diff --git a/.DS_Store b/.DS_Store
deleted file mode 100644
index 574077b6c..000000000
Binary files a/.DS_Store and /dev/null differ
diff --git a/.gitignore b/.gitignore
index 7a6ddef1a..c1c9f7970 100644
--- a/.gitignore
+++ b/.gitignore
@@ -165,3 +165,5 @@ cython_debug/
 .vscode/
 database/data/
 cognee/data/
+
+.DS_Store
diff --git a/cognee.ipynb b/cognee.ipynb
index 107c21473..ca4fa0d85 100644
--- a/cognee.ipynb
+++ b/cognee.ipynb
@@ -68,6 +68,30 @@
         "graph_url = await render_graph(graph, graph_type = \"networkx\")\n",
         "print(graph_url)\n"
       ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "id": "6edb9cac",
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "from cognee.infrastructure.databases.graph.get_graph_client import get_graph_client\n",
+        "from cognee.shared.data_models import GraphDBType\n",
+        "from cognee import search, SearchType\n",
+        "\n",
+        "graph_client = get_graph_client(GraphDBType.NETWORKX)\n",
+        "await graph_client.load_graph_from_file()\n",
+        "\n",
+        "graph = graph_client.graph\n",
+        "\n",
+        "query_params = {\n",
+        "    SearchType.SIMILARITY: {'query': 'nacin vrsenja kontrole tehnicke dokumentacije'}\n",
+        "}\n",
+        "\n",
+        "results = await search(graph, query_params)\n",
+        "print(results)"
+      ]
     }
   ],
   "metadata": {
@@ -91,4 +115,4 @@
   },
   "nbformat": 4,
   "nbformat_minor": 5
-}
\ No newline at end of file
+}
diff --git a/cognee/.DS_Store b/cognee/.DS_Store
deleted file mode 100644
index 5008ddfcf..000000000
Binary files a/cognee/.DS_Store and /dev/null differ
diff --git a/cognee/__init__.py b/cognee/__init__.py
index 1720f6f8e..0d90ec84a 100644
--- a/cognee/__init__.py
+++ b/cognee/__init__.py
@@ -1,4 +1,4 @@
 from .api.v1.add.add import add
 from .api.v1.cognify.cognify import cognify
 from .api.v1.list_datasets.list_datasets import list_datasets
-from .api.v1.search import search
+from .api.v1.search.search import search, SearchType
diff --git a/cognee/api/v1/cognify/cognify.py b/cognee/api/v1/cognify/cognify.py
index 977a00932..fc8b88119 100644
--- a/cognee/api/v1/cognify/cognify.py
+++ b/cognee/api/v1/cognify/cognify.py
@@ -35,7 +35,7 @@ aclient = instructor.patch(OpenAI())
 
 USER_ID = "default_user"
 
-async def cognify(dataset_name: str):
+async def cognify(dataset_name: str = "root"):
     """This function is responsible for the cognitive processing of the content."""
 
     db = DuckDBAdapter()
diff --git a/cognee/api/v1/search/__init__.py b/cognee/api/v1/search/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/cognee/api/v1/search/search.py b/cognee/api/v1/search/search.py
index 5b0719714..0655417b0 100644
--- a/cognee/api/v1/search/search.py
+++ b/cognee/api/v1/search/search.py
@@ -1,13 +1,12 @@
 """ This module contains the search function that is used to search for nodes in the graph."""
+import asyncio
 from enum import Enum, auto
 from typing import Dict, Any, Callable, List
 
-from cognee.infrastructure.databases.graph.get_graph_client import get_graph_client
 from cognee.modules.search.graph.search_adjacent import search_adjacent
 from cognee.modules.search.vector.search_similarity import search_similarity
 from cognee.modules.search.graph.search_categories import search_categories
 from cognee.modules.search.graph.search_neighbour import search_neighbour
-from cognee.shared.data_models import GraphDBType
 
 
 class SearchType(Enum):
@@ -17,7 +16,7 @@ class SearchType(Enum):
     NEIGHBOR = auto()
 
 
-async def complex_search(graph, query_params: Dict[SearchType, Dict[str, Any]]) -> List:
+async def search(graph, query_params: Dict[SearchType, Dict[str, Any]]) -> List:
     search_functions: Dict[SearchType, Callable] = {
         SearchType.ADJACENT: search_adjacent,
         SearchType.SIMILARITY: search_similarity,
@@ -47,21 +46,18 @@ async def complex_search(graph, query_params: Dict[SearchType, Dict[str, Any]])
 
     return results
 
-if __name__ == "__main__":
-    import asyncio
+# if __name__ == "__main__":
+#     import asyncio
 
+#     query_params = {
+#         SearchType.SIMILARITY: {'query': 'your search query here'}
+#     }
+#     async def main():
+#         graph_client = get_graph_client(GraphDBType.NETWORKX)
 
+#         await graph_client.load_graph_from_file()
+#         graph = graph_client.graph
+#         results = await complex_search(graph, query_params)
+#         print(results)
 
-
-    query_params = {
-        SearchType.SIMILARITY: {'query': 'your search query here'}
-    }
-    async def main():
-        graph_client = get_graph_client(GraphDBType.NETWORKX)
-
-        await graph_client.load_graph_from_file()
-        graph = graph_client.graph
-        results = await complex_search(graph, query_params)
-        print(results)
-
-    asyncio.run(main())
+#     asyncio.run(main())
diff --git a/cognee/data/cognee/cognee.db/.lock b/cognee/data/cognee/cognee.db/.lock
deleted file mode 100644
index a4b31f429..000000000
--- a/cognee/data/cognee/cognee.db/.lock
+++ /dev/null
@@ -1 +0,0 @@
-tmp lock file
\ No newline at end of file
diff --git a/cognee/data/cognee/cognee.db/collection/375f689c-92aa-489a-ad35-2655f7017f30/storage.sqlite b/cognee/data/cognee/cognee.db/collection/375f689c-92aa-489a-ad35-2655f7017f30/storage.sqlite
deleted file mode 100644
index 1c77b7da3..000000000
Binary files a/cognee/data/cognee/cognee.db/collection/375f689c-92aa-489a-ad35-2655f7017f30/storage.sqlite and /dev/null differ
diff --git a/cognee/data/cognee/cognee.db/collection/7480d8b3-140d-48d4-a374-1152458cf249/storage.sqlite b/cognee/data/cognee/cognee.db/collection/7480d8b3-140d-48d4-a374-1152458cf249/storage.sqlite
deleted file mode 100644
index a6c80717c..000000000
Binary files a/cognee/data/cognee/cognee.db/collection/7480d8b3-140d-48d4-a374-1152458cf249/storage.sqlite and /dev/null differ
diff --git a/cognee/data/cognee/cognee.db/collection/7b4568f4-1e3f-42f3-8831-6b2d569fb384/storage.sqlite b/cognee/data/cognee/cognee.db/collection/7b4568f4-1e3f-42f3-8831-6b2d569fb384/storage.sqlite
deleted file mode 100644
index ccc990f9d..000000000
Binary files a/cognee/data/cognee/cognee.db/collection/7b4568f4-1e3f-42f3-8831-6b2d569fb384/storage.sqlite and /dev/null differ
diff --git a/cognee/data/cognee/cognee.db/collection/80de74b2-7ef5-4f66-a34d-5ff13ab44882/storage.sqlite b/cognee/data/cognee/cognee.db/collection/80de74b2-7ef5-4f66-a34d-5ff13ab44882/storage.sqlite
deleted file mode 100644
index 14ea7b546..000000000
Binary files a/cognee/data/cognee/cognee.db/collection/80de74b2-7ef5-4f66-a34d-5ff13ab44882/storage.sqlite and /dev/null differ
diff --git a/cognee/data/cognee/cognee.db/collection/b1d1fd8a-d890-442d-9e69-6ae5a9b97a0e/storage.sqlite b/cognee/data/cognee/cognee.db/collection/b1d1fd8a-d890-442d-9e69-6ae5a9b97a0e/storage.sqlite
deleted file mode 100644
index 9e944f691..000000000
Binary files a/cognee/data/cognee/cognee.db/collection/b1d1fd8a-d890-442d-9e69-6ae5a9b97a0e/storage.sqlite and /dev/null differ
diff --git a/cognee/data/cognee/cognee.db/collection/f0a288e0-48eb-46e2-81da-a7f1da560593/storage.sqlite b/cognee/data/cognee/cognee.db/collection/f0a288e0-48eb-46e2-81da-a7f1da560593/storage.sqlite
deleted file mode 100644
index 6def32f5e..000000000
Binary files a/cognee/data/cognee/cognee.db/collection/f0a288e0-48eb-46e2-81da-a7f1da560593/storage.sqlite and /dev/null differ
diff --git a/cognee/data/cognee/cognee.db/meta.json b/cognee/data/cognee/cognee.db/meta.json
deleted file mode 100644
index 232f24262..000000000
--- a/cognee/data/cognee/cognee.db/meta.json
+++ /dev/null
@@ -1 +0,0 @@
-{"collections": {"7480d8b3-140d-48d4-a374-1152458cf249": {"vectors": {"content": {"size": 3072, "distance": "Cosine", "hnsw_config": null, "quantization_config": null, "on_disk": null}}, "shard_number": null, "sharding_method": null, "replication_factor": null, "write_consistency_factor": null, "on_disk_payload": null, "hnsw_config": null, "wal_config": null, "optimizers_config": null, "init_from": null, "quantization_config": null, "sparse_vectors": null}, "b1d1fd8a-d890-442d-9e69-6ae5a9b97a0e": {"vectors": {"content": {"size": 3072, "distance": "Cosine", "hnsw_config": null, "quantization_config": null, "on_disk": null}}, "shard_number": null, "sharding_method": null, "replication_factor": null, "write_consistency_factor": null, "on_disk_payload": null, "hnsw_config": null, "wal_config": null, "optimizers_config": null, "init_from": null, "quantization_config": null, "sparse_vectors": null}, "375f689c-92aa-489a-ad35-2655f7017f30": {"vectors": {"content": {"size": 3072, "distance": "Cosine", "hnsw_config": null, "quantization_config": null, "on_disk": null}}, "shard_number": null, "sharding_method": null, "replication_factor": null, "write_consistency_factor": null, "on_disk_payload": null, "hnsw_config": null, "wal_config": null, "optimizers_config": null, "init_from": null, "quantization_config": null, "sparse_vectors": null}, "f0a288e0-48eb-46e2-81da-a7f1da560593": {"vectors": {"content": {"size": 3072, "distance": "Cosine", "hnsw_config": null, "quantization_config": null, "on_disk": null}}, "shard_number": null, "sharding_method": null, "replication_factor": null, "write_consistency_factor": null, "on_disk_payload": null, "hnsw_config": null, "wal_config": null, "optimizers_config": null, "init_from": null, "quantization_config": null, "sparse_vectors": null}, "7b4568f4-1e3f-42f3-8831-6b2d569fb384": {"vectors": {"content": {"size": 3072, "distance": "Cosine", "hnsw_config": null, "quantization_config": null, "on_disk": null}}, "shard_number": null, "sharding_method": null, "replication_factor": null, "write_consistency_factor": null, "on_disk_payload": null, "hnsw_config": null, "wal_config": null, "optimizers_config": null, "init_from": null, "quantization_config": null, "sparse_vectors": null}, "80de74b2-7ef5-4f66-a34d-5ff13ab44882": {"vectors": {"content": {"size": 3072, "distance": "Cosine", "hnsw_config": null, "quantization_config": null, "on_disk": null}}, "shard_number": null, "sharding_method": null, "replication_factor": null, "write_consistency_factor": null, "on_disk_payload": null, "hnsw_config": null, "wal_config": null, "optimizers_config": null, "init_from": null, "quantization_config": null, "sparse_vectors": null}}, "aliases": {}}
\ No newline at end of file
diff --git a/cognee/data/cognee/cognee.duckdb b/cognee/data/cognee/cognee.duckdb
deleted file mode 100644
index 28ea60dbc..000000000
Binary files a/cognee/data/cognee/cognee.duckdb and /dev/null differ
diff --git a/cognee/data/cognee/cognee_graph.pkl b/cognee/data/cognee/cognee_graph.pkl
deleted file mode 100644
index 5be04a323..000000000
--- a/cognee/data/cognee/cognee_graph.pkl
+++ /dev/null
@@ -1 +0,0 @@
-{"directed": true, "multigraph": true, "graph": {}, "nodes": [{"user_properties": {"custom_properties": {"age": "30"}, "location": {"location_id": "ny", "description": "New York", "default_relationship": {"type": "located_in", "properties": null}}}, "documents": [], "default_fields": {"created_at": "2024-03-13 15:07:13", "updated_at": "2024-03-13 15:07:13"}, "id": "DefaultGraphModel:default_user"}, {"custom_properties": {"age": "30"}, "location": {"location_id": "ny", "description": "New York", "default_relationship": {"type": "located_in", "properties": null}}, "id": "UserProperties:default"}, {"location_id": "ny", "description": "New York", "id": "UserLocation:ny"}, {"type": "located_in", "properties": null, "id": "Relationship:default"}, {"doc_id": "DOCUMENT:881ecb36-2819-54c3-8147-ed80293084d6", "title": "Izmenjen-clan-17-Pravilnika-o-sadrzini-nacinu-i-postupku-izrade-i-nacin-vrsenja-kontrole-tehnicke-dokumentacije-prema-klasi-i-nameni-objekata", "summary": null, "content_id": null, "doc_type": {"type_id": "PDF", "description": "Portable Document Format", "default_relationship": {"type": "is_type", "properties": null}}, "categories": [{"category_id": "laws, regulations, and legal case documents", "name": "Laws, regulations, and legal case documents", "default_relationship": {"type": "belongs_to", "properties": null}}], "default_relationship": {"type": "has_document", "properties": null}, "id": "DOCUMENT:881ecb36-2819-54c3-8147-ed80293084d6"}, {"data_type": "text", "layer_name": "Laws, regulations, and legal case documents", "id": "LLM_LAYER_CLASSIFICATION:text:DOCUMENT:881ecb36-2819-54c3-8147-ed80293084d6"}, {"data_type": "text", "layer_name": "Laws, regulations, and legal case documents", "id": "LLM_CLASSIFICATION:LAYER:Laws, regulations, and legal case documents:DOCUMENT:881ecb36-2819-54c3-8147-ed80293084d6"}, {"created_at": "2024-03-13 15:08:12", "updated_at": "2024-03-13 15:08:12", "description": "Ministry of Construction, Transport and Infrastructure of Serbia", "category": "entity", "memory_type": "semantic", "layer_uuid": "3792164f-1478-49f4-928f-498f83faccb0", "layer_description": "{'layer': 'Legal Structure'}", "layer_decomposition_uuid": "b1d1fd8a-d890-442d-9e69-6ae5a9b97a0e", "unique_id": "4d25e145-994f-4780-9fe6-d553cf11c07f", "type": "detail", "id": "Ministry of Construction, Transport and Infrastructure of Serbia - 3792164f-1478-49f4-928f-498f83faccb0  - b1d1fd8a-d890-442d-9e69-6ae5a9b97a0e - 4d25e145-994f-4780-9fe6-d553cf11c07f"}, {"created_at": "2024-03-13 15:08:12", "updated_at": "2024-03-13 15:08:12", "description": "Regulation on Amendments and Supplements to the Regulation on the content, manner, and procedure of drafting and manner of control of technical documentation according to class and purpose of buildings", "category": "event", "memory_type": "semantic", "layer_uuid": "3792164f-1478-49f4-928f-498f83faccb0", "layer_description": "{'layer': 'Legal Structure'}", "layer_decomposition_uuid": "b1d1fd8a-d890-442d-9e69-6ae5a9b97a0e", "unique_id": "d113e2f4-be25-40a1-ab9e-c45d975ed721", "type": "detail", "id": "Regulation on Amendments and Supplements to the Regulation on the content, manner, and procedure of drafting and manner of control of technical documentation according to class and purpose of buildings - 3792164f-1478-49f4-928f-498f83faccb0  - b1d1fd8a-d890-442d-9e69-6ae5a9b97a0e - d113e2f4-be25-40a1-ab9e-c45d975ed721"}, {"created_at": "2024-03-13 15:08:12", "updated_at": "2024-03-13 15:08:12", "description": "Official Gazette of the Republic of Serbia, No. 77/2015, published on 9th September 2015", "category": "event", "memory_type": "semantic", "layer_uuid": "3792164f-1478-49f4-928f-498f83faccb0", "layer_description": "{'layer': 'Legal Structure'}", "layer_decomposition_uuid": "b1d1fd8a-d890-442d-9e69-6ae5a9b97a0e", "unique_id": "9ea4f915-fbd1-49ed-b88e-c5c5f97a7d5b", "type": "detail", "id": "Official Gazette of the Republic of Serbia, No. 77/2015, published on 9th September 2015 - 3792164f-1478-49f4-928f-498f83faccb0  - b1d1fd8a-d890-442d-9e69-6ae5a9b97a0e - 9ea4f915-fbd1-49ed-b88e-c5c5f97a7d5b"}, {"created_at": "2024-03-13 15:08:12", "updated_at": "2024-03-13 15:08:12", "description": "Law on Planning and Construction (\"Official Gazette of the Republic of Serbia\", No. 72/09, 81/09 - correction, 64/10 - Constitutional Court decision, 24/11, 121/12, 42/13 - Constitutional Court decision, 50/13, 98/13 - Constitutional Court decision)", "category": "event", "memory_type": "semantic", "layer_uuid": "3792164f-1478-49f4-928f-498f83faccb0", "layer_description": "{'layer': 'Legal Structure'}", "layer_decomposition_uuid": "b1d1fd8a-d890-442d-9e69-6ae5a9b97a0e", "unique_id": "383ddd42-aa5b-43db-9e04-c8f67cfe010d", "type": "detail", "id": "Law on Planning and Construction (\"Official Gazette of the Republic of Serbia\", No. 72/09, 81/09 - correction, 64/10 - Constitutional Court decision, 24/11, 121/12, 42/13 - Constitutional Court decision, 50/13, 98/13 - Constitutional Court decision) - 3792164f-1478-49f4-928f-498f83faccb0  - b1d1fd8a-d890-442d-9e69-6ae5a9b97a0e - 383ddd42-aa5b-43db-9e04-c8f67cfe010d"}, {"created_at": "2024-03-13 15:08:12", "updated_at": "2024-03-13 15:08:12", "description": "Prof. Dr. Zorana Mihajlovic", "category": "person", "memory_type": "semantic", "layer_uuid": "3792164f-1478-49f4-928f-498f83faccb0", "layer_description": "{'layer': 'Legal Structure'}", "layer_decomposition_uuid": "b1d1fd8a-d890-442d-9e69-6ae5a9b97a0e", "unique_id": "195e78de-0e28-486c-83f2-7b5e73856d20", "type": "detail", "id": "Prof. Dr. Zorana Mihajlovic - 3792164f-1478-49f4-928f-498f83faccb0  - b1d1fd8a-d890-442d-9e69-6ae5a9b97a0e - 195e78de-0e28-486c-83f2-7b5e73856d20"}, {"created_at": "2024-03-13 15:08:12", "updated_at": "2024-03-13 15:08:12", "description": "A document required for the construction of a building, ensuring that the project meets legal and safety standards.", "category": "entity", "memory_type": "semantic", "layer_uuid": "3792164f-1478-49f4-928f-498f83faccb0", "layer_description": "{'layer': 'Terminology and Definitions'}", "layer_decomposition_uuid": "375f689c-92aa-489a-ad35-2655f7017f30", "unique_id": "293c489e-4f87-4106-bea6-ba2700b47113", "type": "detail", "id": "A document required for the construction of a building, ensuring that the project meets legal and safety standards. - 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3792164f-1478-49f4-928f-498f83faccb0  - f0a288e0-48eb-46e2-81da-a7f1da560593 - 19666857-33b4-41f6-8b3a-b8dcaff98185", "key": 0}, {"description": "published in", "relationship": "relation", "source": "Rulebook on Amendments and Supplements to the Rulebook on the Content, Process, and Method of Preparation and the Method of Technical Documentation Control According to the Class and Purpose of Objects - 3792164f-1478-49f4-928f-498f83faccb0  - f0a288e0-48eb-46e2-81da-a7f1da560593 - 19666857-33b4-41f6-8b3a-b8dcaff98185", "target": "Official Gazette of the Republic of Serbia, No. 77/2015 - 3792164f-1478-49f4-928f-498f83faccb0  - f0a288e0-48eb-46e2-81da-a7f1da560593 - 8575f419-6878-4dfc-ad31-b246852c26f3", "key": 0}, {"description": "author of", "relationship": "relation", "source": "Zorana Mihajlovic, Professor and Minister - 3792164f-1478-49f4-928f-498f83faccb0  - f0a288e0-48eb-46e2-81da-a7f1da560593 - 0909b7e9-f71e-4257-89c1-023ea383a9d0", "target": "Rulebook on Amendments and Supplements to the Rulebook on the Content, Process, and Method of Preparation and the Method of Technical Documentation Control According to the Class and Purpose of Objects - 3792164f-1478-49f4-928f-498f83faccb0  - f0a288e0-48eb-46e2-81da-a7f1da560593 - 19666857-33b4-41f6-8b3a-b8dcaff98185", "key": 0}]}
\ No newline at end of file
diff --git a/poetry.lock b/poetry.lock
index a48c26039..df01c14d6 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -8048,7 +8048,6 @@ notebook = ["overrides"]
 parquet = ["pyarrow"]
 pinecone = []
 postgres = []
-qdrant = ["qdrant-client"]
 redshift = []
 s3 = []
 snowflake = []
@@ -8058,4 +8057,4 @@ weaviate = []
 [metadata]
 lock-version = "2.0"
 python-versions = "~3.10"
-content-hash = "48d8cbd3319b1370abddeb2ff6c32cf6be01bdaff150d466129a1667b8cce94f"
+content-hash = "37a0db9a6a86b71a35c91ac5ef86204d76529033260032917906a907bffc8216"
diff --git a/pyproject.toml b/pyproject.toml
index 8a8a10b75..5c4a70c74 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -72,7 +72,6 @@ athena = ["pyathena", "pyarrow", "s3fs", "botocore"]
 weaviate = ["weaviate-client"]
 mssql = ["pyodbc"]
 synapse = ["pyodbc", "adlfs", "pyarrow"]
-qdrant = ["qdrant-client"]
 databricks = ["databricks-sql-connector"]
 lancedb = ["lancedb"]
 pinecone = ["pinecone-client"]