diff --git a/Qommunity/samplers/hierarchical/advantage_sampler/advantage_sampler.py b/Qommunity/samplers/hierarchical/advantage_sampler/advantage_sampler.py
index d5cfacc30..ac5f03607 100644
--- a/Qommunity/samplers/hierarchical/advantage_sampler/advantage_sampler.py
+++ b/Qommunity/samplers/hierarchical/advantage_sampler/advantage_sampler.py
@@ -11,8 +11,8 @@ def __init__(
         resolution: float = 1,
         community: list | None = None,
         use_weights: bool = True,
-        version: str = "Advantage_system5.4",
-        region: str = "eu-central-1",
+        version: str | None = None,
+        region: str | None = None,
         num_reads: int = 100,
         chain_strength: float | None = None,
         use_clique_embedding: bool = False,
@@ -28,9 +28,19 @@ def __init__(
         self.chain_strength = chain_strength
         self.use_clique_embedding = use_clique_embedding
         self._use_weights = use_weights
-
         weight = "weight" if use_weights else None
-        network = Network(G, resolution=resolution, weight=weight, community=community)
+
+        if not hasattr(self, "_full_modularity_matrix"):
+            self._full_modularity_matrix = Network(
+                G, resolution=resolution, weight=weight, community=community
+            ).calculate_full_modularity_matrix()
+        network = Network(
+            G,
+            resolution=resolution,
+            weight=weight,
+            community=community,
+            full_modularity_matrix=self._full_modularity_matrix,
+        )
         problem = CommunityDetectionProblem(
             network, communities=2, one_hot_encoding=False
         )
diff --git a/Qommunity/samplers/regular/dqm_sampler/dqm_sampler.py b/Qommunity/samplers/regular/dqm_sampler/dqm_sampler.py
index 1a834bce3..0e584fa01 100644
--- a/Qommunity/samplers/regular/dqm_sampler/dqm_sampler.py
+++ b/Qommunity/samplers/regular/dqm_sampler/dqm_sampler.py
@@ -1,4 +1,4 @@
-from QHyper.solvers.quantum_annealing.dqm import DQM
+from QHyper.solvers.quantum_annealing.dwave.dqm import DQM
 from QHyper.problems.community_detection import Network, CommunityDetectionProblem
 import networkx as nx
 from ..regular_sampler import RegularSampler
diff --git a/Qommunity/searchers/hierarchical_searcher/hierarchical_searcher.py b/Qommunity/searchers/hierarchical_searcher/hierarchical_searcher.py
index 348a3cd53..b241b0ba0 100644
--- a/Qommunity/searchers/hierarchical_searcher/hierarchical_searcher.py
+++ b/Qommunity/searchers/hierarchical_searcher/hierarchical_searcher.py
@@ -137,7 +137,7 @@ def _hierarchical_search_recursion(
         if not community:
             community = [*range(self.sampler.G.number_of_nodes())]
 
-        if len(community) == 1:
+        if len(community) < 2:
             return [community]
 
         if level == 1 and division_tree == []:
@@ -153,10 +153,16 @@ def _hierarchical_search_recursion(
             )
             print("===========================================")
 
-        self.sampler.update_community(community)
-        sample = self.sampler.sample_qubo_to_dict()
-
-        c0, c1 = self._split_dict_to_lists(sample, community)
+        try:
+            self.sampler.update_community(community)
+            sample = self.sampler.sample_qubo_to_dict()
+            c0, c1 = self._split_dict_to_lists(sample, community)
+        except Exception as e:
+            if verbosity >= 1:
+                print(
+                    f"[WARNING] Skipping community {community} at level {level} due to error: {e}"
+                )
+            return [community]
 
         if verbosity >= 2:
             print("Base community:", community, sep="\n")
diff --git a/demo.ipynb b/demo.ipynb
index 26ceb8362..333c15239 100644
--- a/demo.ipynb
+++ b/demo.ipynb
@@ -16,7 +16,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -36,17 +36,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
     "from Qommunity.samplers.hierarchical.advantage_sampler import AdvantageSampler\n",
-    "from Qommunity.searchers.hierarchical_community_searcher import (\n",
-    "    HierarchicalCommunitySearcher,\n",
+    "from Qommunity.searchers.hierarchical_searcher.hierarchical_searcher import (\n",
+    "    HierarchicalSearcher,\n",
     ")\n",
     "\n",
     "advantage = AdvantageSampler(G)\n",
-    "searcher = HierarchicalCommunitySearcher(advantage)"
+    "searcher = HierarchicalSearcher(advantage)"
    ]
   },
   {
@@ -71,7 +71,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -85,8 +85,8 @@
       "Base community:\n",
       "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33]\n",
       "Community division:\n",
-      "[14, 15, 18, 20, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33]\n",
-      "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 16, 17, 19, 21]\n",
+      "[0, 1, 2, 3, 4, 5, 6, 7, 10, 11, 12, 13, 16, 17, 19, 21]\n",
+      "[8, 9, 14, 15, 18, 20, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33]\n",
       "===========================================\n",
       "\n",
       "Stopping community detection\n"
@@ -95,11 +95,11 @@
     {
      "data": {
       "text/plain": [
-       "[[14, 15, 18, 20, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33],\n",
-       " [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 16, 17, 19, 21]]"
+       "[[0, 1, 2, 3, 4, 5, 6, 7, 10, 11, 12, 13, 16, 17, 19, 21],\n",
+       " [8, 9, 14, 15, 18, 20, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33]]"
       ]
      },
-     "execution_count": 25,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -119,7 +119,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -133,85 +133,78 @@
       "Base community:\n",
       "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33]\n",
       "Community division:\n",
-      "[0, 1, 3, 4, 5, 6, 7, 10, 11, 12, 13, 16, 17, 19, 21]\n",
-      "[2, 8, 9, 14, 15, 18, 20, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33]\n",
+      "[0, 1, 2, 3, 4, 5, 6, 7, 10, 11, 12, 13, 16, 17, 19, 21]\n",
+      "[8, 9, 14, 15, 18, 20, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33]\n",
       "===========================================\n",
-      "\n",
       "===========================================\n",
-      "Calculations for graph with 15 nodes, level of recursion: 2\n",
+      "Calculations for graph with 16 nodes, level of recursion: 2\n",
       "===========================================\n",
       "Base community:\n",
-      "[0, 1, 3, 4, 5, 6, 7, 10, 11, 12, 13, 16, 17, 19, 21]\n",
+      "[0, 1, 2, 3, 4, 5, 6, 7, 10, 11, 12, 13, 16, 17, 19, 21]\n",
       "Community division:\n",
+      "[0, 1, 2, 3, 7, 11, 12, 13, 17, 19, 21]\n",
       "[4, 5, 6, 10, 16]\n",
-      "[0, 1, 3, 7, 11, 12, 13, 17, 19, 21]\n",
       "===========================================\n",
-      "\n",
       "===========================================\n",
-      "Calculations for graph with 5 nodes, level of recursion: 3\n",
+      "Calculations for graph with 11 nodes, level of recursion: 3\n",
       "===========================================\n",
       "Base community:\n",
-      "[4, 5, 6, 10, 16]\n",
+      "[0, 1, 2, 3, 7, 11, 12, 13, 17, 19, 21]\n",
       "Community division:\n",
-      "[4, 5, 6, 10, 16]\n",
       "[]\n",
+      "[0, 1, 2, 3, 7, 11, 12, 13, 17, 19, 21]\n",
       "===========================================\n",
-      "\n",
       "===========================================\n",
-      "Calculations for graph with 10 nodes, level of recursion: 3\n",
+      "Calculations for graph with 5 nodes, level of recursion: 3\n",
       "===========================================\n",
       "Base community:\n",
-      "[0, 1, 3, 7, 11, 12, 13, 17, 19, 21]\n",
+      "[4, 5, 6, 10, 16]\n",
       "Community division:\n",
       "[]\n",
-      "[0, 1, 3, 7, 11, 12, 13, 17, 19, 21]\n",
+      "[4, 5, 6, 10, 16]\n",
       "===========================================\n",
-      "\n",
       "===========================================\n",
-      "Calculations for graph with 19 nodes, level of recursion: 2\n",
+      "Calculations for graph with 18 nodes, level of recursion: 2\n",
       "===========================================\n",
       "Base community:\n",
-      "[2, 8, 9, 14, 15, 18, 20, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33]\n",
+      "[8, 9, 14, 15, 18, 20, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33]\n",
       "Community division:\n",
-      "[2, 9, 24, 25, 27, 28, 31]\n",
-      "[8, 14, 15, 18, 20, 22, 23, 26, 29, 30, 32, 33]\n",
+      "[8, 9, 14, 15, 18, 20, 22, 26, 29, 30, 32, 33]\n",
+      "[23, 24, 25, 27, 28, 31]\n",
       "===========================================\n",
-      "\n",
       "===========================================\n",
-      "Calculations for graph with 7 nodes, level of recursion: 3\n",
+      "Calculations for graph with 12 nodes, level of recursion: 3\n",
       "===========================================\n",
       "Base community:\n",
-      "[2, 9, 24, 25, 27, 28, 31]\n",
+      "[8, 9, 14, 15, 18, 20, 22, 26, 29, 30, 32, 33]\n",
       "Community division:\n",
-      "[2, 9, 24, 25, 27, 28, 31]\n",
+      "[8, 9, 14, 15, 18, 20, 22, 26, 29, 30, 32, 33]\n",
       "[]\n",
       "===========================================\n",
-      "\n",
       "===========================================\n",
-      "Calculations for graph with 12 nodes, level of recursion: 3\n",
+      "Calculations for graph with 6 nodes, level of recursion: 3\n",
       "===========================================\n",
       "Base community:\n",
-      "[8, 14, 15, 18, 20, 22, 23, 26, 29, 30, 32, 33]\n",
+      "[23, 24, 25, 27, 28, 31]\n",
       "Community division:\n",
+      "[23, 24, 25, 27, 28, 31]\n",
       "[]\n",
-      "[8, 14, 15, 18, 20, 22, 23, 26, 29, 30, 32, 33]\n",
       "===========================================\n",
-      "\n",
       "Stopping community detection\n",
       "Result: \n",
-      "[[4, 5, 6, 10, 16], [0, 1, 3, 7, 11, 12, 13, 17, 19, 21], [2, 9, 24, 25, 27, 28, 31], [8, 14, 15, 18, 20, 22, 23, 26, 29, 30, 32, 33]]\n"
+      "[[0, 1, 2, 3, 7, 11, 12, 13, 17, 19, 21], [4, 5, 6, 10, 16], [8, 9, 14, 15, 18, 20, 22, 26, 29, 30, 32, 33], [23, 24, 25, 27, 28, 31]]\n"
      ]
     },
     {
      "data": {
       "text/plain": [
-       "[[4, 5, 6, 10, 16],\n",
-       " [0, 1, 3, 7, 11, 12, 13, 17, 19, 21],\n",
-       " [2, 9, 24, 25, 27, 28, 31],\n",
-       " [8, 14, 15, 18, 20, 22, 23, 26, 29, 30, 32, 33]]"
+       "[[0, 1, 2, 3, 7, 11, 12, 13, 17, 19, 21],\n",
+       " [4, 5, 6, 10, 16],\n",
+       " [8, 9, 14, 15, 18, 20, 22, 26, 29, 30, 32, 33],\n",
+       " [23, 24, 25, 27, 28, 31]]"
       ]
      },
-     "execution_count": 30,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -236,24 +229,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
     "from Qommunity.samplers.regular.dqm_sampler import DQMSampler\n",
     "from Qommunity.samplers.regular.louvain_sampler import LouvainSampler\n",
-    "from Qommunity.searchers.community_searcher import CommunitySearcher\n",
+    "from Qommunity.searchers.regular_searcher.regular_searcher import RegularSearcher\n",
     "\n",
     "dqm = DQMSampler(G, 5, 4)\n",
     "louvain = LouvainSampler(G, 1)\n",
     "\n",
-    "dqm_searcher = CommunitySearcher(dqm)\n",
-    "louvain_searcher = CommunitySearcher(louvain)"
+    "dqm_searcher = RegularSearcher(dqm)\n",
+    "louvain_searcher = RegularSearcher(louvain)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -268,8 +261,8 @@
       "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33]\n",
       "Community division:\n",
       "[23, 24, 25, 27, 28, 31]\n",
-      "[4, 5, 6, 10, 16]\n",
       "[0, 1, 2, 3, 7, 11, 12, 13, 17, 19, 21]\n",
+      "[4, 5, 6, 10, 16]\n",
       "[8, 9, 14, 15, 18, 20, 22, 26, 29, 30, 32, 33]\n",
       "===========================================\n",
       "Stopping community detection\n"
@@ -279,12 +272,12 @@
      "data": {
       "text/plain": [
        "[[23, 24, 25, 27, 28, 31],\n",
-       " [4, 5, 6, 10, 16],\n",
        " [0, 1, 2, 3, 7, 11, 12, 13, 17, 19, 21],\n",
+       " [4, 5, 6, 10, 16],\n",
        " [8, 9, 14, 15, 18, 20, 22, 26, 29, 30, 32, 33]]"
       ]
      },
-     "execution_count": 19,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -295,7 +288,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -309,10 +302,10 @@
       "Base community:\n",
       "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33]\n",
       "Community division:\n",
-      "['x0', 'x1', 'x2', 'x3', 'x7', 'x11', 'x12', 'x13', 'x17', 'x19', 'x21']\n",
-      "['x4', 'x5', 'x6', 'x10', 'x16']\n",
-      "['x23', 'x24', 'x25', 'x27', 'x28', 'x31']\n",
-      "['x8', 'x9', 'x14', 'x15', 'x18', 'x20', 'x22', 'x26', 'x29', 'x30', 'x32', 'x33']\n",
+      "['s0', 's1', 's2', 's3', 's7', 's11', 's12', 's13', 's17', 's19', 's21']\n",
+      "['s4', 's5', 's6', 's10', 's16']\n",
+      "['s23', 's24', 's25', 's27', 's28', 's31']\n",
+      "['s8', 's9', 's14', 's15', 's18', 's20', 's22', 's26', 's29', 's30', 's32', 's33']\n",
       "===========================================\n",
       "Stopping community detection\n"
      ]
@@ -320,43 +313,43 @@
     {
      "data": {
       "text/plain": [
-       "{'x0': 0,\n",
-       " 'x1': 0,\n",
-       " 'x2': 0,\n",
-       " 'x3': 0,\n",
-       " 'x4': 1,\n",
-       " 'x5': 1,\n",
-       " 'x6': 1,\n",
-       " 'x7': 0,\n",
-       " 'x8': 3,\n",
-       " 'x9': 3,\n",
-       " 'x10': 1,\n",
-       " 'x11': 0,\n",
-       " 'x12': 0,\n",
-       " 'x13': 0,\n",
-       " 'x14': 3,\n",
-       " 'x15': 3,\n",
-       " 'x16': 1,\n",
-       " 'x17': 0,\n",
-       " 'x18': 3,\n",
-       " 'x19': 0,\n",
-       " 'x20': 3,\n",
-       " 'x21': 0,\n",
-       " 'x22': 3,\n",
-       " 'x23': 2,\n",
-       " 'x24': 2,\n",
-       " 'x25': 2,\n",
-       " 'x26': 3,\n",
-       " 'x27': 2,\n",
-       " 'x28': 2,\n",
-       " 'x29': 3,\n",
-       " 'x30': 3,\n",
-       " 'x31': 2,\n",
-       " 'x32': 3,\n",
-       " 'x33': 3}"
+       "{'s0': 0,\n",
+       " 's1': 0,\n",
+       " 's2': 0,\n",
+       " 's3': 0,\n",
+       " 's4': 1,\n",
+       " 's5': 1,\n",
+       " 's6': 1,\n",
+       " 's7': 0,\n",
+       " 's8': 3,\n",
+       " 's9': 3,\n",
+       " 's10': 1,\n",
+       " 's11': 0,\n",
+       " 's12': 0,\n",
+       " 's13': 0,\n",
+       " 's14': 3,\n",
+       " 's15': 3,\n",
+       " 's16': 1,\n",
+       " 's17': 0,\n",
+       " 's18': 3,\n",
+       " 's19': 0,\n",
+       " 's20': 3,\n",
+       " 's21': 0,\n",
+       " 's22': 3,\n",
+       " 's23': 2,\n",
+       " 's24': 2,\n",
+       " 's25': 2,\n",
+       " 's26': 3,\n",
+       " 's27': 2,\n",
+       " 's28': 2,\n",
+       " 's29': 3,\n",
+       " 's30': 3,\n",
+       " 's31': 2,\n",
+       " 's32': 3,\n",
+       " 's33': 3}"
       ]
      },
-     "execution_count": 20,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -367,7 +360,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -383,8 +376,7 @@
       "Community division:\n",
       "[0, 1, 2, 3, 7, 11, 12, 13, 17, 19, 21]\n",
       "[16, 4, 5, 6, 10]\n",
-      "[32, 33, 8, 9, 14, 15, 18, 20, 22, 23, 26, 27, 29, 30]\n",
-      "[24, 25, 28, 31]\n",
+      "[8, 9, 14, 15, 18, 20, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33]\n",
       "===========================================\n",
       "Stopping community detection\n"
      ]
@@ -394,11 +386,10 @@
       "text/plain": [
        "[[0, 1, 2, 3, 7, 11, 12, 13, 17, 19, 21],\n",
        " [16, 4, 5, 6, 10],\n",
-       " [32, 33, 8, 9, 14, 15, 18, 20, 22, 23, 26, 27, 29, 30],\n",
-       " [24, 25, 28, 31]]"
+       " [8, 9, 14, 15, 18, 20, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33]]"
       ]
      },
-     "execution_count": 23,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -409,7 +400,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -423,10 +414,10 @@
       "Base community:\n",
       "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33]\n",
       "Community division:\n",
-      "['x0', 'x4', 'x5', 'x6', 'x10', 'x11', 'x16', 'x17', 'x19', 'x21']\n",
-      "['x1', 'x2', 'x3', 'x7', 'x12', 'x13']\n",
-      "['x23', 'x24', 'x25', 'x27', 'x28', 'x31']\n",
-      "['x32', 'x33', 'x8', 'x9', 'x14', 'x15', 'x18', 'x20', 'x22', 'x26', 'x29', 'x30']\n",
+      "['x0', 'x1', 'x2', 'x3', 'x7', 'x11', 'x12', 'x13', 'x17', 'x19', 'x21']\n",
+      "['x16', 'x4', 'x5', 'x6', 'x10']\n",
+      "['x24', 'x25', 'x28', 'x31']\n",
+      "['x32', 'x33', 'x8', 'x9', 'x14', 'x15', 'x18', 'x20', 'x22', 'x23', 'x26', 'x27', 'x29', 'x30']\n",
       "===========================================\n",
       "Stopping community detection\n"
      ]
@@ -435,25 +426,23 @@
      "data": {
       "text/plain": [
        "{'x0': 0,\n",
-       " 'x4': 0,\n",
-       " 'x5': 0,\n",
-       " 'x6': 0,\n",
-       " 'x10': 0,\n",
+       " 'x1': 0,\n",
+       " 'x2': 0,\n",
+       " 'x3': 0,\n",
+       " 'x7': 0,\n",
        " 'x11': 0,\n",
-       " 'x16': 0,\n",
+       " 'x12': 0,\n",
+       " 'x13': 0,\n",
        " 'x17': 0,\n",
        " 'x19': 0,\n",
        " 'x21': 0,\n",
-       " 'x1': 1,\n",
-       " 'x2': 1,\n",
-       " 'x3': 1,\n",
-       " 'x7': 1,\n",
-       " 'x12': 1,\n",
-       " 'x13': 1,\n",
-       " 'x23': 2,\n",
+       " 'x16': 1,\n",
+       " 'x4': 1,\n",
+       " 'x5': 1,\n",
+       " 'x6': 1,\n",
+       " 'x10': 1,\n",
        " 'x24': 2,\n",
        " 'x25': 2,\n",
-       " 'x27': 2,\n",
        " 'x28': 2,\n",
        " 'x31': 2,\n",
        " 'x32': 3,\n",
@@ -465,12 +454,14 @@
        " 'x18': 3,\n",
        " 'x20': 3,\n",
        " 'x22': 3,\n",
+       " 'x23': 3,\n",
        " 'x26': 3,\n",
+       " 'x27': 3,\n",
        " 'x29': 3,\n",
        " 'x30': 3}"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -496,7 +487,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.4"
+   "version": "3.11.1"
   }
  },
  "nbformat": 4,
diff --git a/requirements.txt b/requirements.txt
index 01586f949..ec2d76732 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,3 +1,5 @@
+# Requires Python >=3.9,<=3.11
+
 bayanpy==0.7.7
 dimod==0.12.16
 dwave_cloud_client==0.12.0
@@ -9,5 +11,5 @@ leidenalg==0.10.2
 networkx==3.3
 pytest==8.2.2
 python_igraph==0.11.6
-QHyper==0.2.2
+QHyper==0.3.3
 powerlaw
\ No newline at end of file
diff --git a/setup.py b/setup.py
new file mode 100644
index 000000000..fcfcd22a7
--- /dev/null
+++ b/setup.py
@@ -0,0 +1,30 @@
+from setuptools import setup, find_packages
+
+setup(
+    name="Qommunity",
+    version="0.1.0",
+    description="Library for community detection where you can use variety of solvers, including quantum solvers",
+    packages=find_packages(),
+    python_requires=">=3.9,<=3.11",
+    install_requires=[
+        "bayanpy==0.7.7",
+        "dimod==0.12.16",
+        "dwave_cloud_client==0.12.0",
+        "dwave_optimization==0.1.0",
+        "dwave_preprocessing==0.6.6",
+        "dwave_samplers==1.3.0",
+        "dwave_system==1.24.0",
+        "leidenalg==0.10.2",
+        "networkx==3.3",
+        "pytest==8.2.2",
+        "python_igraph==0.11.6",
+        "powerlaw",
+        "QHyper==0.3.3",
+    ],
+    classifiers=[
+        "Programming Language :: Python :: 3.9",
+        "Programming Language :: Python :: 3.10",
+        "Programming Language :: Python :: 3.11",
+        "Operating System :: OS Independent",
+    ],
+)
\ No newline at end of file