found a way to add hf inputs to the vector store

app.py

@@ -10,6 +10,8 @@ from structured_experiment_chain import (
     wikipedia_chain as experiment_wikipedia_chain
 )
 
+from weaviate_utils import init_client
+
 apparatus_retriever_options = {
     "Arxiv": apparatus_arxiv_chain,
     "PubMed": apparatus_pub_med_chain,
@@ -29,7 +31,24 @@ def generate_apparatus(input_text, retriever_choice):
 
 def generate_experiment(input_text, retriever_choice):
     selected_chain = experiment_retriever_options[retriever_choice]
-    output_text = selected_chain.invoke(input_text)
+    exp_data = output_text = selected_chain.invoke(input_text)
+    
+    weaviate_client = init_client()
+    
+    science_experiment_collection = weaviate_client.collections.get("ScienceEperiment")
+    
+    exp_uuid = science_experiment_collection.data.insert({
+        # "DateCreated": datetime.now(timezone.utc),
+        "FieldsOfStudy": exp_data['Fields_of_study'],
+        "Tags": exp_data['Fields_of_study'],
+        "Experiment_Name": exp_data['Experiment_Name'],
+        "Material": exp_data['Material'],
+        "Sources": exp_data['Sources'],
+        "Protocal": exp_data['Protocal'],
+        "Purpose_of_Experiments": exp_data['Purpose_of_Experiments'],
+        "Safety_Precaution": exp_data['Safety_Precuation'],  # Corrected spelling mistake
+        "Level_of_Difficulty": exp_data['Level_of_Difficulty'],
+    })
     return output_text
 
 generate_apparatus_interface = gr.Interface(

chain_weaviate.py

@@ -33,7 +33,7 @@ def main():
     
     
     exp_uuid = science_experiment_collection.data.insert({
-        "DateCreated": datetime.now(timezone.utc),
+        # "DateCreated": datetime.now(timezone.utc),
         "FieldsOfStudy": exp_data['Fields_of_study'],
         "Tags": exp_data['Fields_of_study'],
         "Experiment_Name": exp_data['Experiment_Name'],