{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "593f43b1-8665-42e0-bac7-c8b5e073ce6d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting git+http://hf.co/usm3d/tools.git\n",
      "  Cloning http://hf.co/usm3d/tools.git to /private/var/folders/kv/6wn44xbs3cn4m50_0n1fvyxr0000gn/T/pip-req-build-eh0z17vm\n",
      "  Running command git clone --filter=blob:none --quiet http://hf.co/usm3d/tools.git /private/var/folders/kv/6wn44xbs3cn4m50_0n1fvyxr0000gn/T/pip-req-build-eh0z17vm\n",
      "  warning: redirecting to https://huggingface.co/usm3d/tools.git/\n",
      "  Resolved http://hf.co/usm3d/tools.git to commit b9b359817988743e9b97e4191a84ab213ac3bef8\n",
      "  Preparing metadata (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25hBuilding wheels for collected packages: hoho\n",
      "  Building wheel for hoho (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for hoho: filename=hoho-0.0.2-py3-none-any.whl size=19248 sha256=e4cb3dc2d5e6173de34cb8c803c92d6ffa79aabe85bcf9ebec51647425495091\n",
      "  Stored in directory: /private/var/folders/kv/6wn44xbs3cn4m50_0n1fvyxr0000gn/T/pip-ephem-wheel-cache-n7m6sg94/wheels/53/aa/b8/5c791ee207e162fb058c59822c48025a004ea0a808cc8f7d49\n",
      "Successfully built hoho\n",
      "Installing collected packages: hoho\n",
      "Successfully installed hoho-0.0.2\n"
     ]
    }
   ],
   "source": [
    "#!pip install git+http://hf.co/usm3d/tools.git    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "503c6bcb-aa46-46c6-8b86-566b0a470b43",
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "import numpy as np\n",
    "from tqdm import tqdm\n",
    "import sys\n",
    "sys.path.append('..')\n",
    "from datasets import load_dataset\n",
    "from handcrafted_solution import *\n",
    "\n",
    "\n",
    "def read_colmap_rec(colmap_data):\n",
    "    import pycolmap\n",
    "    import tempfile,zipfile\n",
    "    import io\n",
    "    with tempfile.TemporaryDirectory() as tmpdir:\n",
    "        with zipfile.ZipFile(io.BytesIO(colmap_data), \"r\") as zf:\n",
    "            zf.extractall(tmpdir)  # unpacks cameras.txt, images.txt, etc. to tmpdir\n",
    "        # Now parse with pycolmap\n",
    "        rec = pycolmap.Reconstruction(tmpdir)\n",
    "        return rec\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b6c8c1d8",
   "metadata": {},
   "source": [
    "# Loading part of training data\n",
    "\n",
    "For simplicity we are showing example in a streaming mode"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d5274ba3",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "#dataset = load_dataset(\"usm3d/hoho25k\",streaming=False, trust_remote_code=True, num_proc=16)\n",
    "dataset = load_dataset(\"usm3d/hoho25k\", streaming=True, trust_remote_code=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "c50a37d9",
   "metadata": {},
   "outputs": [],
   "source": [
    "i=0\n",
    "idx_to_show = 8\n",
    "for entry in dataset['train']:\n",
    "    human_entry = {}\n",
    "    for k, v in entry.items():\n",
    "        if 'colmap' not in k:\n",
    "            human_entry[k]=v\n",
    "        else:\n",
    "            human_entry[k] = read_colmap_rec(v)\n",
    "    i+=1\n",
    "    if i>idx_to_show:\n",
    "        break\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c7ce110",
   "metadata": {},
   "source": [
    "# Visualizing inputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "080f1a12-06bf-4b97-8a52-d7cf416adede",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f9b484b82b0>"
      ]
     },
     "execution_count": 51,
     "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"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.figure()\n",
    "plt.imshow(human_entry['gestalt'][0])\n",
    "plt.title('Gestalt segmentation')\n",
    "\n",
    "plt.figure()\n",
    "depth = np.array(human_entry['depth'][0])/1000.\n",
    "depth[depth>50] = 0\n",
    "depth = depth/depth.max()\n",
    "plt.title('Monodepth')\n",
    "plt.imshow(depth, cmap='rainbow')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "67368b9e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "0.9693612278858064\n",
      "0.9036308939877489\n",
      "0.9435931900227263\n"
     ]
    },
    {
     "data": {
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     "metadata": {},
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   ],
   "source": [
    "# Here is the prediction and visualization of single entry\n",
    "vertices, edges = predict(entry, visualize=True)"
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