update

src/llmfunction.jl

@@ -302,16 +302,32 @@ function search_wine_database!(a::T, thoughtdict::AbstractDict; useSQLLLM::Bool=
   else
 
     # direct query with possible sql instead of SQLLLM. 
-    hard_conditions, vector_search_words = wine_search_term_classification(a, thoughtdict["action_input"])
+    hard_conditions, vector_search = wine_search_term_classification(a, thoughtdict["action_input"])
 
     # do hard filter
     # sql = generatesql(a, inventoryquery)
     sql = predefined_wine_search_sql(hard_conditions)
-    @info "\nsql: $sql, \nvector_search_words: $vector_search_words"
+    @info "\nsql: $sql, \nvector_search: $vector_search"
     textresult, sql_result_df, success, _ = SQLexecution(a.context.executeSQL, sql)
     
-    #WORKING  do vector search
-    GeneralUtils.find_text_vector_similarity(vector_search_words, "wine")
+    #  do vector search
+    vector_search_str = ""
+    for i in vector_search
+      vector_search_str = vector_search_str * " " * i["value"]
+    end
+    vector_search_str = String(strip(vector_search_str))
+    vector_search_str = GeneralUtils.removestring(vector_search_str, ["%"])
+    @show vector_search
+    @show vector_search_str
+
+    #WORKING
+    GeneralUtils.find_text_vector_similarity(vector_search_str, "wine", "tasting_notes_embedding",
+                  GeneralUtils.execute)
+
+
+
+
+
 
     items = nothing
     if sql_result_df !== nothing