@@ -96,7 +96,7 @@ Use a vector store to store embedded data and perform vector search.
9696
9797 credentials, project_id = google.auth.default()
9898 engine = await PostgresEngine.afrom_instance(
99- " project-id" , " region" , " my-cluster " , " my- instance" , " my-database"
99+ " project-id" , " region" , " my-instance" , " my-database"
100100 )
101101 Settings.embed_model = VertexTextEmbedding(
102102 model_name = " textembedding-gecko@003" ,
@@ -120,7 +120,7 @@ Use a document store to make storage and maintenance of data easier.
120120
121121
122122 engine = await PostgresEngine.afrom_instance(
123- " project-id" , " region" , " my-cluster " , " my- instance" , " my-database"
123+ " project-id" , " region" , " my-instance" , " my-database"
124124 )
125125 doc_store = await PostgresDocumentStore.create(
126126 engine = engine, table_name = " doc_store"
@@ -138,7 +138,7 @@ Use an index store to keep track of indexes built on documents.
138138
139139
140140 engine = await PostgresEngine.from_instance(
141- " project-id" , " region" , " my-cluster " , " my- instance" , " my-database"
141+ " project-id" , " region" , " my-instance" , " my-database"
142142 )
143143 index_store = await PostgresIndexStore.create(
144144 engine = engine, table_name = " index_store"
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