FastHigashi_sciHiC_Kim_4DN.ipynb 698 KB
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{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "45098dea",
   "metadata": {},
   "source": [
    "There are two Kim et al. datasets, one uses all available cells (currently used in the 4DN tutorial of Higashi) and one with stricter filtering standard (we used in Higashi and Fast-Higashi manuscript). We refer to them as 4DN_all and 4DN_subset. We'll run Fast-Higashi on both of these dataset. Let's try 4DN_subset first. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1db61bac",
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "22c3e441",
   "metadata": {},
   "outputs": [],
   "source": [
    "from fasthigashi.FastHigashi_Wrapper import *\n",
    "# Set the path to the configuration file, change it accordingly\n",
    "# The format of the config file is the same as the Higashi config JSON\n",
    "config = \"/home/rzhang/fast_higashi_git/config_dir/config_sciHiC_Kim_4DN_higashi_500k.JSON\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "69acd96b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "setting to gpu:1\n"
     ]
    }
   ],
   "source": [
    "# initialize the model\n",
    "wrapper = FastHigashi(config_path=config,\n",
    "                      path2input_cache=None, # when setting at None, will use the temp_dir on the JSON file\n",
    "                      path2result_dir=None, # same as above\n",
    "                      off_diag=100,\n",
    "                      filter=True,\n",
    "                      do_conv=True, # dataset with low coverage, turn on conv\n",
    "                      do_rwr=True, # dataset with low coverage, turn on partial rwr\n",
    "                      do_col=False,\n",
    "                      no_col=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a9986bc7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "generating start/end dict for chromosome\n",
      "extracting from filelist.txt\n"
     ]
    },
    {
     "data": {
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       "total": 6388,
       "unit": "it",
       "unit_divisor": 1000,
       "unit_scale": false
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      "text/plain": [
       "  0%|          | 0/6388 [00:00<?, ?it/s]"
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fast process finishes\n",
      "contact pairs to sparse mtx takes: 26.59 s\n"
     ]
    }
   ],
   "source": [
    "# From contact pairs to the sparse matrices and store them on disk\n",
    "if not os.path.exists(os.path.join(wrapper.temp_dir, \"raw\", \"%s_sparse_adj.npy\" % wrapper.chrom_list[0])):\n",
    "    start = time.time()\n",
    "    wrapper.fast_process_data()\n",
    "    print(\"contact pairs to sparse mtx takes: %.2f s\" % (time.time() - start))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "06bc6e56",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total number of cells that pass qc check 2786 bad 3602 total: 6388\n",
      "cache file = /home/rzhang/Higashi/Temp/sciHiC_Kim_4DN_higashi_500k/cache_intra_500000_offdiag_100_.pkl\n",
      "will do per batch normalization\n"
     ]
    },
    {
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       "prefix": "packing sparse mtx into sparse tensors",
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      "text/plain": [
       "packing sparse mtx into sparse tensors:   0%|          | 0/22 [00:00<?, ?it/s]"
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     },
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       "prefix": "Sorting indices in sparse tensors",
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       "total": 22,
       "unit": "it",
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       "unit_scale": false
      },
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "79da8f7757c84555a8ccbcb242935377",
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       "version_minor": 0
      },
      "text/plain": [
       "Sorting indices in sparse tensors:   0%|          | 0/22 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving cached input to /home/rzhang/Higashi/Temp/sciHiC_Kim_4DN_higashi_500k/cache_intra_500000_offdiag_100_.pkl\n",
      "gpu mem\n",
      "c_nvmlMemory_t(total: 25757220864 B, free: 25430523904 B, used: 326696960 B)\n",
      "sparsity 0.008046937544129775\n",
      "sparsity below threshold, automatically col_normalize\n",
      "do_conv True do_rwr True do_col True\n",
      "recommend_bs_cell [2786, 2786, 2786, 2786, 2786, 2786, 2786, 2786, 2786, 2786, 2786, 2786, 2786, 2786, 2786, 2786, 2786, 2786, 2786, 2786, 2786, 2786] pinning memory\n",
      "packing sparse mtx takes: 40.39 s\n"
     ]
    }
   ],
   "source": [
    "# packing data from sparse matrices to sparse tensors\n",
    "start = time.time()\n",
    "wrapper.prep_dataset(batch_norm=True) # when there's a batch_id given in the JSON, it will try to pre-correct batch related coverage bias / off-diag ratio bias\n",
    "print(\"packing sparse mtx takes: %.2f s\" % (time.time() - start))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "3a102a72",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dim1_0.6_rank_256_niterp_1_\n",
      "n_iter_parafac 1\n",
      "time elapsed: 0.01\n"
     ]
    },
    {
     "data": {
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       "prefix": "initializing params",
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      "text/plain": [
       "initializing params:   0%|          | 0/22 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "rwr iters: [5 5 5 5 5 5 5 4 5 4 5 4 5 4 4 4 4 4 5 5 4 4]\n",
      "time elapsed: 23.60\n",
      "finish init\n",
      "Starting iteration 0\n",
      "\n",
      "PARAFAC2 re=6.720 takes 11.9s\n",
      "Starting iteration 1\n",
      "\n",
      "PARAFAC2 re=0.427 9.96e-01 variation min9.8e-01 at chrom 20, max1.0e+00 at chrom 0 takes 11.6s\n",
      "Starting iteration 2\n",
      "\n",
      "PARAFAC2 re=0.419 3.82e-02 variation min1.6e-02 at chrom 3, max7.6e-02 at chrom 16 takes 12.0s\n",
      "Starting iteration 3\n",
      "\n",
      "PARAFAC2 re=0.412 3.07e-02 variation min2.5e-02 at chrom 13, max4.2e-02 at chrom 16 takes 12.2s\n",
      "Starting iteration 4\n",
      "\n",
      "PARAFAC2 re=0.410 1.42e-02 variation min1.1e-02 at chrom 20, max2.0e-02 at chrom 7 takes 12.1s\n",
      "Starting iteration 5\n",
      "\n",
      "PARAFAC2 re=0.408 6.34e-03 variation min9.6e-04 at chrom 20, max1.0e-02 at chrom 7 takes 12.2s\n",
      "Starting iteration 6\n",
      "\n",
      "PARAFAC2 re=0.408 3.41e-03 variation min-7.6e-04 at chrom 20, max6.0e-03 at chrom 7 takes 12.1s\n",
      "Starting iteration 7\n",
      "\n",
      "PARAFAC2 re=0.407 2.12e-03 variation min-7.9e-04 at chrom 20, max3.7e-03 at chrom 7 takes 12.2s\n",
      "Starting iteration 8\n",
      "\n",
      "PARAFAC2 re=0.407 1.47e-03 variation min-6.3e-04 at chrom 20, max2.5e-03 at chrom 7 takes 12.1s\n",
      "Starting iteration 9\n",
      "\n",
      "PARAFAC2 re=0.407 1.09e-03 variation min-4.7e-04 at chrom 20, max1.8e-03 at chrom 7 takes 12.1s\n",
      "n_iter_para 2\n",
      "Starting iteration 10\n",
      "\n",
      "PARAFAC2 re=0.406 8.55e-04 variation min-3.1e-04 at chrom 20, max1.4e-03 at chrom 7 takes 12.2s\n",
      "Starting iteration 11\n",
      "\n",
      "PARAFAC2 re=0.406 1.03e-03 variation min2.2e-04 at chrom 20, max1.4e-03 at chrom 7 takes 12.2s\n",
      "Starting iteration 12\n",
      "\n",
      "PARAFAC2 re=0.406 7.80e-04 variation min2.4e-04 at chrom 20, max1.2e-03 at chrom 10 takes 12.3s\n",
      "Starting iteration 13\n",
      "\n",
      "PARAFAC2 re=0.406 6.33e-04 variation min2.0e-04 at chrom 20, max9.7e-04 at chrom 10 takes 12.2s\n",
      "Starting iteration 14\n",
      "\n",
      "PARAFAC2 re=0.406 5.29e-04 variation min1.3e-04 at chrom 20, max8.4e-04 at chrom 10 takes 12.2s\n",
      "Starting iteration 15\n",
      "\n",
      "PARAFAC2 re=0.406 4.53e-04 variation min6.6e-05 at chrom 20, max7.4e-04 at chrom 10 takes 12.3s\n",
      "Starting iteration 16\n",
      "\n",
      "PARAFAC2 re=0.406 3.96e-04 variation min3.4e-05 at chrom 20, max6.6e-04 at chrom 10 takes 12.3s\n",
      "Starting iteration 17\n",
      "\n",
      "PARAFAC2 re=0.406 3.50e-04 variation min3.7e-05 at chrom 20, max6.0e-04 at chrom 10 takes 12.3s\n",
      "Starting iteration 18\n",
      "\n",
      "PARAFAC2 re=0.405 3.15e-04 variation min3.3e-05 at chrom 20, max5.4e-04 at chrom 10 takes 12.4s\n",
      "Starting iteration 19\n",
      "\n",
      "PARAFAC2 re=0.405 2.88e-04 variation min3.3e-05 at chrom 20, max5.0e-04 at chrom 10 takes 12.4s\n",
      "n_iter_para 3\n",
      "Starting iteration 20\n",
      "\n",
      "PARAFAC2 re=0.405 2.65e-04 variation min3.4e-05 at chrom 20, max4.5e-04 at chrom 10 takes 12.4s\n",
      "Starting iteration 21\n",
      "\n",
      "PARAFAC2 re=0.405 3.14e-04 variation min7.1e-05 at chrom 20, max5.1e-04 at chrom 1 takes 12.4s\n",
      "Starting iteration 22\n",
      "\n",
      "PARAFAC2 re=0.405 2.85e-04 variation min5.5e-05 at chrom 20, max5.1e-04 at chrom 1 takes 12.4s\n",
      "Starting iteration 23\n",
      "\n",
      "PARAFAC2 re=0.405 2.64e-04 variation min4.8e-05 at chrom 20, max4.9e-04 at chrom 1 takes 12.5s\n",
      "Starting iteration 24\n",
      "\n",
      "PARAFAC2 re=0.405 2.42e-04 variation min4.8e-05 at chrom 20, max4.5e-04 at chrom 1 takes 12.4s\n",
      "Starting iteration 25\n",
      "\n",
      "PARAFAC2 re=0.405 2.25e-04 variation min6.4e-05 at chrom 20, max4.1e-04 at chrom 1 takes 12.5s\n",
      "Starting iteration 26\n",
      "\n",
      "PARAFAC2 re=0.405 2.11e-04 variation min6.3e-05 at chrom 20, max3.8e-04 at chrom 1 takes 12.5s\n",
      "Starting iteration 27\n",
      "\n",
      "PARAFAC2 re=0.405 1.97e-04 variation min5.9e-05 at chrom 20, max3.5e-04 at chrom 1 takes 12.4s\n",
      "Starting iteration 28\n",
      "\n",
      "PARAFAC2 re=0.405 1.85e-04 variation min6.0e-05 at chrom 20, max3.2e-04 at chrom 1 takes 12.4s\n",
      "Starting iteration 29\n",
      "\n",
      "PARAFAC2 re=0.405 1.74e-04 variation min5.4e-05 at chrom 19, max3.0e-04 at chrom 1 takes 12.5s\n",
      "n_iter_para 4\n",
      "Starting iteration 30\n",
      "\n",
      "PARAFAC2 re=0.405 1.65e-04 variation min4.8e-05 at chrom 19, max2.8e-04 at chrom 1 takes 12.5s\n",
      "Starting iteration 31\n",
      "\n",
      "PARAFAC2 re=0.405 1.85e-04 variation min5.9e-05 at chrom 19, max3.1e-04 at chrom 1 takes 12.5s\n",
      "Starting iteration 32\n",
      "\n",
      "PARAFAC2 re=0.405 1.75e-04 variation min5.4e-05 at chrom 19, max2.9e-04 at chrom 1 takes 12.6s\n",
      "Starting iteration 33\n",
      "\n",
      "PARAFAC2 re=0.405 1.63e-04 variation min4.7e-05 at chrom 19, max2.8e-04 at chrom 1 takes 12.6s\n",
      "Starting iteration 34\n",
      "\n",
      "PARAFAC2 re=0.405 1.54e-04 variation min4.5e-05 at chrom 19, max2.6e-04 at chrom 1 takes 12.6s\n",
      "Starting iteration 35\n",
      "\n",
      "PARAFAC2 re=0.405 1.46e-04 variation min4.4e-05 at chrom 19, max2.5e-04 at chrom 1 takes 12.6s\n",
      "Starting iteration 36\n",
      "\n",
      "PARAFAC2 re=0.405 1.37e-04 variation min3.9e-05 at chrom 19, max2.3e-04 at chrom 1 takes 12.5s\n",
      "Starting iteration 37\n",
      "\n",
      "PARAFAC2 re=0.405 1.30e-04 variation min4.1e-05 at chrom 19, max2.2e-04 at chrom 1 takes 12.6s\n",
      "Starting iteration 38\n",
      "\n",
      "PARAFAC2 re=0.405 1.23e-04 variation min3.6e-05 at chrom 19, max2.1e-04 at chrom 1 takes 12.6s\n",
      "Starting iteration 39\n",
      "\n",
      "PARAFAC2 re=0.405 1.15e-04 variation min3.2e-05 at chrom 19, max2.0e-04 at chrom 1 takes 12.5s\n",
      "n_iter_para 5\n",
      "Starting iteration 40\n",
      "\n",
      "PARAFAC2 re=0.405 1.12e-04 variation min3.4e-05 at chrom 19, max1.9e-04 at chrom 1 takes 12.6s\n",
      "Starting iteration 41\n",
      "\n",
      "PARAFAC2 re=0.405 1.20e-04 variation min3.9e-05 at chrom 16, max2.0e-04 at chrom 1 takes 12.6s\n",
      "Starting iteration 42\n",
      "\n",
      "PARAFAC2 re=0.405 1.12e-04 variation min3.3e-05 at chrom 19, max1.8e-04 at chrom 1 takes 12.5s\n",
      "Starting iteration 43\n",
      "\n",
      "PARAFAC2 re=0.405 1.07e-04 variation min3.2e-05 at chrom 19, max1.7e-04 at chrom 1 takes 12.7s\n",
      "Starting iteration 44\n",
      "\n",
      "PARAFAC2 re=0.405 1.02e-04 variation min3.2e-05 at chrom 16, max1.6e-04 at chrom 1 takes 12.7s\n",
      "Starting iteration 45\n",
      "\n",
      "PARAFAC2 re=0.405 9.72e-05 variation min2.8e-05 at chrom 20, max1.5e-04 at chrom 1 takes 12.6s\n",
      "Starting iteration 46\n",
      "\n",
      "PARAFAC2 re=0.405 9.20e-05 variation min2.2e-05 at chrom 20, max1.4e-04 at chrom 1 takes 12.6s\n",
      "Starting iteration 47\n",
      "\n",
      "PARAFAC2 re=0.404 8.81e-05 variation min1.7e-05 at chrom 20, max1.3e-04 at chrom 2 takes 12.6s\n",
      "Starting iteration 48\n",
      "\n",
      "PARAFAC2 re=0.404 8.32e-05 variation min1.3e-05 at chrom 20, max1.2e-04 at chrom 3 takes 12.6s\n",
      "Starting iteration 49\n",
      "\n",
      "PARAFAC2 re=0.404 8.08e-05 variation min8.3e-06 at chrom 20, max1.2e-04 at chrom 3 takes 12.6s\n",
      "n_iter_para 6\n",
      "Starting iteration 50\n",
      "\n",
      "PARAFAC2 re=0.404 7.57e-05 variation min4.5e-06 at chrom 20, max1.2e-04 at chrom 3 takes 12.6s\n",
      "Starting iteration 51\n",
      "\n",
      "PARAFAC2 re=0.404 8.32e-05 variation min5.5e-06 at chrom 20, max1.3e-04 at chrom 3 takes 12.7s\n",
      "Starting iteration 52\n",
      "\n",
      "PARAFAC2 re=0.404 7.72e-05 variation min2.8e-06 at chrom 20, max1.2e-04 at chrom 3 takes 12.6s\n",
      "Starting iteration 53\n",
      "\n",
      "PARAFAC2 re=0.404 7.41e-05 variation min-3.1e-06 at chrom 20, max1.2e-04 at chrom 3 takes 12.7s\n",
      "Starting iteration 54\n",
      "\n",
      "PARAFAC2 re=0.404 7.08e-05 variation min-2.1e-06 at chrom 20, max1.2e-04 at chrom 3 takes 12.7s\n",
      "Starting iteration 55\n",
      "\n",
      "PARAFAC2 re=0.404 6.91e-05 variation min-5.2e-06 at chrom 20, max1.1e-04 at chrom 3 takes 12.6s\n",
      "Starting iteration 56\n",
      "\n",
      "PARAFAC2 re=0.404 6.44e-05 variation min-6.2e-06 at chrom 20, max1.1e-04 at chrom 3 takes 12.7s\n",
      "Starting iteration 57\n",
      "\n",
      "PARAFAC2 re=0.404 6.29e-05 variation min-8.7e-06 at chrom 20, max1.1e-04 at chrom 3 takes 12.7s\n",
      "Starting iteration 58\n",
      "\n",
      "PARAFAC2 re=0.404 6.07e-05 variation min-1.0e-05 at chrom 20, max1.0e-04 at chrom 3 takes 12.6s\n",
      "Starting iteration 59\n",
      "\n",
      "PARAFAC2 re=0.404 5.73e-05 variation min-1.1e-05 at chrom 20, max1.0e-04 at chrom 3 takes 12.6s\n",
      "n_iter_para 7\n",
      "Starting iteration 60\n",
      "\n",
      "PARAFAC2 re=0.404 5.54e-05 variation min-1.1e-05 at chrom 20, max9.6e-05 at chrom 3 takes 12.7s\n",
      "Starting iteration 61\n",
      "\n",
      "PARAFAC2 re=0.404 5.80e-05 variation min-8.3e-06 at chrom 20, max9.9e-05 at chrom 3 takes 12.8s\n",
      "Starting iteration 62\n",
      "\n",
      "PARAFAC2 re=0.404 5.54e-05 variation min-9.0e-06 at chrom 20, max9.5e-05 at chrom 3 takes 12.7s\n",
      "Starting iteration 63\n",
      "\n",
      "PARAFAC2 re=0.404 5.41e-05 variation min-8.3e-06 at chrom 20, max8.9e-05 at chrom 3 takes 12.7s\n",
      "Starting iteration 64\n",
      "\n",
      "PARAFAC2 re=0.404 5.07e-05 variation min-1.0e-05 at chrom 20, max8.7e-05 at chrom 3 takes 12.8s\n",
      "Starting iteration 65\n",
      "\n",
      "PARAFAC2 re=0.404 4.85e-05 variation min-8.0e-06 at chrom 20, max8.2e-05 at chrom 3 takes 12.7s\n",
      "Starting iteration 66\n",
      "\n",
      "PARAFAC2 re=0.404 4.88e-05 variation min-5.5e-06 at chrom 20, max7.8e-05 at chrom 3 takes 12.8s\n",
      "Starting iteration 67\n",
      "\n",
      "PARAFAC2 re=0.404 4.52e-05 variation min-5.2e-06 at chrom 20, max7.5e-05 at chrom 3 takes 12.8s\n",
      "Starting iteration 68\n",
      "\n",
      "PARAFAC2 re=0.404 4.46e-05 variation min-5.2e-06 at chrom 20, max7.0e-05 at chrom 3 takes 12.7s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Starting iteration 69\n",
      "\n",
      "PARAFAC2 re=0.404 4.30e-05 variation min-3.3e-06 at chrom 21, max6.9e-05 at chrom 3 takes 12.8s\n",
      "n_iter_para 8\n",
      "Starting iteration 70\n",
      "\n",
      "PARAFAC2 re=0.404 4.13e-05 variation min-3.3e-06 at chrom 21, max6.5e-05 at chrom 3 takes 12.8s\n",
      "Starting iteration 71\n",
      "\n",
      "PARAFAC2 re=0.404 4.35e-05 variation min-1.6e-06 at chrom 21, max6.6e-05 at chrom 3 takes 12.8s\n",
      "Starting iteration 72\n",
      "\n",
      "PARAFAC2 re=0.404 4.20e-05 variation min-4.9e-06 at chrom 21, max6.3e-05 at chrom 3 takes 12.8s\n",
      "Starting iteration 73\n",
      "\n",
      "PARAFAC2 re=0.404 4.01e-05 variation min-5.7e-06 at chrom 21, max6.1e-05 at chrom 3 takes 12.8s\n",
      "Starting iteration 74\n",
      "\n",
      "PARAFAC2 re=0.404 3.89e-05 variation min-8.2e-06 at chrom 21, max6.0e-05 at chrom 3 takes 12.8s\n",
      "Starting iteration 75\n",
      "\n",
      "PARAFAC2 re=0.404 3.84e-05 variation min-4.1e-06 at chrom 21, max5.6e-05 at chrom 3 takes 12.9s\n",
      "Starting iteration 76\n",
      "\n",
      "PARAFAC2 re=0.404 3.66e-05 variation min-4.9e-06 at chrom 21, max5.4e-05 at chrom 3 takes 12.8s\n",
      "Starting iteration 77\n",
      "\n",
      "PARAFAC2 re=0.404 3.57e-05 variation min-9.8e-06 at chrom 21, max5.1e-05 at chrom 4 takes 12.7s\n",
      "Starting iteration 78\n",
      "\n",
      "PARAFAC2 re=0.404 3.51e-05 variation min-3.3e-06 at chrom 21, max5.2e-05 at chrom 4 takes 12.8s\n",
      "Starting iteration 79\n",
      "\n",
      "PARAFAC2 re=0.404 3.36e-05 variation min-1.1e-05 at chrom 21, max4.9e-05 at chrom 4 takes 12.8s\n",
      "n_iter_para 9\n",
      "Starting iteration 80\n",
      "\n",
      "PARAFAC2 re=0.404 3.35e-05 variation min-4.9e-06 at chrom 21, max4.9e-05 at chrom 4 takes 12.9s\n",
      "Starting iteration 81\n",
      "\n",
      "PARAFAC2 re=0.404 3.34e-05 variation min-7.3e-06 at chrom 21, max5.0e-05 at chrom 4 takes 12.8s\n",
      "Starting iteration 82\n",
      "\n",
      "PARAFAC2 re=0.404 3.32e-05 variation min-4.9e-06 at chrom 21, max5.0e-05 at chrom 4 takes 12.8s\n",
      "Starting iteration 83\n",
      "\n",
      "PARAFAC2 re=0.404 3.23e-05 variation min-6.5e-06 at chrom 21, max4.7e-05 at chrom 4 takes 12.9s\n",
      "Starting iteration 84\n",
      "\n",
      "PARAFAC2 re=0.404 3.14e-05 variation min-3.5e-07 at chrom 20, max4.6e-05 at chrom 4 takes 12.9s\n",
      "Starting iteration 85\n",
      "\n",
      "PARAFAC2 re=0.404 3.08e-05 variation min-4.9e-06 at chrom 21, max4.7e-05 at chrom 4 takes 12.8s\n",
      "Starting iteration 86\n",
      "\n",
      "PARAFAC2 re=0.404 2.87e-05 variation min-3.3e-06 at chrom 21, max4.2e-05 at chrom 4 takes 12.8s\n",
      "Starting iteration 87\n",
      "\n",
      "PARAFAC2 re=0.404 2.84e-05 variation min-3.3e-06 at chrom 21, max4.3e-05 at chrom 4 takes 12.8s\n",
      "Starting iteration 88\n",
      "\n",
      "PARAFAC2 re=0.404 2.90e-05 variation min-2.1e-06 at chrom 20, max4.1e-05 at chrom 4 takes 12.9s\n",
      "Starting iteration 89\n",
      "\n",
      "PARAFAC2 re=0.404 2.67e-05 variation min-3.5e-06 at chrom 20, max3.9e-05 at chrom 4 takes 12.8s\n",
      "converged in 89 iterations.\n",
      "start transform\n",
      "takes: 1157.30 s\n"
     ]
    }
   ],
   "source": [
    "wrapper.run_model(extra=\"\", # can be any words, this will be appended to the model name when the model is saved. Used as an identifier.\n",
    "                  rank=256,\n",
    "                  n_iter_parafac=1,\n",
    "                  tol=2e-5 # In the original manuscript, we use this 3e-4 tolerance, but later we found that setting it to smaller ones might lead to better performance on some data. For this dataset, it leads to more robust results to the initialization\n",
    "                  )\n",
    "\n",
    "# loading existing trained models\n",
    "# This operation is optional when the model is just trained\n",
    "wrapper.load_model(extra=\"\",\n",
    "                   rank=256,\n",
    "                   n_iter_parafac=1\n",
    "                   )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "5f82d97f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dict_keys(['embed_all', 'embed_raw', 'embed_l2_norm', 'restore_order', 'embed_correct_coverage_fh', 'embed_l2_norm_correct_coverage_fh'])\n"
     ]
    }
   ],
   "source": [
    "# getting embedding\n",
    "embed = wrapper.fetch_cell_embedding(final_dim=256,\n",
    "                                     restore_order=False)\n",
    "\n",
    "# 'embed_l2_norm' or 'embed_l2_norm_correct_coverage_fh' usually yields the best results, the latter one represents linear correction of sequencing depth bias.\n",
    "print (embed.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "f6865b0d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['index', 'cell type', 'batch_id', 'coverage_fh'], dtype='object')\n",
      "(6388, 2)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x3000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Check available label information\n",
    "print (wrapper.label_info.columns)\n",
    "from umap import UMAP\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import math\n",
    "embedding = embed['embed_l2_norm']\n",
    "vec = UMAP(n_components=2, n_neighbors=25, random_state=0).fit_transform(embedding)\n",
    "print (vec.shape)\n",
    "\n",
    "fig = plt.figure(figsize=(10, 30))\n",
    "for col_index, col in enumerate([\"cell type\", \"batch_id\"]):\n",
    "    ax = plt.subplot(6, 1, col_index + 1)\n",
    "    sns.scatterplot(x=vec[:, 0], y=vec[:, 1], hue=wrapper.label_info[col], ax=ax, s=5, alpha=0.8, linewidth=0, palette=None, hue_order=np.unique(wrapper.label_info[col]))\n",
    "    handles, labels = ax.get_legend_handles_labels()\n",
    "    labels, handles = zip(*sorted(zip(labels, handles), key=lambda t: t[0]))\n",
    "    ax.legend(handles=handles, labels=labels, bbox_to_anchor=(1.05, 1), loc=2, \n",
    "              borderaxespad=0., ncol=int(math.ceil(len(labels)) / 40 + 1), prop={'size': 6})\n",
    "    ax.set_title(col)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "plt.close('all')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "4ae7ffe9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(14, 7))\n",
    "col = 'cell type'\n",
    "ax=sns.scatterplot(x=vec[:, 0], y=vec[:, 1], hue=wrapper.label_info[col], s=5, alpha=0.8, linewidth=0, palette=None, hue_order=np.unique(wrapper.label_info[col]))\n",
    "handles, labels = ax.get_legend_handles_labels()\n",
    "labels, handles = zip(*sorted(zip(labels, handles), key=lambda t: t[0]))\n",
    "ax.legend(handles=handles, labels=labels, bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0., ncol=2, prop={'size':8})\n",
    "ax.grid(False)\n",
    "# Hide axes ticks\n",
    "ax.set_xticks([])\n",
    "ax.set_yticks([])\n",
    "ax.set_xlabel('UMAP-1')\n",
    "ax.set_ylabel('UMAP-2')\n",
    "ax.set_title( \"Kim et al. Plos Computational Biology 2020 sciHi-C 4DN cell lines\")\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "05d3306c",
   "metadata": {},
   "source": [
    "OK, Now let's try 4DN_all"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "9092a591",
   "metadata": {},
   "outputs": [],
   "source": [
    "from fasthigashi.FastHigashi_Wrapper import *\n",
    "# Set the path to the configuration file, change it accordingly\n",
    "# The format of the config file is the same as the Higashi config JSON\n",
    "config = \"/home/rzhang/fast_higashi_git/config_dir/config_sciHiC_Kim_4DN_all_500k.JSON\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "b3f8cf5a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "setting to gpu:5\n"
     ]
    }
   ],
   "source": [
    "# initialize the model\n",
    "wrapper_all = FastHigashi(config_path=config,\n",
    "                      path2input_cache=None, # when setting at None, will use the temp_dir on the JSON file\n",
    "                      path2result_dir=None, # same as above\n",
    "                      off_diag=100,\n",
    "                      filter=True,\n",
    "                      do_conv=True, # dataset with low coverage, turn on conv\n",
    "                      do_rwr=True, # dataset with low coverage, turn on partial rwr\n",
    "                      do_col=False,\n",
    "                      no_col=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "197c6b44",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "generating start/end dict for chromosome\n",
      "extracting from filelist.txt\n"
     ]
    },
    {
     "data": {
      "application/json": {
       "ascii": false,
       "bar_format": null,
       "colour": null,
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       "total": 16707,
       "unit": "it",
       "unit_divisor": 1000,
       "unit_scale": false
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      "text/plain": [
       "  0%|          | 0/16707 [00:00<?, ?it/s]"
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fast process finishes\n",
      "contact pairs to sparse mtx takes: 43.39 s\n"
     ]
    }
   ],
   "source": [
    "# From contact pairs to the sparse matrices and store them on disk\n",
    "if not os.path.exists(os.path.join(wrapper_all.temp_dir, \"raw\", \"%s_sparse_adj.npy\" % wrapper_all.chrom_list[0])):\n",
    "    start = time.time()\n",
    "    wrapper_all.fast_process_data()\n",
    "    print(\"contact pairs to sparse mtx takes: %.2f s\" % (time.time() - start))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "b8fab7f4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total number of cells that pass qc check 6404 bad 10303 total: 16707\n",
      "cache file = /home/rzhang/Higashi/Temp/sciHiC_Kim_4DN_all_500k/cache_intra_500000_offdiag_100_.pkl\n",
      "will do per batch normalization\n"
     ]
    },
    {
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       "postfix": null,
       "prefix": "packing sparse mtx into sparse tensors",
       "rate": null,
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       "unit": "it",
       "unit_divisor": 1000,
       "unit_scale": false
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      "application/vnd.jupyter.widget-view+json": {
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      },
      "text/plain": [
       "packing sparse mtx into sparse tensors:   0%|          | 0/22 [00:00<?, ?it/s]"
      ]
     },
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    },
    {
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       "prefix": "Sorting indices in sparse tensors",
       "rate": null,
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       "unit_divisor": 1000,
       "unit_scale": false
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      "application/vnd.jupyter.widget-view+json": {
       "model_id": "072c15499f094f6391793c7525ddc279",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Sorting indices in sparse tensors:   0%|          | 0/22 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving cached input to /home/rzhang/Higashi/Temp/sciHiC_Kim_4DN_all_500k/cache_intra_500000_offdiag_100_.pkl\n",
      "gpu mem\n",
      "c_nvmlMemory_t(total: 25757220864 B, free: 25430523904 B, used: 326696960 B)\n",
      "sparsity 0.004462150235585356\n",
      "sparsity below threshold, automatically col_normalize\n",
      "do_conv True do_rwr True do_col True\n",
      "recommend_bs_cell [6404, 6404, 6404, 6404, 6404, 6404, 6404, 6404, 6404, 6404, 6404, 6404, 6404, 6404, 6404, 6404, 6404, 6404, 6404, 6404, 6404, 6404] pinning memory\n",
      "packing sparse mtx takes: 95.93 s\n"
     ]
    }
   ],
   "source": [
    "# packing data from sparse matrices to sparse tensors\n",
    "start = time.time()\n",
    "wrapper_all.prep_dataset(batch_norm=True) # when there's a batch_id given in the JSON, it will try to pre-correct batch related coverage bias / off-diag ratio bias\n",
    "print(\"packing sparse mtx takes: %.2f s\" % (time.time() - start))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "e1651a05",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dim1_0.6_rank_256_niterp_1_\n",
      "n_iter_parafac 1\n",
      "time elapsed: 1.19\n"
     ]
    },
    {
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       "version_major": 2,
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      },
      "text/plain": [
       "initializing params:   0%|          | 0/22 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "rwr iters: [5 5 5 5 5 5 5 5 5 5 5 5 5 5 4 5 4 5 5 5 4 4]\n",
      "time elapsed: 78.76\n",
      "finish init\n",
      "Starting iteration 0\n",
      "\n",
      "PARAFAC2 re=6.383 takes 15.4s\n",
      "Starting iteration 1\n",
      "\n",
      "PARAFAC2 re=0.513 9.94e-01 variation min9.7e-01 at chrom 20, max1.0e+00 at chrom 0 takes 15.3s\n",
      "Starting iteration 2\n",
      "\n",
      "PARAFAC2 re=0.505 3.10e-02 variation min1.8e-02 at chrom 2, max7.3e-02 at chrom 20 takes 15.3s\n",
      "Starting iteration 3\n",
      "\n",
      "PARAFAC2 re=0.500 2.16e-02 variation min1.5e-02 at chrom 21, max3.0e-02 at chrom 16 takes 15.3s\n",
      "Starting iteration 4\n",
      "\n",
      "PARAFAC2 re=0.498 7.93e-03 variation min-2.1e-03 at chrom 21, max1.2e-02 at chrom 3 takes 15.2s\n",
      "Starting iteration 5\n",
      "\n",
      "PARAFAC2 re=0.497 3.57e-03 variation min-3.7e-03 at chrom 21, max6.6e-03 at chrom 12 takes 15.1s\n",
      "Starting iteration 6\n",
      "\n",
      "PARAFAC2 re=0.496 2.02e-03 variation min-3.1e-03 at chrom 20, max4.0e-03 at chrom 2 takes 15.0s\n",
      "Starting iteration 7\n",
      "\n",
      "PARAFAC2 re=0.496 1.31e-03 variation min-2.3e-03 at chrom 20, max2.6e-03 at chrom 2 takes 15.0s\n",
      "Starting iteration 8\n",
      "\n",
      "PARAFAC2 re=0.496 9.23e-04 variation min-1.6e-03 at chrom 20, max1.8e-03 at chrom 2 takes 15.0s\n",
      "Starting iteration 9\n",
      "\n",
      "PARAFAC2 re=0.496 6.90e-04 variation min-1.2e-03 at chrom 20, max1.3e-03 at chrom 2 takes 15.1s\n",
      "n_iter_para 2\n",
      "Starting iteration 10\n",
      "\n",
      "PARAFAC2 re=0.496 5.43e-04 variation min-9.1e-04 at chrom 20, max9.6e-04 at chrom 12 takes 15.0s\n",
      "Starting iteration 11\n",
      "\n",
      "PARAFAC2 re=0.495 6.48e-04 variation min-5.5e-04 at chrom 20, max1.0e-03 at chrom 6 takes 15.1s\n",
      "Starting iteration 12\n",
      "\n",
      "PARAFAC2 re=0.495 4.99e-04 variation min-5.1e-04 at chrom 20, max8.6e-04 at chrom 6 takes 15.1s\n",
      "Starting iteration 13\n",
      "\n",
      "PARAFAC2 re=0.495 4.08e-04 variation min-4.4e-04 at chrom 20, max7.4e-04 at chrom 6 takes 15.1s\n",
      "Starting iteration 14\n",
      "\n",
      "PARAFAC2 re=0.495 3.43e-04 variation min-3.6e-04 at chrom 20, max6.3e-04 at chrom 6 takes 15.2s\n",
      "Starting iteration 15\n",
      "\n",
      "PARAFAC2 re=0.495 2.95e-04 variation min-2.7e-04 at chrom 20, max5.4e-04 at chrom 6 takes 15.3s\n",
      "Starting iteration 16\n",
      "\n",
      "PARAFAC2 re=0.495 2.56e-04 variation min-2.1e-04 at chrom 20, max4.6e-04 at chrom 6 takes 15.2s\n",
      "Starting iteration 17\n",
      "\n",
      "PARAFAC2 re=0.495 2.26e-04 variation min-1.7e-04 at chrom 20, max4.0e-04 at chrom 6 takes 15.2s\n",
      "Starting iteration 18\n",
      "\n",
      "PARAFAC2 re=0.495 2.03e-04 variation min-1.3e-04 at chrom 20, max3.6e-04 at chrom 6 takes 15.2s\n",
      "Starting iteration 19\n",
      "\n",
      "PARAFAC2 re=0.495 1.84e-04 variation min-8.7e-05 at chrom 20, max3.2e-04 at chrom 6 takes 15.2s\n",
      "n_iter_para 3\n",
      "Starting iteration 20\n",
      "\n",
      "PARAFAC2 re=0.495 1.69e-04 variation min-4.1e-05 at chrom 20, max2.9e-04 at chrom 6 takes 15.3s\n",
      "Starting iteration 21\n",
      "\n",
      "PARAFAC2 re=0.495 1.97e-04 variation min2.5e-05 at chrom 20, max3.1e-04 at chrom 6 takes 15.3s\n",
      "Starting iteration 22\n",
      "\n",
      "PARAFAC2 re=0.495 1.79e-04 variation min2.8e-05 at chrom 18, max2.8e-04 at chrom 6 takes 15.3s\n",
      "Starting iteration 23\n",
      "\n",
      "PARAFAC2 re=0.495 1.66e-04 variation min2.4e-05 at chrom 16, max2.6e-04 at chrom 6 takes 15.4s\n",
      "Starting iteration 24\n",
      "\n",
      "PARAFAC2 re=0.495 1.55e-04 variation min1.7e-05 at chrom 16, max2.5e-04 at chrom 6 takes 15.3s\n",
      "Starting iteration 25\n",
      "\n",
      "PARAFAC2 re=0.495 1.45e-04 variation min8.3e-06 at chrom 16, max2.3e-04 at chrom 6 takes 15.3s\n",
      "Starting iteration 26\n",
      "\n",
      "PARAFAC2 re=0.494 1.37e-04 variation min1.5e-06 at chrom 16, max2.2e-04 at chrom 6 takes 15.4s\n",
      "Starting iteration 27\n",
      "\n",
      "PARAFAC2 re=0.494 1.30e-04 variation min-9.3e-07 at chrom 16, max2.1e-04 at chrom 0 takes 15.4s\n",
      "Starting iteration 28\n",
      "\n",
      "PARAFAC2 re=0.494 1.24e-04 variation min-3.7e-06 at chrom 16, max2.3e-04 at chrom 20 takes 15.3s\n",
      "Starting iteration 29\n",
      "\n",
      "PARAFAC2 re=0.494 1.18e-04 variation min-5.9e-06 at chrom 16, max2.2e-04 at chrom 20 takes 15.4s\n",
      "n_iter_para 4\n",
      "Starting iteration 30\n",
      "\n",
      "PARAFAC2 re=0.494 1.15e-04 variation min-8.0e-06 at chrom 16, max2.1e-04 at chrom 20 takes 15.4s\n",
      "Starting iteration 31\n",
      "\n",
      "PARAFAC2 re=0.494 1.28e-04 variation min1.9e-06 at chrom 16, max2.1e-04 at chrom 0 takes 15.4s\n",
      "Starting iteration 32\n",
      "\n",
      "PARAFAC2 re=0.494 1.21e-04 variation min-3.9e-06 at chrom 16, max2.1e-04 at chrom 0 takes 15.4s\n",
      "Starting iteration 33\n",
      "\n",
      "PARAFAC2 re=0.494 1.17e-04 variation min-6.3e-06 at chrom 16, max2.0e-04 at chrom 0 takes 15.4s\n",
      "Starting iteration 34\n",
      "\n",
      "PARAFAC2 re=0.494 1.12e-04 variation min-1.1e-05 at chrom 16, max2.0e-04 at chrom 0 takes 15.4s\n",
      "Starting iteration 35\n",
      "\n",
      "PARAFAC2 re=0.494 1.06e-04 variation min-1.2e-05 at chrom 16, max1.9e-04 at chrom 0 takes 15.5s\n",
      "Starting iteration 36\n",
      "\n",
      "PARAFAC2 re=0.494 1.02e-04 variation min-1.2e-05 at chrom 16, max1.8e-04 at chrom 0 takes 15.5s\n",
      "Starting iteration 37\n",
      "\n",
      "PARAFAC2 re=0.494 9.74e-05 variation min-1.3e-05 at chrom 16, max1.8e-04 at chrom 0 takes 15.4s\n",
      "Starting iteration 38\n",
      "\n",
      "PARAFAC2 re=0.494 9.27e-05 variation min-1.0e-05 at chrom 16, max1.7e-04 at chrom 0 takes 15.4s\n",
      "Starting iteration 39\n",
      "\n",
      "PARAFAC2 re=0.494 8.87e-05 variation min-6.5e-06 at chrom 16, max1.7e-04 at chrom 0 takes 15.4s\n",
      "n_iter_para 5\n",
      "Starting iteration 40\n",
      "\n",
      "PARAFAC2 re=0.494 8.52e-05 variation min-5.6e-06 at chrom 16, max1.6e-04 at chrom 0 takes 15.5s\n",
      "Starting iteration 41\n",
      "\n",
      "PARAFAC2 re=0.494 9.17e-05 variation min-3.7e-07 at chrom 16, max1.7e-04 at chrom 0 takes 15.5s\n",
      "Starting iteration 42\n",
      "\n",
      "PARAFAC2 re=0.494 8.64e-05 variation min-9.3e-07 at chrom 16, max1.6e-04 at chrom 0 takes 15.4s\n",
      "Starting iteration 43\n",
      "\n",
      "PARAFAC2 re=0.494 8.21e-05 variation min1.7e-06 at chrom 16, max1.5e-04 at chrom 0 takes 15.5s\n",
      "Starting iteration 44\n",
      "\n",
      "PARAFAC2 re=0.494 7.93e-05 variation min-4.9e-07 at chrom 21, max1.5e-04 at chrom 3 takes 15.4s\n",
      "Starting iteration 45\n",
      "\n",
      "PARAFAC2 re=0.494 7.49e-05 variation min-2.4e-06 at chrom 21, max1.4e-04 at chrom 3 takes 15.4s\n",
      "Starting iteration 46\n",
      "\n",
      "PARAFAC2 re=0.494 7.19e-05 variation min-3.8e-06 at chrom 20, max1.4e-04 at chrom 3 takes 15.4s\n",
      "Starting iteration 47\n",
      "\n",
      "PARAFAC2 re=0.494 6.86e-05 variation min-7.0e-06 at chrom 20, max1.3e-04 at chrom 3 takes 15.4s\n",
      "Starting iteration 48\n",
      "\n",
      "PARAFAC2 re=0.494 6.52e-05 variation min-5.3e-06 at chrom 21, max1.3e-04 at chrom 3 takes 15.4s\n",
      "Starting iteration 49\n",
      "\n",
      "PARAFAC2 re=0.494 6.23e-05 variation min-8.7e-06 at chrom 20, max1.2e-04 at chrom 3 takes 15.4s\n",
      "n_iter_para 6\n",
      "Starting iteration 50\n",
      "\n",
      "PARAFAC2 re=0.494 6.08e-05 variation min-8.2e-06 at chrom 21, max1.2e-04 at chrom 3 takes 15.5s\n",
      "Starting iteration 51\n",
      "\n",
      "PARAFAC2 re=0.494 6.38e-05 variation min-9.2e-06 at chrom 21, max1.2e-04 at chrom 3 takes 15.5s\n",
      "Starting iteration 52\n",
      "\n",
      "PARAFAC2 re=0.494 5.97e-05 variation min-7.8e-06 at chrom 21, max1.1e-04 at chrom 3 takes 15.5s\n",
      "Starting iteration 53\n",
      "\n",
      "PARAFAC2 re=0.494 5.81e-05 variation min-6.8e-06 at chrom 21, max1.1e-04 at chrom 3 takes 15.5s\n",
      "Starting iteration 54\n",
      "\n",
      "PARAFAC2 re=0.494 5.55e-05 variation min-1.1e-05 at chrom 21, max1.1e-04 at chrom 3 takes 15.5s\n",
      "Starting iteration 55\n",
      "\n",
      "PARAFAC2 re=0.494 5.32e-05 variation min-1.0e-05 at chrom 21, max1.0e-04 at chrom 3 takes 15.5s\n",
      "Starting iteration 56\n",
      "\n",
      "PARAFAC2 re=0.494 5.21e-05 variation min-7.8e-06 at chrom 21, max1.0e-04 at chrom 3 takes 15.5s\n",
      "Starting iteration 57\n",
      "\n",
      "PARAFAC2 re=0.494 4.87e-05 variation min-8.7e-06 at chrom 21, max9.8e-05 at chrom 3 takes 15.5s\n",
      "Starting iteration 58\n",
      "\n",
      "PARAFAC2 re=0.494 4.66e-05 variation min-8.2e-06 at chrom 21, max9.4e-05 at chrom 3 takes 15.6s\n",
      "Starting iteration 59\n",
      "\n",
      "PARAFAC2 re=0.494 4.60e-05 variation min-1.2e-05 at chrom 21, max9.1e-05 at chrom 3 takes 15.5s\n",
      "n_iter_para 7\n",
      "Starting iteration 60\n",
      "\n",
      "PARAFAC2 re=0.494 4.40e-05 variation min-1.1e-05 at chrom 21, max8.8e-05 at chrom 3 takes 15.5s\n",
      "Starting iteration 61\n",
      "\n",
      "PARAFAC2 re=0.494 4.52e-05 variation min-5.3e-06 at chrom 21, max9.1e-05 at chrom 3 takes 15.5s\n",
      "Starting iteration 62\n",
      "\n",
      "PARAFAC2 re=0.494 4.35e-05 variation min-5.3e-06 at chrom 21, max8.7e-05 at chrom 3 takes 15.5s\n",
      "Starting iteration 63\n",
      "\n",
      "PARAFAC2 re=0.494 4.19e-05 variation min-7.3e-06 at chrom 21, max8.4e-05 at chrom 3 takes 15.5s\n",
      "Starting iteration 64\n",
      "\n",
      "PARAFAC2 re=0.494 4.09e-05 variation min-5.3e-06 at chrom 21, max8.2e-05 at chrom 3 takes 16.2s\n",
      "Starting iteration 65\n",
      "\n",
      "PARAFAC2 re=0.494 3.86e-05 variation min-4.8e-06 at chrom 21, max7.9e-05 at chrom 3 takes 16.3s\n",
      "Starting iteration 66\n",
      "\n",
      "PARAFAC2 re=0.494 3.66e-05 variation min-3.4e-06 at chrom 21, max7.5e-05 at chrom 3 takes 16.4s\n",
      "Starting iteration 67\n",
      "\n",
      "PARAFAC2 re=0.494 3.57e-05 variation min-5.0e-06 at chrom 16, max7.3e-05 at chrom 3 takes 16.3s\n",
      "Starting iteration 68\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "PARAFAC2 re=0.494 3.51e-05 variation min-4.4e-06 at chrom 16, max7.0e-05 at chrom 3 takes 16.2s\n",
      "Starting iteration 69\n",
      "\n",
      "PARAFAC2 re=0.494 3.40e-05 variation min-5.9e-06 at chrom 16, max6.6e-05 at chrom 3 takes 16.3s\n",
      "n_iter_para 8\n",
      "Starting iteration 70\n",
      "\n",
      "PARAFAC2 re=0.494 3.19e-05 variation min-5.7e-06 at chrom 16, max6.3e-05 at chrom 3 takes 16.8s\n",
      "Starting iteration 71\n",
      "\n",
      "PARAFAC2 re=0.494 3.38e-05 variation min-5.4e-06 at chrom 16, max6.5e-05 at chrom 3 takes 15.9s\n",
      "Starting iteration 72\n",
      "\n",
      "PARAFAC2 re=0.494 3.26e-05 variation min-5.7e-06 at chrom 16, max6.1e-05 at chrom 3 takes 15.8s\n",
      "Starting iteration 73\n",
      "\n",
      "PARAFAC2 re=0.494 3.09e-05 variation min-6.7e-06 at chrom 16, max5.9e-05 at chrom 3 takes 15.9s\n",
      "Starting iteration 74\n",
      "\n",
      "PARAFAC2 re=0.494 3.02e-05 variation min-6.3e-06 at chrom 16, max5.5e-05 at chrom 3 takes 15.9s\n",
      "Starting iteration 75\n",
      "\n",
      "PARAFAC2 re=0.494 2.94e-05 variation min-7.0e-06 at chrom 16, max5.3e-05 at chrom 3 takes 16.1s\n",
      "Starting iteration 76\n",
      "\n",
      "PARAFAC2 re=0.494 2.86e-05 variation min-8.0e-06 at chrom 16, max5.1e-05 at chrom 3 takes 16.0s\n",
      "Starting iteration 77\n",
      "\n",
      "PARAFAC2 re=0.494 2.75e-05 variation min-6.9e-06 at chrom 16, max4.8e-05 at chrom 3 takes 15.9s\n",
      "Starting iteration 78\n",
      "\n",
      "PARAFAC2 re=0.494 2.69e-05 variation min-8.9e-06 at chrom 16, max4.5e-05 at chrom 3 takes 15.9s\n",
      "Starting iteration 79\n",
      "\n",
      "PARAFAC2 re=0.494 2.55e-05 variation min-7.8e-06 at chrom 16, max4.4e-05 at chrom 3 takes 15.9s\n",
      "n_iter_para 9\n",
      "Starting iteration 80\n",
      "\n",
      "PARAFAC2 re=0.494 2.52e-05 variation min-5.9e-06 at chrom 16, max4.3e-05 at chrom 3 takes 16.0s\n",
      "Starting iteration 81\n",
      "\n",
      "PARAFAC2 re=0.494 2.54e-05 variation min-7.4e-06 at chrom 16, max4.1e-05 at chrom 3 takes 15.9s\n",
      "Starting iteration 82\n",
      "\n",
      "PARAFAC2 re=0.494 2.62e-05 variation min-6.1e-06 at chrom 16, max3.9e-05 at chrom 3 takes 15.9s\n",
      "converged in 82 iterations.\n",
      "start transform\n",
      "takes: 1374.53 s\n"
     ]
    }
   ],
   "source": [
    "\n",
    "wrapper_all.run_model(extra=\"\", # can be any words, this will be appended to the model name when the model is saved. Used as an identifier.\n",
    "                  rank=256,\n",
    "                  n_iter_parafac=1,\n",
    "                  tol=2e-5 # In the original manuscript, we use this 3e-4 tolerance, but later we found that setting it to smaller ones might lead to better performance on some data. For this dataset, it leads to more robust results to the initialization\n",
    "                  )\n",
    "\n",
    "# loading existing trained models\n",
    "# This operation is optional when the model is just trained\n",
    "wrapper_all.load_model(extra=\"\",\n",
    "                   rank=256,\n",
    "                   n_iter_parafac=1\n",
    "                   )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "0f767e00",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dict_keys(['embed_all', 'embed_raw', 'embed_l2_norm', 'restore_order', 'embed_correct_coverage_fh', 'embed_l2_norm_correct_coverage_fh'])\n"
     ]
    }
   ],
   "source": [
    "# getting embedding\n",
    "embed = wrapper_all.fetch_cell_embedding(final_dim=256,\n",
    "                                     restore_order=False)\n",
    "\n",
    "# 'embed_l2_norm' or 'embed_l2_norm_correct_coverage_fh' usually yields the best results, the latter one represents linear correction of sequencing depth bias.\n",
    "print (embed.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "bd20407c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['index', 'cell type', 'batch', 'coverage_fh'], dtype='object')\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x3000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Check available label information\n",
    "print (wrapper_all.label_info.columns)\n",
    "from umap import UMAP\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import math\n",
    "embedding = embed['embed_l2_norm_correct_coverage_fh']\n",
    "vec = UMAP(n_components=2, n_neighbors=25, random_state=0).fit_transform(embedding)\n",
    "\n",
    "\n",
    "fig = plt.figure(figsize=(10, 30))\n",
    "for col_index, col in enumerate([\"cell type\", \"batch\"]):\n",
    "    ax = plt.subplot(6, 1, col_index + 1)\n",
    "    sns.scatterplot(x=vec[:, 0], y=vec[:, 1], hue=wrapper_all.label_info[col], ax=ax, s=5, alpha=0.8, linewidth=0, palette=None, hue_order=np.unique(wrapper_all.label_info[col]))\n",
    "    handles, labels = ax.get_legend_handles_labels()\n",
    "    labels, handles = zip(*sorted(zip(labels, handles), key=lambda t: t[0]))\n",
    "    ax.legend(handles=handles, labels=labels, bbox_to_anchor=(1.05, 1), loc=2, \n",
    "              borderaxespad=0., ncol=int(math.ceil(len(labels)) / 40 + 1), prop={'size': 6})\n",
    "    ax.set_title(col)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "plt.close('all')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "c8a83d80",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(14, 7))\n",
    "col = 'cell type'\n",
    "ax=sns.scatterplot(x=vec[:, 0], y=vec[:, 1], hue=wrapper_all.label_info[col], s=5, alpha=0.8, linewidth=0, palette=None, hue_order=np.unique(wrapper_all.label_info[col]))\n",
    "handles, labels = ax.get_legend_handles_labels()\n",
    "labels, handles = zip(*sorted(zip(labels, handles), key=lambda t: t[0]))\n",
    "ax.legend(handles=handles, labels=labels, bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0., ncol=2, prop={'size':8})\n",
    "ax.grid(False)\n",
    "# Hide axes ticks \n",
    "ax.set_xticks([])\n",
    "ax.set_yticks([])\n",
    "ax.set_xlabel('UMAP-1')\n",
    "ax.set_ylabel('UMAP-2')\n",
    "ax.set_title( \"Kim et al. Plos Computational Biology 2020 sciHi-C 4DN cell lines\")\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ea503bd4",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.10.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}