{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Overview\n",
    "\n",
    "This notebook demonstrates how to train a Monet model on an scRNA-Seq dataset. Monet models are encapsulated by `MonetModel` objects, and are described in the [Monet paper (Wagner, 2020)](https://www.biorxiv.org/content/10.1101/2020.06.08.140673v2). After training the model on one PBMC data, we will see how this model can serve as the basis for t-SNE analyses of arbitrary PBMC datasets. More generally, Monet models are useful for analyses that aim to integrate data from multiple scRNA-Seq datasets from the same tissue type, which will be demonstrate in the following tutorials."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Setting up the notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>\n",
       "    /* source: http://stackoverflow.com/a/24207353 */\n",
       "    .container { width:95% !important; }\n",
       "    div.prompt, div.CodeMirror pre, div.output_area pre { font-family:'Hack', monospace; font-size: 10.5pt; }\n",
       "    </style>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "        <script type=\"text/javascript\">\n",
       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
       "        if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
       "        if (typeof require !== 'undefined') {\n",
       "        require.undef(\"plotly\");\n",
       "        requirejs.config({\n",
       "            paths: {\n",
       "                'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n",
       "            }\n",
       "        });\n",
       "        require(['plotly'], function(Plotly) {\n",
       "            window._Plotly = Plotly;\n",
       "        });\n",
       "        }\n",
       "        </script>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# change notebook width and font\n",
    "from IPython.core.display import HTML, display\n",
    "display(HTML(\"\"\"<style>\n",
    "    /* source: http://stackoverflow.com/a/24207353 */\n",
    "    .container { width:95% !important; }\n",
    "    div.prompt, div.CodeMirror pre, div.output_area pre { font-family:'Hack', monospace; font-size: 10.5pt; }\n",
    "    </style>\"\"\"))\n",
    "\n",
    "from monet import util\n",
    "\n",
    "_LOGGER = util.configure_logger()\n",
    "\n",
    "# the following is to allow embedding of plotly figures\n",
    "from plotly.offline import init_notebook_mode\n",
    "import plotly.graph_objs as go\n",
    "init_notebook_mode(connected=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Train a Monet model\n",
    "\n",
    "Here, we're training the model. The first step of training the model consists of performing [molecular cross-validation (MCV; Batson et al., 2019)](https://www.biorxiv.org/content/10.1101/786269v1) to infer the dimensionality of the data. Monet performs a grid search using 5-fold MCV, which is somewhat time-consuming. As you can see from the results below, for this dataset consisting of 10,681 cells, it took approx. ~20 minutes for this step to complete. The second step is a nearest-neighbor aggregation step, which is quite fast.\n",
    "\n",
    "After training is complete, we're saving the trained model to disk using the `save_pickle()` method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2020-06-17 10:35:53] (monet.core.exp_matrix) INFO: Loaded expression matrix with 10681 cells and 16319 genes -- .npz format, 36.7 MB (hash: f9d7fac20f4de6184ff55388c267699a).\n",
      "[2020-06-17 10:35:53] (monet.latent.monet_model) INFO: Beginning of Phase I (Estimate dimensionality)...\n",
      "[2020-06-17 10:35:53] (monet.latent.monet_model) INFO: Using molecular cross-validation to determine the number of PCs...\n",
      "[2020-06-17 10:35:53] (monet.latent.monet_model) INFO: Testing coarse grid of num_component values...\n",
      "[2020-06-17 10:35:53] (monet.latent.monet_model) INFO: Testing grid of 10 num_component values...\n",
      "[2020-06-17 10:35:53] (monet.latent.monet_model) INFO: Now processing split 1/5...\n",
      "[2020-06-17 10:35:53] (monet.latent.util) INFO: Data will be split into datasets containing 90.4% and 10.0% of transcripts, respectively.\n",
      "[2020-06-17 10:36:00] (monet.latent.util) INFO: Done splitting data!\n",
      "[2020-06-17 10:36:07] (monet.latent.pca_model) INFO: The PCA took 2.3 s.\n",
      "[2020-06-17 10:36:08] (monet.latent.pca_model) INFO: The fraction of variance explained by the 100 selected PCs is 35.8 %.\n",
      "[2020-06-17 10:36:14] (monet.latent.util) INFO: Testing value 1/10 (10 PCs)...\n",
      "[2020-06-17 10:36:25] (monet.latent.util) INFO: Testing value 2/10 (20 PCs)...\n",
      "[2020-06-17 10:36:35] (monet.latent.util) INFO: Testing value 3/10 (30 PCs)...\n",
      "[2020-06-17 10:36:46] (monet.latent.util) INFO: Testing value 4/10 (40 PCs)...\n",
      "[2020-06-17 10:36:56] (monet.latent.util) INFO: Testing value 5/10 (50 PCs)...\n",
      "[2020-06-17 10:37:07] (monet.latent.util) INFO: Testing value 6/10 (60 PCs)...\n",
      "[2020-06-17 10:37:18] (monet.latent.util) INFO: Testing value 7/10 (70 PCs)...\n",
      "[2020-06-17 10:37:28] (monet.latent.util) INFO: Testing value 8/10 (80 PCs)...\n",
      "[2020-06-17 10:37:39] (monet.latent.util) INFO: Testing value 9/10 (90 PCs)...\n",
      "[2020-06-17 10:37:50] (monet.latent.util) INFO: Testing value 10/10 (100 PCs)...\n",
      "[2020-06-17 10:38:00] (monet.latent.monet_model) INFO: Now processing split 2/5...\n",
      "[2020-06-17 10:38:00] (monet.latent.util) INFO: Data will be split into datasets containing 90.4% and 10.0% of transcripts, respectively.\n",
      "[2020-06-17 10:38:08] (monet.latent.util) INFO: Done splitting data!\n",
      "[2020-06-17 10:38:16] (monet.latent.pca_model) INFO: The PCA took 2.3 s.\n",
      "[2020-06-17 10:38:16] (monet.latent.pca_model) INFO: The fraction of variance explained by the 100 selected PCs is 35.8 %.\n",
      "[2020-06-17 10:38:23] (monet.latent.util) INFO: Testing value 1/10 (10 PCs)...\n",
      "[2020-06-17 10:38:33] (monet.latent.util) INFO: Testing value 2/10 (20 PCs)...\n",
      "[2020-06-17 10:38:44] (monet.latent.util) INFO: Testing value 3/10 (30 PCs)...\n",
      "[2020-06-17 10:38:54] (monet.latent.util) INFO: Testing value 4/10 (40 PCs)...\n",
      "[2020-06-17 10:39:05] (monet.latent.util) INFO: Testing value 5/10 (50 PCs)...\n",
      "[2020-06-17 10:39:15] (monet.latent.util) INFO: Testing value 6/10 (60 PCs)...\n",
      "[2020-06-17 10:39:26] (monet.latent.util) INFO: Testing value 7/10 (70 PCs)...\n",
      "[2020-06-17 10:39:37] (monet.latent.util) INFO: Testing value 8/10 (80 PCs)...\n",
      "[2020-06-17 10:39:48] (monet.latent.util) INFO: Testing value 9/10 (90 PCs)...\n",
      "[2020-06-17 10:39:58] (monet.latent.util) INFO: Testing value 10/10 (100 PCs)...\n",
      "[2020-06-17 10:40:09] (monet.latent.monet_model) INFO: Now processing split 3/5...\n",
      "[2020-06-17 10:40:09] (monet.latent.util) INFO: Data will be split into datasets containing 90.4% and 10.0% of transcripts, respectively.\n",
      "[2020-06-17 10:40:16] (monet.latent.util) INFO: Done splitting data!\n",
      "[2020-06-17 10:40:24] (monet.latent.pca_model) INFO: The PCA took 2.4 s.\n",
      "[2020-06-17 10:40:24] (monet.latent.pca_model) INFO: The fraction of variance explained by the 100 selected PCs is 35.8 %.\n",
      "[2020-06-17 10:40:31] (monet.latent.util) INFO: Testing value 1/10 (10 PCs)...\n",
      "[2020-06-17 10:40:41] (monet.latent.util) INFO: Testing value 2/10 (20 PCs)...\n",
      "[2020-06-17 10:40:52] (monet.latent.util) INFO: Testing value 3/10 (30 PCs)...\n",
      "[2020-06-17 10:41:02] (monet.latent.util) INFO: Testing value 4/10 (40 PCs)...\n",
      "[2020-06-17 10:41:13] (monet.latent.util) INFO: Testing value 5/10 (50 PCs)...\n",
      "[2020-06-17 10:41:24] (monet.latent.util) INFO: Testing value 6/10 (60 PCs)...\n",
      "[2020-06-17 10:41:35] (monet.latent.util) INFO: Testing value 7/10 (70 PCs)...\n",
      "[2020-06-17 10:41:46] (monet.latent.util) INFO: Testing value 8/10 (80 PCs)...\n",
      "[2020-06-17 10:41:57] (monet.latent.util) INFO: Testing value 9/10 (90 PCs)...\n",
      "[2020-06-17 10:42:07] (monet.latent.util) INFO: Testing value 10/10 (100 PCs)...\n",
      "[2020-06-17 10:42:18] (monet.latent.monet_model) INFO: Now processing split 4/5...\n",
      "[2020-06-17 10:42:18] (monet.latent.util) INFO: Data will be split into datasets containing 90.4% and 10.0% of transcripts, respectively.\n",
      "[2020-06-17 10:42:26] (monet.latent.util) INFO: Done splitting data!\n",
      "[2020-06-17 10:42:34] (monet.latent.pca_model) INFO: The PCA took 2.5 s.\n",
      "[2020-06-17 10:42:34] (monet.latent.pca_model) INFO: The fraction of variance explained by the 100 selected PCs is 35.8 %.\n",
      "[2020-06-17 10:42:41] (monet.latent.util) INFO: Testing value 1/10 (10 PCs)...\n",
      "[2020-06-17 10:42:52] (monet.latent.util) INFO: Testing value 2/10 (20 PCs)...\n",
      "[2020-06-17 10:43:02] (monet.latent.util) INFO: Testing value 3/10 (30 PCs)...\n",
      "[2020-06-17 10:43:13] (monet.latent.util) INFO: Testing value 4/10 (40 PCs)...\n",
      "[2020-06-17 10:43:24] (monet.latent.util) INFO: Testing value 5/10 (50 PCs)...\n",
      "[2020-06-17 10:43:35] (monet.latent.util) INFO: Testing value 6/10 (60 PCs)...\n",
      "[2020-06-17 10:43:45] (monet.latent.util) INFO: Testing value 7/10 (70 PCs)...\n",
      "[2020-06-17 10:43:56] (monet.latent.util) INFO: Testing value 8/10 (80 PCs)...\n",
      "[2020-06-17 10:44:07] (monet.latent.util) INFO: Testing value 9/10 (90 PCs)...\n",
      "[2020-06-17 10:44:17] (monet.latent.util) INFO: Testing value 10/10 (100 PCs)...\n",
      "[2020-06-17 10:44:28] (monet.latent.monet_model) INFO: Now processing split 5/5...\n",
      "[2020-06-17 10:44:28] (monet.latent.util) INFO: Data will be split into datasets containing 90.4% and 10.0% of transcripts, respectively.\n",
      "[2020-06-17 10:44:36] (monet.latent.util) INFO: Done splitting data!\n",
      "[2020-06-17 10:44:44] (monet.latent.pca_model) INFO: The PCA took 2.8 s.\n",
      "[2020-06-17 10:44:44] (monet.latent.pca_model) INFO: The fraction of variance explained by the 100 selected PCs is 35.8 %.\n",
      "[2020-06-17 10:44:51] (monet.latent.util) INFO: Testing value 1/10 (10 PCs)...\n",
      "[2020-06-17 10:45:01] (monet.latent.util) INFO: Testing value 2/10 (20 PCs)...\n",
      "[2020-06-17 10:45:12] (monet.latent.util) INFO: Testing value 3/10 (30 PCs)...\n",
      "[2020-06-17 10:45:22] (monet.latent.util) INFO: Testing value 4/10 (40 PCs)...\n",
      "[2020-06-17 10:45:33] (monet.latent.util) INFO: Testing value 5/10 (50 PCs)...\n",
      "[2020-06-17 10:45:43] (monet.latent.util) INFO: Testing value 6/10 (60 PCs)...\n",
      "[2020-06-17 10:45:54] (monet.latent.util) INFO: Testing value 7/10 (70 PCs)...\n",
      "[2020-06-17 10:46:04] (monet.latent.util) INFO: Testing value 8/10 (80 PCs)...\n",
      "[2020-06-17 10:46:15] (monet.latent.util) INFO: Testing value 9/10 (90 PCs)...\n",
      "[2020-06-17 10:46:26] (monet.latent.util) INFO: Testing value 10/10 (100 PCs)...\n",
      "[2020-06-17 10:46:37] (monet.latent.monet_model) INFO: Coarse grid search yielded optimum of 30 PCs...\n",
      "[2020-06-17 10:46:37] (monet.latent.monet_model) INFO: Testing fine grid of num_component values...\n",
      "[2020-06-17 10:46:37] (monet.latent.monet_model) INFO: Testing grid of 6 num_component values...\n",
      "[2020-06-17 10:46:37] (monet.latent.monet_model) INFO: Now processing split 1/5...\n",
      "[2020-06-17 10:46:37] (monet.latent.util) INFO: Data will be split into datasets containing 90.4% and 10.0% of transcripts, respectively.\n",
      "[2020-06-17 10:46:44] (monet.latent.util) INFO: Done splitting data!\n",
      "[2020-06-17 10:46:52] (monet.latent.pca_model) INFO: The PCA took 2.3 s.\n",
      "[2020-06-17 10:46:53] (monet.latent.pca_model) INFO: The fraction of variance explained by the 100 selected PCs is 35.8 %.\n",
      "[2020-06-17 10:46:59] (monet.latent.util) INFO: Testing value 1/6 (23 PCs)...\n",
      "[2020-06-17 10:47:10] (monet.latent.util) INFO: Testing value 2/6 (26 PCs)...\n",
      "[2020-06-17 10:47:21] (monet.latent.util) INFO: Testing value 3/6 (29 PCs)...\n",
      "[2020-06-17 10:47:32] (monet.latent.util) INFO: Testing value 4/6 (31 PCs)...\n",
      "[2020-06-17 10:47:42] (monet.latent.util) INFO: Testing value 5/6 (34 PCs)...\n",
      "[2020-06-17 10:47:53] (monet.latent.util) INFO: Testing value 6/6 (37 PCs)...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2020-06-17 10:48:03] (monet.latent.monet_model) INFO: Now processing split 2/5...\n",
      "[2020-06-17 10:48:03] (monet.latent.util) INFO: Data will be split into datasets containing 90.4% and 10.0% of transcripts, respectively.\n",
      "[2020-06-17 10:48:11] (monet.latent.util) INFO: Done splitting data!\n",
      "[2020-06-17 10:48:19] (monet.latent.pca_model) INFO: The PCA took 2.3 s.\n",
      "[2020-06-17 10:48:19] (monet.latent.pca_model) INFO: The fraction of variance explained by the 100 selected PCs is 35.8 %.\n",
      "[2020-06-17 10:48:25] (monet.latent.util) INFO: Testing value 1/6 (23 PCs)...\n",
      "[2020-06-17 10:48:35] (monet.latent.util) INFO: Testing value 2/6 (26 PCs)...\n",
      "[2020-06-17 10:48:46] (monet.latent.util) INFO: Testing value 3/6 (29 PCs)...\n",
      "[2020-06-17 10:48:56] (monet.latent.util) INFO: Testing value 4/6 (31 PCs)...\n",
      "[2020-06-17 10:49:07] (monet.latent.util) INFO: Testing value 5/6 (34 PCs)...\n",
      "[2020-06-17 10:49:17] (monet.latent.util) INFO: Testing value 6/6 (37 PCs)...\n",
      "[2020-06-17 10:49:28] (monet.latent.monet_model) INFO: Now processing split 3/5...\n",
      "[2020-06-17 10:49:28] (monet.latent.util) INFO: Data will be split into datasets containing 90.4% and 10.0% of transcripts, respectively.\n",
      "[2020-06-17 10:49:36] (monet.latent.util) INFO: Done splitting data!\n",
      "[2020-06-17 10:49:43] (monet.latent.pca_model) INFO: The PCA took 2.3 s.\n",
      "[2020-06-17 10:49:44] (monet.latent.pca_model) INFO: The fraction of variance explained by the 100 selected PCs is 35.8 %.\n",
      "[2020-06-17 10:49:50] (monet.latent.util) INFO: Testing value 1/6 (23 PCs)...\n",
      "[2020-06-17 10:50:00] (monet.latent.util) INFO: Testing value 2/6 (26 PCs)...\n",
      "[2020-06-17 10:50:11] (monet.latent.util) INFO: Testing value 3/6 (29 PCs)...\n",
      "[2020-06-17 10:50:21] (monet.latent.util) INFO: Testing value 4/6 (31 PCs)...\n",
      "[2020-06-17 10:50:32] (monet.latent.util) INFO: Testing value 5/6 (34 PCs)...\n",
      "[2020-06-17 10:50:42] (monet.latent.util) INFO: Testing value 6/6 (37 PCs)...\n",
      "[2020-06-17 10:50:53] (monet.latent.monet_model) INFO: Now processing split 4/5...\n",
      "[2020-06-17 10:50:53] (monet.latent.util) INFO: Data will be split into datasets containing 90.4% and 10.0% of transcripts, respectively.\n",
      "[2020-06-17 10:51:01] (monet.latent.util) INFO: Done splitting data!\n",
      "[2020-06-17 10:51:08] (monet.latent.pca_model) INFO: The PCA took 2.2 s.\n",
      "[2020-06-17 10:51:09] (monet.latent.pca_model) INFO: The fraction of variance explained by the 100 selected PCs is 35.8 %.\n",
      "[2020-06-17 10:51:15] (monet.latent.util) INFO: Testing value 1/6 (23 PCs)...\n",
      "[2020-06-17 10:51:26] (monet.latent.util) INFO: Testing value 2/6 (26 PCs)...\n",
      "[2020-06-17 10:51:36] (monet.latent.util) INFO: Testing value 3/6 (29 PCs)...\n",
      "[2020-06-17 10:51:47] (monet.latent.util) INFO: Testing value 4/6 (31 PCs)...\n",
      "[2020-06-17 10:51:58] (monet.latent.util) INFO: Testing value 5/6 (34 PCs)...\n",
      "[2020-06-17 10:52:08] (monet.latent.util) INFO: Testing value 6/6 (37 PCs)...\n",
      "[2020-06-17 10:52:19] (monet.latent.monet_model) INFO: Now processing split 5/5...\n",
      "[2020-06-17 10:52:19] (monet.latent.util) INFO: Data will be split into datasets containing 90.4% and 10.0% of transcripts, respectively.\n",
      "[2020-06-17 10:52:26] (monet.latent.util) INFO: Done splitting data!\n",
      "[2020-06-17 10:52:34] (monet.latent.pca_model) INFO: The PCA took 2.2 s.\n",
      "[2020-06-17 10:52:34] (monet.latent.pca_model) INFO: The fraction of variance explained by the 100 selected PCs is 35.8 %.\n",
      "[2020-06-17 10:52:40] (monet.latent.util) INFO: Testing value 1/6 (23 PCs)...\n",
      "[2020-06-17 10:52:51] (monet.latent.util) INFO: Testing value 2/6 (26 PCs)...\n",
      "[2020-06-17 10:53:01] (monet.latent.util) INFO: Testing value 3/6 (29 PCs)...\n",
      "[2020-06-17 10:53:12] (monet.latent.util) INFO: Testing value 4/6 (31 PCs)...\n",
      "[2020-06-17 10:53:22] (monet.latent.util) INFO: Testing value 5/6 (34 PCs)...\n",
      "[2020-06-17 10:53:33] (monet.latent.util) INFO: Testing value 6/6 (37 PCs)...\n",
      "[2020-06-17 10:53:44] (monet.latent.monet_model) INFO: After fine grid search, optimal number of PCs is 30...\n",
      "[2020-06-17 10:53:44] (monet.latent.monet_model) INFO: Testing final grid of num_component values...\n",
      "[2020-06-17 10:53:44] (monet.latent.monet_model) INFO: Testing grid of 0 num_component values...\n",
      "[2020-06-17 10:53:44] (monet.latent.monet_model) INFO: Now processing split 1/5...\n",
      "[2020-06-17 10:53:44] (monet.latent.util) INFO: Data will be split into datasets containing 90.4% and 10.0% of transcripts, respectively.\n",
      "[2020-06-17 10:53:51] (monet.latent.util) INFO: Done splitting data!\n",
      "[2020-06-17 10:53:59] (monet.latent.pca_model) INFO: The PCA took 2.2 s.\n",
      "[2020-06-17 10:53:59] (monet.latent.pca_model) INFO: The fraction of variance explained by the 100 selected PCs is 35.8 %.\n",
      "[2020-06-17 10:54:06] (monet.latent.monet_model) INFO: Now processing split 2/5...\n",
      "[2020-06-17 10:54:06] (monet.latent.util) INFO: Data will be split into datasets containing 90.4% and 10.0% of transcripts, respectively.\n",
      "[2020-06-17 10:54:13] (monet.latent.util) INFO: Done splitting data!\n",
      "[2020-06-17 10:54:21] (monet.latent.pca_model) INFO: The PCA took 2.2 s.\n",
      "[2020-06-17 10:54:21] (monet.latent.pca_model) INFO: The fraction of variance explained by the 100 selected PCs is 35.8 %.\n",
      "[2020-06-17 10:54:28] (monet.latent.monet_model) INFO: Now processing split 3/5...\n",
      "[2020-06-17 10:54:28] (monet.latent.util) INFO: Data will be split into datasets containing 90.4% and 10.0% of transcripts, respectively.\n",
      "[2020-06-17 10:54:35] (monet.latent.util) INFO: Done splitting data!\n",
      "[2020-06-17 10:54:43] (monet.latent.pca_model) INFO: The PCA took 2.3 s.\n",
      "[2020-06-17 10:54:43] (monet.latent.pca_model) INFO: The fraction of variance explained by the 100 selected PCs is 35.8 %.\n",
      "[2020-06-17 10:54:50] (monet.latent.monet_model) INFO: Now processing split 4/5...\n",
      "[2020-06-17 10:54:50] (monet.latent.util) INFO: Data will be split into datasets containing 90.4% and 10.0% of transcripts, respectively.\n",
      "[2020-06-17 10:54:57] (monet.latent.util) INFO: Done splitting data!\n",
      "[2020-06-17 10:55:05] (monet.latent.pca_model) INFO: The PCA took 2.2 s.\n",
      "[2020-06-17 10:55:05] (monet.latent.pca_model) INFO: The fraction of variance explained by the 100 selected PCs is 35.8 %.\n",
      "[2020-06-17 10:55:12] (monet.latent.monet_model) INFO: Now processing split 5/5...\n",
      "[2020-06-17 10:55:12] (monet.latent.util) INFO: Data will be split into datasets containing 90.4% and 10.0% of transcripts, respectively.\n",
      "[2020-06-17 10:55:20] (monet.latent.util) INFO: Done splitting data!\n",
      "[2020-06-17 10:55:27] (monet.latent.pca_model) INFO: The PCA took 2.4 s.\n",
      "[2020-06-17 10:55:28] (monet.latent.pca_model) INFO: The fraction of variance explained by the 100 selected PCs is 35.8 %.\n",
      "[2020-06-17 10:55:34] (monet.latent.monet_model) INFO: After final grid search, optimal number of PCs is 30.\n",
      "[2020-06-17 10:55:34] (monet.latent.monet_model) INFO: Phase I (Estimating dimensionality) took 1181.2 s.\n",
      "[2020-06-17 10:55:34] (monet.latent.monet_model) INFO: Beginning of Phase II (Latent space inference)...\n",
      "[2020-06-17 10:55:34] (monet.latent.monet_model) INFO: Learning the latent space...\n",
      "[2020-06-17 10:55:41] (monet.latent.pca_model) INFO: The PCA took 1.4 s.\n",
      "[2020-06-17 10:55:42] (monet.latent.pca_model) INFO: The fraction of variance explained by the 30 selected PCs is 33.4 %.\n",
      "[2020-06-17 10:55:42] (monet.latent.monet_model) INFO: The median transcript count is 5783.0.\n",
      "[2020-06-17 10:55:42] (monet.latent.monet_model) INFO: Will use num_neighbors=35 for aggregation(value was determined automatically based on a target transcript count of 200000).\n",
      "[2020-06-17 10:55:42] (monet.latent.monet_model) INFO: Now performing aggregation step 1/1...\n",
      "[2020-06-17 10:55:42] (monet.latent.util) INFO: Calculating the pairwise distances took 0.7 s.\n",
      "[2020-06-17 10:55:48] (monet.latent.util) INFO: Sorting the pairwise distance matrix took 6.0 s.\n",
      "[2020-06-17 10:55:51] (monet.latent.util) INFO: Aggregating the expression values took 2.5 s.\n",
      "[2020-06-17 10:55:56] (monet.latent.pca_model) INFO: The PCA took 1.3 s.\n",
      "[2020-06-17 10:55:56] (monet.latent.pca_model) INFO: The fraction of variance explained by the 30 selected PCs is 90.8 %.\n",
      "[2020-06-17 10:55:56] (monet.latent.monet_model) INFO: Learned a 30-dimensional latent space in 22.2 s.\n",
      "[2020-06-17 10:55:56] (monet.latent.monet_model) INFO: Phase II (Latent space inference) took 22.2 s.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2020-06-17 10:55:56] (monet.latent.monet_model) INFO: Fitting the Monet model took 1203.6 s (20.1 min).\n",
      "[2020-06-17 10:55:56] (monet.latent.monet_model) INFO: Saved Monet model to pickle file \"output/v3_human_pbmc_10k_monet_model.pickle\".\n"
     ]
    },
    {
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     "execution_count": 2,
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   "source": [
    "import gc\n",
    "\n",
    "from monet import ExpMatrix\n",
    "from monet import MonetModel\n",
    "\n",
    "expression_file = 'data/v3_human_pbmc_10k_expression.npz'\n",
    "monet_model_file = 'output/v3_human_pbmc_10k_monet_model.pickle'\n",
    "\n",
    "matrix = ExpMatrix.load_npz(expression_file)\n",
    "\n",
    "# initialize and train the model\n",
    "monet_model = MonetModel()\n",
    "monet_model.fit(matrix)\n",
    "\n",
    "# save the model to disk\n",
    "monet_model.save_pickle(monet_model_file)\n",
    "\n",
    "# free up memory\n",
    "del matrix; gc.collect()"
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   "source": [
    "We can take a look at the MCV results using the `plot_mcv_results()` function. We'll load the Monet model using the `MonetModel.load_pickle()` method."
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     "metadata": {},
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   ],
   "source": [
    "from monet import MonetModel\n",
    "\n",
    "monet_model_file = 'data/v3_human_pbmc_10k_monet_model.pickle'\n",
    "#monet_model_file = 'output/v3_human_pbmc_10k_monet_model.pickle'\n",
    "\n",
    "monet_model = MonetModel.load_pickle(monet_model_file)\n",
    "fig = monet_model.plot_mcv_results()\n",
    "fig.layout.title = 'MCV result'\n",
    "fig.show()"
   ]
  },
  {
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   "metadata": {},
   "source": [
    "## Performing t-SNE for arbitrary* PBMC datasets based on the Monet model obtained\n",
    "\n",
    "The idea behind Monet models is that they represent latent spaces for a particular tissue, and can form the basis for analyses of arbitrary other scRNA-Seq datasets. First, we will perform a t-SNE using the same dataset that the model was trained on. Then, we'll perform another t-SNE with a PBMC dataset generated using an earlier version of the 10x Genomics Chromium chemitry (v2).\n",
    "\n",
    "**limited to datasets containing UMI counts. The theoretical framework underlying Monet does not extend to scRNA-Seq technologies that do not incorporate UMIs.*\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2020-06-17 10:59:12] (monet.core.exp_matrix) INFO: Loaded expression matrix with 10681 cells and 16319 genes -- .npz format, 36.7 MB (hash: f9d7fac20f4de6184ff55388c267699a).\n",
      "[2020-06-17 10:59:12] (monet.latent.monet_model) INFO: Loaded Monet model from pickle file \"data/v3_human_pbmc_10k_monet_model.pickle\".\n",
      "[2020-06-17 10:59:12] (root) INFO: Using Monet model to project data onto a 30-dimensional latent space...\n",
      "[2020-06-17 10:59:14] (monet.latent.pca_model) INFO: Expression profiles will be scaled 1.00x (on average).\n",
      "[2020-06-17 10:59:18] (monet.latent.pca_model) INFO: Projection onto 30 PCs retained 32.1 % of the total variance in the scaled and FT-transformed data.\n",
      "[2020-06-17 10:59:18] (root) INFO: Performing t-SNE...\n",
      "[2020-06-17 10:59:40] (root) INFO: t-SNE took 21.8 s.\n"
     ]
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       "18569"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "import gc\n",
    "\n",
    "from monet import ExpMatrix\n",
    "from monet import MonetModel\n",
    "from monet import visualize\n",
    "\n",
    "expression_file = 'data/v3_human_pbmc_10k_expression.npz'\n",
    "monet_model_file = 'data/v3_human_pbmc_10k_monet_model.pickle'\n",
    "#monet_model_file = 'output/v3_human_pbmc_10k_monet_model.pickle'\n",
    "\n",
    "matrix = ExpMatrix.load_npz(expression_file)\n",
    "\n",
    "monet_model = MonetModel.load_pickle(monet_model_file)\n",
    "\n",
    "fig, tsne_scores = visualize.tsne_plot(\n",
    "    matrix, monet_model,\n",
    "    title='Training data (PBMC v3)')\n",
    "fig.show()\n",
    "\n",
    "# free up memory\n",
    "del matrix; gc.collect()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2020-06-17 10:59:48] (monet.core.exp_matrix) INFO: Loaded expression matrix with 8381 cells and 15510 genes -- .npz format, 19.9 MB (hash: c299645ab748c9dbe4030fc4cace369b).\n",
      "[2020-06-17 10:59:48] (monet.latent.monet_model) INFO: Loaded Monet model from pickle file \"data/v3_human_pbmc_10k_monet_model.pickle\".\n",
      "[2020-06-17 10:59:48] (root) INFO: Using Monet model to project data onto a 30-dimensional latent space...\n",
      "[2020-06-17 10:59:48] (monet.latent.pca_model) WARNING: No expression data for 1153 / 15510 genes (7.4 %) in the PCA model.\n",
      "[2020-06-17 10:59:49] (monet.latent.pca_model) INFO: Expression profiles will be scaled 1.57x (on average).\n",
      "[2020-06-17 10:59:52] (monet.latent.pca_model) INFO: Projection onto 30 PCs retained 20.8 % of the total variance in the scaled and FT-transformed data.\n",
      "[2020-06-17 10:59:52] (root) INFO: Performing t-SNE...\n",
      "[2020-06-17 11:00:16] (root) INFO: t-SNE took 23.9 s.\n"
     ]
    },
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       "            Plotly.purge(gd);\n",
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "18471"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import gc\n",
    "\n",
    "from monet import ExpMatrix\n",
    "from monet import MonetModel\n",
    "from monet import visualize\n",
    "\n",
    "expression_file = 'data/v2_human_pbmc_8k_expression.npz'\n",
    "monet_model_file = 'data/v3_human_pbmc_10k_monet_model.pickle'\n",
    "#monet_model_file = 'output/v3_human_pbmc_10k_monet_model.pickle'\n",
    "\n",
    "matrix = ExpMatrix.load_npz(expression_file)\n",
    "\n",
    "monet_model = MonetModel.load_pickle(monet_model_file)\n",
    "\n",
    "fig, tsne_scores = visualize.tsne_plot(\n",
    "    matrix, monet_model,\n",
    "    title='New data (PBMC v2)')\n",
    "fig.show()\n",
    "\n",
    "# free up memory\n",
    "del matrix; gc.collect()"
   ]
  }
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