CSE515_MWDB_Project/Phase 3/task_4.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "from utils import *\n",
    "warnings.filterwarnings('ignore')\n",
    "%matplotlib inline\n",
    "from sklearn.decomposition import PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "fd_collection = getCollection(\"team_5_mwdb_phase_2\", \"fd_collection\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "selected_feature_model = \"fc_fd\"\n",
    "\n",
    "t = int(input(\"Enter value of t: \"))\n",
    "if t < 1:\n",
    "    raise ValueError(\"t should be a positive integer\")\n",
    "\n",
    "num_layers = int(input(\"Enter the number of layers: \"))\n",
    "if num_layers < 1:\n",
    "    raise ValueError(\"num_layers should be a positive integer\")\n",
    "\n",
    "num_hashes_per_layer = int(input(\"Enter the number of hashes per layer: \"))\n",
    "if num_hashes_per_layer < 1:\n",
    "    raise ValueError(\"num_hashes_per_layer should be a positive integer\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_images = list(fd_collection.find())\n",
    "all_images = sorted(all_images, key = lambda x: x[\"image_id\"])\n",
    "\n",
    "odd_image_ids = [img[\"image_id\"] for img in all_images if img[\"image_id\"] % 2 == 0]\n",
    "\n",
    "even_image_labels = [img[\"true_label\"] for img in all_images if img[\"image_id\"] % 2 == 0]\n",
    "odd_image_labels = [img[\"true_label\"] for img in all_images if img[\"image_id\"] % 2 != 0]\n",
    "\n",
    "feature_vectors = [np.array(img[selected_feature_model]).flatten() for img in all_images]\n",
    "\n",
    "total_len = len(feature_vectors)\n",
    "even_feature_vectors = []\n",
    "odd_feature_vectors = []\n",
    "\n",
    "for i in range(total_len):\n",
    "  if i % 2 == 0:\n",
    "    even_feature_vectors.append(feature_vectors[i])\n",
    "  else:\n",
    "    odd_feature_vectors.append(feature_vectors[i])\n",
    "\n",
    "even_feature_vectors = np.array(even_feature_vectors)\n",
    "odd_feature_vectors = np.array(odd_feature_vectors)\n",
    "\n",
    "odd_len = odd_feature_vectors.shape[0]\n",
    "even_len = even_feature_vectors.shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from collections import defaultdict\n",
    "\n",
    "class LSHIndex:\n",
    "    def __init__(self, num_layers, num_hashes, dimensions, seed=42):\n",
    "        self.num_layers = num_layers\n",
    "        self.num_hashes = num_hashes\n",
    "        self.dimensions = dimensions\n",
    "        self.index = [defaultdict(list) for _ in range(num_layers)]\n",
    "        self.hash_functions = self._generate_hash_functions(seed)\n",
    "\n",
    "    def _generate_hash_functions(self, seed):\n",
    "        np.random.seed(seed)\n",
    "        hash_functions = []\n",
    "        for _ in range(self.num_layers):\n",
    "            layer_hashes = []\n",
    "            for _ in range(self.num_hashes):\n",
    "                random_projection = np.random.randn(self.dimensions)\n",
    "                random_projection /= np.linalg.norm(random_projection)\n",
    "                layer_hashes.append(random_projection)\n",
    "            hash_functions.append(layer_hashes)\n",
    "        return hash_functions\n",
    "\n",
    "    def hash_vector(self, vector):\n",
    "        hashed_values = []\n",
    "        for i in range(self.num_layers):\n",
    "            layer_hashes = self.hash_functions[i]\n",
    "            layer_hash = [int(np.dot(vector, h) > 0) for h in layer_hashes]\n",
    "            hashed_values.append(tuple(layer_hash))\n",
    "        return hashed_values\n",
    "\n",
    "    def add_vector(self, vector, image_id):\n",
    "        hashed = self.hash_vector(vector)\n",
    "        for i in range(self.num_layers):\n",
    "            self.index[i][hashed[i]].append((image_id, vector))\n",
    "\n",
    "    def query(self, query_vector):\n",
    "        hashed_query = self.hash_vector(query_vector)\n",
    "        candidates = set()\n",
    "        for i in range(self.num_layers):\n",
    "            candidates.update(self.index[i][hashed_query[i]])\n",
    "        return candidates\n",
    "\n",
    "    def query_t_unique(self, query_vector, t):\n",
    "        hashed_query = self.hash_vector(query_vector)\n",
    "        candidates = []\n",
    "        unique_vectors = set()  # Track unique vectors considered\n",
    "\n",
    "        for i in range(self.num_layers):\n",
    "            candidates.extend(self.index[i][hashed_query[i]])\n",
    "\n",
    "        # Calculate Euclidean distance between query and candidate vectors\n",
    "        distances = []\n",
    "        for candidate in candidates:\n",
    "            unique_vectors.add(tuple(candidate[1]))  # Adding vectors to track uniqueness\n",
    "            # unique_vectors.add((candidate))  # Adding vectors to track uniqueness\n",
    "            distance = np.linalg.norm(candidate[0] - query_vector)\n",
    "            distances.append(distance)\n",
    "\n",
    "        # Sort candidates based on Euclidean distance and get t unique similar vectors\n",
    "        unique_similar_vectors = []\n",
    "        for distance, candidate in sorted(zip(distances, candidates)):\n",
    "            if len(unique_similar_vectors) >= t:\n",
    "                break\n",
    "            if tuple(candidate) not in unique_similar_vectors:\n",
    "                unique_similar_vectors.append(tuple(candidate))\n",
    "\n",
    "        return list(unique_similar_vectors), len(unique_vectors), len(candidates)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of unique vectors considered: 55\n",
      "Overall number of vectors considered: 56\n",
      "20 Most Similar Vectors:\n",
      "Label of the input image: 30\n",
      "Label: 1, (454, [0.2332000434398651, 0.07741810381412506, 0.05488063395023346, -0.34052515029907227, -0.22374911606311798, -0.5841524004936218, -0.6228158473968506, -0.081851527094841, -0.25591951608657837, -0.2172556221485138, -0.22115090489387512, -0.40955448150634766, -0.40356117486953735, -0.5474131107330322, -0.2764815390110016, -0.48939070105552673, -0.38801583647727966, -0.36290353536605835, -0.3398980498313904, -0.2590472400188446, -0.31475523114204407, -0.34429046511650085, -0.18438300490379333, -0.3244428038597107, -0.18492211401462555, -0.4719095528125763, -0.4257151484489441, -0.37070584297180176, 0.18500417470932007, -0.37800002098083496, -0.4757663607597351, -0.4288094937801361, -0.37333470582962036, -0.254594624042511, -0.793333888053894, -0.603157103061676, 0.12041875720024109, 0.12864024937152863, -0.332401305437088, 0.17326293885707855, -0.16497962176799774, -0.19815891981124878, 0.014861801639199257, -0.12993870675563812, -0.4934638738632202, 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     ]
    }
   ],
   "source": [
    "query_image_id = int(input(\"Enter value of query_image_id: \"))\n",
    "if query_image_id < 1:\n",
    "    raise ValueError(\"query_image_id should be a positive integer\")\n",
    "\n",
    "num_vectors = even_feature_vectors.shape[0]\n",
    "vector_dimension = even_feature_vectors.shape[1]\n",
    "\n",
    "lsh = LSHIndex(num_layers, num_hashes_per_layer, vector_dimension)\n",
    "\n",
    "for index, vector in enumerate(even_feature_vectors):\n",
    "    lsh.add_vector(vector.tolist(), index * 2)\n",
    "\n",
    "query_vector = np.array(odd_feature_vectors[(query_image_id // 2)])\n",
    "\n",
    "result_t_unique, unique_count, overall_count = lsh.query_t_unique(query_vector, t)\n",
    "print(f\"Number of unique vectors considered: {unique_count}\")\n",
    "print(f\"Overall number of vectors considered: {overall_count}\")\n",
    "print(f\"{t} Most Similar Vectors:\")\n",
    "print(f\"Label of the input image: {odd_image_labels[(query_image_id // 2)]}\")\n",
    "for result in result_t_unique:\n",
    "    print(f\"Label: {even_image_labels[(result[0] // 2)]}, {result}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
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   "pygments_lexer": "ipython3",
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