977\n",
      "1054\n",
      "1165\n",
      "1233\n",
      "1328\n",
      "1430\n",
      "1488\n",
      "1562\n",
      "1636\n",
      "1676\n",
      "1722\n",
      "1761\n",
      "1841\n",
      "1883\n",
      "1918\n",
      "1960\n",
      "1979\n",
      "2023\n",
      "2064\n",
      "2100\n",
      "2140\n",
      "2201\n",
      "2235\n",
      "2350\n",
      "2410\n",
      "2445\n",
      "2482\n",
      "2594\n",
      "2674\n",
      "2701\n",
      "2714\n",
      "2782\n",
      "2805\n",
      "2850\n",
      "2880\n",
      "2926\n",
      "2936\n",
      "2993\n",
      "3028\n",
      "3050\n",
      "3081\n",
      "3107\n",
      "3125\n",
      "3143\n",
      "3143\n"
     ]
    }
   ],
   "source": [
    "import warnings\n",
    "\n",
    "with warnings.catch_warnings():\n",
    "    warnings.simplefilter(\"ignore\", category=UserWarning)\n",
    "\n",
    "    hvg_union = set()\n",
    "    for c in np.unique(adata_mini.obs['Cell_Name_Vevo']):\n",
    "            adata_temp = adata_mini[(adata_mini.obs['Cell_Name_Vevo'] == c)]\n",
    "            sc.pp.log1p(adata_temp)\n",
    "            sc.pp.highly_variable_genes(adata_temp,\n",
    "                                        flavor='seurat',\n",
    "                                        n_top_genes=200,\n",
    "                                        inplace=True,\n",
    "                                        subset=True)\n",
    "            hvg_union = hvg_union.union(set(adata_temp.var_names))\n",
    "            print(len(hvg_union))\n",
    "    print(len(hvg_union))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "executionInfo": {
     "elapsed": 24,
     "status": "ok",
     "timestamp": 1746109795248,
     "user": {
      "displayName": "Ross Giglio",
      "userId": "00534511557889516608"
     },
     "user_tz": 240
    },
    "id": "gg_ffi1zQZyu"
   },
   "outputs": [],
   "source": [
    "hvg_list = list(hvg_union)\n",
    "df = pd.DataFrame(hvg_list, columns=['genes'])\n",
    "df.to_csv('pseudobulk/pseudobulk_200_hvg_union.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 4,
     "status": "ok",
     "timestamp": 1746109795223,
     "user": {
      "displayName": "Ross Giglio",
      "userId": "00534511557889516608"
     },
     "user_tz": 240
    },
    "id": "YEvSQuVmte2G",
    "outputId": "54b493e1-6186-43fd-a9b9-83bf08edbf5d"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "View of AnnData object with n_obs × n_vars = 45975 × 3143\n",
       "    obs: 'sample', 'drugname_drugconc', 'drug', 'n_cells', 'tscp_count', 'plate', 'Cell_Name_Vevo', 'Cell_ID_Cellosaur', 'dose', 'cell_drug'\n",
       "    var: 'gene_id', 'genome'"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata_mini = adata_mini[:,list(hvg_union)]\n",
    "adata_mini"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "LB9nLTTptkUJ"
   },
   "source": [
    "# Fit the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 617,
     "status": "ok",
     "timestamp": 1746112688751,
     "user": {
      "displayName": "Ross Giglio",
      "userId": "00534511557889516608"
     },
     "user_tz": 240
    },
    "id": "cKRoRfXutjwr",
    "outputId": "e27ec0ef-3720-4e02-d6fa-85f5a344354f"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.12/dist-packages/scvi/data/fields/_dataframe_field.py:187: UserWarning: Category 2417 in adata.obs['_scvi_sample'] has fewer than 3 cells. Models may not train properly.\n",
      "  categorical_mapping = _make_column_categorical(\n"
     ]
    }
   ],
   "source": [
    "# batch_key = 'replicate'\n",
    "sample_key = 'cell_drug'\n",
    "batch_key = \"plate\"\n",
    "labels_key = None\n",
    "\n",
    "\n",
    "MrVI.setup_anndata(adata_mini,\n",
    "                   sample_key=sample_key,\n",
    "                   batch_key=batch_key)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 0,
     "referenced_widgets": [
      "b2c2d5eb97b341c394dd80fa4fbdae11",
      "dc8f019b34004c82b94d07840bc88559",
      "9fa80cd5ab49496189cca94e88d4dab6",
      "109f417f5d294706be7ec9c751a687fe",
      "4e3d2e00c37d4c509a1e47e052ea546f",
      "d23b87362bc347989904a74a0e2b0c0d",
      "eace9a16626a45069579ee92102c3362",
      "3dc597ceb24043d9a2770cf2a13f1032",
      "4a1d141e95fd4ef189ca9fb406cd530d",
      "213c649c700d419bbf9e66c433f37219",
      "f7f4dd33a9924761b776e55fcc041588"
     ]
    },
    "executionInfo": {
     "elapsed": 413882,
     "status": "ok",
     "timestamp": 1746113102643,
     "user": {
      "displayName": "Ross Giglio",
      "userId": "00534511557889516608"
     },
     "user_tz": 240
    },
    "id": "oz3EXU10_d0C",
    "outputId": "e20bfcd4-f41a-445c-f00a-a5e784295fd4"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34mINFO    \u001b[0m Jax module moved to TFRT_CPU_0.Note: Pytorch lightning will show GPU is not being used for the Trainer.   \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: True (cuda), used: False\n",
      "TPU available: False, using: 0 TPU cores\n",
      "HPU available: False, using: 0 HPUs\n",
      "/usr/local/lib/python3.12/dist-packages/lightning/pytorch/trainer/setup.py:177: GPU available but not used. You can set it by doing `Trainer(accelerator='gpu')`.\n",
      "/usr/local/lib/python3.12/dist-packages/lightning/pytorch/trainer/connectors/data_connector.py:424: The 'train_dataloader' does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` to `num_workers=29` in the `DataLoader` to improve performance.\n",
      "/usr/local/lib/python3.12/dist-packages/lightning/pytorch/trainer/connectors/data_connector.py:424: The 'val_dataloader' does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` to `num_workers=29` in the `DataLoader` to improve performance.\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "63536f02e3db4775bf03cb41e375ad11",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training:   0%|          | 0/400 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.12/dist-packages/lightning/pytorch/trainer/connectors/data_connector.py:368: You have overridden `transfer_batch_to_device` in `LightningModule` but have passed in a `LightningDataModule`. It will use the implementation from `LightningModule` instance.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Monitored metric elbo_validation did not improve in the last 15 records. Best score: 4328.460. Signaling Trainer to stop.\n"
     ]
    }
   ],
   "source": [
    "model = MrVI(adata_mini)\n",
    "model.train(accelerator='cpu',\n",
    "            early_stopping=True,\n",
    "            max_epochs=400)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 0
    },
    "executionInfo": {
     "elapsed": 269,
     "status": "ok",
     "timestamp": 1746113102915,
     "user": {
      "displayName": "Ross Giglio",
      "userId": "00534511557889516608"
     },
     "user_tz": 240
    },
    "id": "1euRBF0VkVf3",
    "outputId": "c37ae1c0-640a-4ddc-b52f-aaa3c2c0dde5"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(model.history[\"elbo_validation\"])\n",
    "plt.title(\"ELBO\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "cell_drug\n",
       "NCI-H596_DMSO_TF                       28\n",
       "CHP-212_DMSO_TF                        28\n",
       "HT-29_DMSO_TF                          28\n",
       "HS-578T_DMSO_TF                        28\n",
       "SNU-423_DMSO_TF                        28\n",
       "                                       ..\n",
       "Hs 766T_Encorafenib                     1\n",
       "NCI-H2347_Encorafenib                   1\n",
       "NCI-H661_Encorafenib                    1\n",
       "NCI-H23_Encorafenib                     1\n",
       "NCI-H596_LY-2584702 (tosylate salt)     1\n",
       "Name: count, Length: 19000, dtype: int64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata_mini.obs.value_counts(sample_key)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "executionInfo": {
     "elapsed": 637,
     "status": "ok",
     "timestamp": 1746113103553,
     "user": {
      "displayName": "Ross Giglio",
      "userId": "00534511557889516608"
     },
     "user_tz": 240
    },
    "id": "L-Bc3XKQB0IG"
   },
   "outputs": [],
   "source": [
    "model.save(dir_path='pseudobulk/tahoe_pseudobulk_cell_drug_group_attention',\n",
    "           overwrite=True,\n",
    "           save_anndata=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "executionInfo": {
     "elapsed": 69,
     "status": "ok",
     "timestamp": 1746113103621,
     "user": {
      "displayName": "Ross Giglio",
      "userId": "00534511557889516608"
     },
     "user_tz": 240
    },
    "id": "oVCyAyGDLiWT"
   },
   "outputs": [],
   "source": [
    "# reloading data if restarting session\n",
    "# adata_mini = sc.read_h5ad('pseudobulk/tahoe_pseudobulk_cell_drug_group_attention/adata.h5ad')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 0,
     "referenced_widgets": [
      "330a0df763124273b875013f919fd79e",
      "87cb38a79f9d4e5086eb88982f7c0e14",
      "9eed22b8790a4127b521035a8e092576",
      "c07ab2b3cc1b44d19fe55d96f538035f",
      "6d5315e6c384483ba9533bc930574d8a",
      "1a2b886dbf8b499792d556033ed43db1",
      "b0f18efc7d3143bdae263dbadd4284d5",
      "f86f8d7a76974916b21a2c2e7bab18d7",
      "9266ee70b21f41d3a03308a46bae0288",
      "21a45a1027de46cbb309dba72bf3d978",
      "698e8a87b5204500b853b13de4e009f1"
     ]
    },
    "executionInfo": {
     "elapsed": 16721,
     "status": "ok",
     "timestamp": 1746113120344,
     "user": {
      "displayName": "Ross Giglio",
      "userId": "00534511557889516608"
     },
     "user_tz": 240
    },
    "id": "IqfwLCnRItdW",
    "outputId": "ba543424-2659-4bff-ffeb-d65b32658759"
   },
   "outputs": [],
   "source": [
    "'''\n",
    "# reloading data if restarting session\n",
    "\n",
    "model = MrVI.load(\n",
    "    dir_path='pseudobulk/tahoe_pseudobulk_cell_drug_group_attention/',\n",
    "    adata=adata_mini,\n",
    "    accelerator='cpu'\n",
    ")\n",
    "model\n",
    "'''"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Ytk_qVXuGoEF"
   },
   "source": [
    "# Get latent representations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 50475,
     "status": "ok",
     "timestamp": 1746113170822,
     "user": {
      "displayName": "Ross Giglio",
      "userId": "00534511557889516608"
     },
     "user_tz": 240
    },
    "id": "lA87_uKJ_tHP",
    "outputId": "a7d67456-1896-449f-f463-7685c380cd34"
   },
   "outputs": [],
   "source": [
    "# from scvi.model.utils import mde\n",
    "\n",
    "u = model.get_latent_representation(give_z=False)\n",
    "adata_mini.obsm[\"u\"] = u\n",
    "sc.pp.neighbors(adata_mini, use_rep=\"u\")\n",
    "sc.tl.umap(adata_mini, min_dist=0.3)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 0
    },
    "executionInfo": {
     "elapsed": 375,
     "status": "ok",
     "timestamp": 1746113171201,
     "user": {
      "displayName": "Ross Giglio",
      "userId": "00534511557889516608"
     },
     "user_tz": 240
    },
    "id": "zG91kkRykTPl",
    "outputId": "cbc8606f-cb99-4fe8-e9c0-ca0e53c0a0e3"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.umap(\n",
    "    adata_mini,  \n",
    "    color=[\"Cell_Name_Vevo\"],\n",
    "    frameon=False,\n",
    "    ncols=1,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 0
    },
    "executionInfo": {
     "elapsed": 375,
     "status": "ok",
     "timestamp": 1746113171201,
     "user": {
      "displayName": "Ross Giglio",
      "userId": "00534511557889516608"
     },
     "user_tz": 240
    },
    "id": "zG91kkRykTPl",
    "outputId": "cbc8606f-cb99-4fe8-e9c0-ca0e53c0a0e3"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.umap(\n",
    "    adata_mini,  \n",
    "    color=[\"tscp_count\"],\n",
    "    frameon=False,\n",
    "    ncols=1,\n",
    "    vmax = 20000\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "executionInfo": {
     "elapsed": 35,
     "status": "ok",
     "timestamp": 1746113171238,
     "user": {
      "displayName": "Ross Giglio",
      "userId": "00534511557889516608"
     },
     "user_tz": 240
    },
    "id": "9ZL-RQLXlxzm"
   },
   "outputs": [],
   "source": [
    "# save sample-sample dist matrix\n",
    "np.savetxt(\"pseudobulk/tahoe_pseudobulk_MrVI_u_factor.csv\", u, delimiter=\",\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "executionInfo": {
     "elapsed": 35,
     "status": "ok",
     "timestamp": 1746113171238,
     "user": {
      "displayName": "Ross Giglio",
      "userId": "00534511557889516608"
     },
     "user_tz": 240
    },
    "id": "9ZL-RQLXlxzm"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.77663153, -0.17492875,  0.36359406, ..., -0.6497711 ,\n",
       "        -1.0775073 , -0.25748   ],\n",
       "       [ 1.2729373 , -0.4359215 ,  0.91905713, ..., -0.03701045,\n",
       "        -0.7487426 ,  1.8536743 ],\n",
       "       [-0.05153788,  0.18612723, -0.22573926, ...,  0.42587176,\n",
       "        -0.7238813 ,  0.03716336],\n",
       "       ...,\n",
       "       [ 0.9648862 , -0.06311283,  0.3446111 , ..., -0.39984015,\n",
       "        -1.1102326 , -0.11361952],\n",
       "       [ 1.4985671 , -0.78019047, -0.32249483, ..., -0.16320528,\n",
       "        -0.86681104,  0.18040067],\n",
       "       [ 0.09004347,  1.0714169 ,  0.4429796 , ..., -0.34745464,\n",
       "        -0.93395984, -0.26918322]], dtype=float32)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# save sample-sample dist matrix\n",
    "u"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 18219,
     "status": "ok",
     "timestamp": 1746113189457,
     "user": {
      "displayName": "Ross Giglio",
      "userId": "00534511557889516608"
     },
     "user_tz": 240
    },
    "id": "ZkJO9OZnETwQ",
    "outputId": "0c3944a5-1a22-4e9a-fb26-f608c3ddfd13"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████| 360/360 [00:04<00:00, 76.21it/s]\n"
     ]
    }
   ],
   "source": [
    "z = model.get_latent_representation(give_z=True)\n",
    "adata_mini.obsm[\"z\"] = z\n",
    "sc.pp.neighbors(adata_mini, use_rep=\"z\")\n",
    "sc.tl.umap(adata_mini, min_dist=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 0
    },
    "executionInfo": {
     "elapsed": 372,
     "status": "ok",
     "timestamp": 1746113189831,
     "user": {
      "displayName": "Ross Giglio",
      "userId": "00534511557889516608"
     },
     "user_tz": 240
    },
    "id": "Q1MVgz4-QUJc",
    "outputId": "05bba796-e6ac-47d9-b49c-3d0caa1de431"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.umap(\n",
    "    adata_mini,\n",
    "    color=[\"tscp_count\"],\n",
    "    frameon=False,\n",
    "    ncols=1,\n",
    "    vmax = 50000\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "adata_mini.uns['drug_colors']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 0
    },
    "executionInfo": {
     "elapsed": 372,
     "status": "ok",
     "timestamp": 1746113189831,
     "user": {
      "displayName": "Ross Giglio",
      "userId": "00534511557889516608"
     },
     "user_tz": 240
    },
    "id": "Q1MVgz4-QUJc",
    "outputId": "05bba796-e6ac-47d9-b49c-3d0caa1de431"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "adata_mini.obs['drug_of_interest'] = (adata_mini.obs['drug'] == \"Panobinostat\").astype(str)\n",
    "\n",
    "sc.pl.umap(\n",
    "    adata_mini,\n",
    "    color=[\"drug_of_interest\"],\n",
    "    size = 20,\n",
    "    frameon=False,\n",
    "    groups=['True'],\n",
    "    ncols=1,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "4TaaNVHxGr2z"
   },
   "source": [
    "# Cell distances"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 4438,
     "status": "ok",
     "timestamp": 1746113194473,
     "user": {
      "displayName": "Ross Giglio",
      "userId": "00534511557889516608"
     },
     "user_tz": 240
    },
    "id": "5caAXgjbGFlD",
    "outputId": "608e993b-ae89-40f5-af17-948dc2cbeee9"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████| 18/18 [03:26<00:00, 11.47s/it]\n"
     ]
    }
   ],
   "source": [
    "# Compute local sample representations\n",
    "cell_reps = model.get_local_sample_representation(adata_mini)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 8598,
     "status": "ok",
     "timestamp": 1746113203073,
     "user": {
      "displayName": "Ross Giglio",
      "userId": "00534511557889516608"
     },
     "user_tz": 240
    },
    "id": "GGlLOqOX6fxz",
    "outputId": "ca1ef1c2-b753-4adf-b1b5-b1e264eed096"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  5%|█▊                                | 4/75 [03:42<1:05:27, 55.32s/it]"
     ]
    }
   ],
   "source": [
    "import xarray as xr\n",
    "\n",
    "batch_key = 'plate'\n",
    "sample_key = 'cell_drug'\n",
    "labels_key = None\n",
    "\n",
    "cell_dists = model.get_local_sample_distances(\n",
    "        adata_mini,\n",
    "        use_mean=True,\n",
    "        normalize_distances=False,\n",
    "        keep_cell=False,\n",
    "        groupby=sample_key, \n",
    "        use_vmap = False\n",
    "    )\n",
    "\n",
    "# save dists\n",
    "cell_dists.to_netcdf(\"pseudobulk/tahoe_pseudobulk_cell_dists_namedosesample_attention.nc\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "executionInfo": {
     "elapsed": 2,
     "status": "ok",
     "timestamp": 1746113203084,
     "user": {
      "displayName": "Ross Giglio",
      "userId": "00534511557889516608"
     },
     "user_tz": 240
    },
    "id": "cmfnmB9ZGegX"
   },
   "outputs": [],
   "source": [
    "# create a DataFrame for mean sample-sample distances across all cells\n",
    "\n",
    "drug_dist_df = pd.DataFrame(\n",
    "        cell_dists['time_mut_dose'].mean(axis=0),\n",
    "        columns = cell_dists['sample_x'].values,\n",
    "        index = cell_dists['sample_x'].values\n",
    ")\n",
    "drug_dist_df\n",
    "drug_dist_df.to_csv('pseudobulk/tahoe_pseudobulk_cell_dists_namedosesample_attention.csv')"
   ]
  }
 ],
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