Don't create objs each time.

semsearch.py

@@ -157,6 +157,7 @@ client = weaviate.WeaviateClient(
         grpc_host="localhost",
         grpc_port="50051",
         grpc_secure=False,
+        log_level="WARNING"
     ),
 #    auth_client_secret=weaviate.auth.AuthApiKey("secr3tk3y"),
 #    additional_headers={
@@ -174,107 +175,105 @@ client.connect()
 #wpCollection = createWebpageCollection()
 #wpChunkCollection = createChunksCollection()
 logger.info("#### createWebpageCollection() entered.")
-if client.collections.exists("Documents"):
-    client.collections.delete("Documents")
-
-class_obj = {
-  "class": "Documents",
-  "description": "For first attempt at loading a Weviate database.",
-  "vectorizer": "text2vec-transformers",
-  "moduleConfig": {
-    "text2vec-transformers": {
-    "vectorizeClassName": False
-    }
-  },
-  "vectorIndexType": "hnsw",  
-  "vectorIndexConfig": {
-      "distance": "cosine",
-  },
-  "properties": [
-        {
-            "name": "title",
-            "dataType": ["text"],
-            "description": "HTML doc title.",
-            "vectorizer": "text2vec-transformers",
-            "moduleConfig": {
-                "text2vec-transformers": {
-                    "vectorizePropertyName": True,
-                    "skip": False,
-                    "tokenization": "lowercase"
+if not client.collections.exists("Documents"):
+    #client.collections.delete("Documents")
+    class_obj = {
+      "class": "Documents",
+      "description": "For first attempt at loading a Weviate database.",
+      "vectorizer": "text2vec-transformers",
+      "moduleConfig": {
+        "text2vec-transformers": {
+        "vectorizeClassName": False
+        }
+      },
+      "vectorIndexType": "hnsw",  
+      "vectorIndexConfig": {
+          "distance": "cosine",
+      },
+      "properties": [
+            {
+                "name": "title",
+                "dataType": ["text"],
+                "description": "HTML doc title.",
+                "vectorizer": "text2vec-transformers",
+                "moduleConfig": {
+                    "text2vec-transformers": {
+                        "vectorizePropertyName": True,
+                        "skip": False,
+                        "tokenization": "lowercase"
+                    }
+                },
+                "invertedIndexConfig": {
+                    "bm25": {
+                        "b": 0.75,
+                        "k1": 1.2
+                    },
                 }
             },
-            "invertedIndexConfig": {
-                "bm25": {
-                    "b": 0.75,
-                    "k1": 1.2
-                },
-            }
-        },
-        {
-            "name": "content",
-            "dataType": ["text"],
-            "description": "HTML page content.",
-            "moduleConfig": {
-                "text2vec-transformers": {
-                    "vectorizePropertyName": True,
-                    "tokenization": "whitespace"
+            {
+                "name": "content",
+                "dataType": ["text"],
+                "description": "HTML page content.",
+                "moduleConfig": {
+                    "text2vec-transformers": {
+                        "vectorizePropertyName": True,
+                        "tokenization": "whitespace"
+                    }
                 }
             }
-        }
-    ]  
-}
-wpCollection = client.collections.create_from_dict(class_obj)
+        ]  
+    }
+    wpCollection = client.collections.create_from_dict(class_obj)
 
 logger.info("#### createChunksCollection() entered.")
-if client.collections.exists("Chunks"):
-    client.collections.delete("Chunks")
-
-class_obj = {
-    "class": "Chunks",
-    "description": "Collection for document chunks.",
-    "vectorizer": "text2vec-transformers",
-    "moduleConfig": {
-        "text2vec-transformers": {
-            "vectorizeClassName": True
-        }
-    },
-    "vectorIndexType": "hnsw",  
-    "vectorIndexConfig": {
-        "distance": "cosine",
-    },
-    "properties": [
-        {
-            "name": "chunk",
-            "dataType": ["text"],
-            "description": "Single webpage chunk.",
-            "vectorizer": "text2vec-transformers",
-            "moduleConfig": {
-                "text2vec-transformers": {
-                  "vectorizePropertyName": False,
-                  "skip": False,
-                  "tokenization": "lowercase"
-                }
+if not client.collections.exists("Chunks"):
+    #client.collections.delete("Chunks")
+    class_obj = {
+        "class": "Chunks",
+        "description": "Collection for document chunks.",
+        "vectorizer": "text2vec-transformers",
+        "moduleConfig": {
+            "text2vec-transformers": {
+                "vectorizeClassName": True
             }
         },
-        {
-            "name": "chunk_index",
-            "dataType": ["int"]
+        "vectorIndexType": "hnsw",  
+        "vectorIndexConfig": {
+            "distance": "cosine",
         },
-        {
-            "name": "webpage",
-            "dataType": ["Documents"],
-            "description": "Webpage content chunks.",
-        
-            "invertedIndexConfig": {
-                "bm25": {
-                    "b": 0.75,
-                    "k1": 1.2
+        "properties": [
+            {
+                "name": "chunk",
+                "dataType": ["text"],
+                "description": "Single webpage chunk.",
+                "vectorizer": "text2vec-transformers",
+                "moduleConfig": {
+                    "text2vec-transformers": {
+                      "vectorizePropertyName": False,
+                      "skip": False,
+                      "tokenization": "lowercase"
+                    }
                 }
-            }  
-        }
-    ]
-}
-wpChunkCollection = client.collections.create_from_dict(class_obj)
+            },
+            {
+                "name": "chunk_index",
+                "dataType": ["int"]
+            },
+            {
+                "name": "webpage",
+                "dataType": ["Documents"],
+                "description": "Webpage content chunks.",
+            
+                "invertedIndexConfig": {
+                    "bm25": {
+                        "b": 0.75,
+                        "k1": 1.2
+                    }
+                }  
+            }
+        ]
+    }
+    wpChunkCollection = client.collections.create_from_dict(class_obj)
 
 
 ###########################################################