progress apply

utils/__init__.py

@@ -2,4 +2,4 @@ from .ollama_utils import connect_qumo_ollama
 from .data_utils import create_sentiment_matrix, extract_theme
 from .transcript_utils import load_srt, csv_to_markdown, cpc_smb_to_markdown
 from .sentiment_analysis import dummy_sentiment_analysis, ollama_sentiment_analysis
-from .keyword_analysis import ollama_keyword_extraction
+from .keyword_analysis import ollama_keyword_extraction, worker_extraction

utils/keyword_analysis.py

@@ -4,6 +4,19 @@ from ollama import Client
 import json
 
 
+def worker_extraction(row, host, model):
+
+    
+    # Instantiate local client for this specific worker/thread
+    local_client = Client(host=host)
+    
+    return ollama_keyword_extraction(
+        content=row['content'], 
+        tag=row['tag'], 
+        client=local_client, 
+        model=model
+    )
+
 
 def ollama_keyword_extraction(content, tag, client: Client, model) -> list:
     """