Update page_files/categorized/Backend/PDF_DataExtraction.py

page_files/categorized/Backend/PDF_DataExtraction.py

@@ -2018,6 +2018,18 @@ def run_pipeline(
     doi_override:      str = "",
     progress_callback: Any = None,
 ) -> Tuple[pd.DataFrame, pd.DataFrame, pd.DataFrame, List[Chunk], List[str], Dict]:
+     """
+    Full dual-LLM consensus pipeline.
+
+    Returns
+    -------
+    df_consensus   : rows agreed by both LLMs  ← primary output
+    df_gemini      : Gemini-only output
+    df_gpt         : GPT-only output
+    all_chunks     : all Chunk objects with scores
+    api_errors     : list of error strings
+    meta           : pipeline stats dict
+    """
     global GEMINI_MODEL, GEMINI_API_URL          
     if not GEMINI_MODEL:       
         key = os.getenv("GEMINI_API_KEY", "")                  
@@ -2171,13 +2183,13 @@ def _run_streamlit():
     with st.sidebar:
         st.header("⚙️ Settings")
         st.divider()
-        st.markdown(f"**Gemini model:** `{GEMINI_MODEL}`")
-        st.markdown(f"**GPT model:** `{GPT_MODEL}`")
-        st.markdown(f"**Embedder:** `{EMBED_MODEL_NAME}`")
-        st.markdown(f"**ChromaDB:** {'✅' if CHROMA_AVAILABLE else '❌ not installed'}")
-        st.markdown(f"**Docling:** {'✅' if DOCLING_AVAILABLE else '❌'}")
-        st.markdown(f"**Camelot:** {'✅' if CAMELOT_AVAILABLE else '❌'}")
-        st.markdown(f"**OCR:** {'✅' if OCR_AVAILABLE else '❌'}")
+        #st.markdown(f"**Gemini model:** `{GEMINI_MODEL}`")
+        #st.markdown(f"**GPT model:** `{GPT_MODEL}`")
+        #st.markdown(f"**Embedder:** `{EMBED_MODEL_NAME}`")
+        #st.markdown(f"**ChromaDB:** {'✅' if CHROMA_AVAILABLE else '❌ not installed'}")
+        #st.markdown(f"**Docling:** {'✅' if DOCLING_AVAILABLE else '❌'}")
+        #st.markdown(f"**Camelot:** {'✅' if CAMELOT_AVAILABLE else '❌'}")
+        #st.markdown(f"**OCR:** {'✅' if OCR_AVAILABLE else '❌'}")
         gemini_ok = bool(GEMINI_API_KEY)
         gpt_ok    = bool(OPENAI_API_KEY)
         st.markdown(f"**Gemini API Key:** {'✅' if gemini_ok else '❌ GEMINI_API_KEY not set'}")