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app.py

@@ -1096,7 +1096,21 @@ with col_input:
                     else:
                         # Non-PDF processing (text, images) - process all at once
                         total_items = len(items_list)
-                        status_text.text(f"Processing {total_items} items...")
+
+                        # Progress callback for item-by-item updates
+                        def item_progress_callback(current_idx, total, item_label):
+                            progress = current_idx / total if total > 0 else 0
+                            progress_bar.progress(min(progress, 1.0))
+
+                            elapsed = time.time() - start_time
+                            if current_idx > 0:
+                                avg_time = elapsed / current_idx
+                                eta_seconds = avg_time * (total - current_idx)
+                                eta_str = f" | ETA: {eta_seconds:.0f}s" if eta_seconds < 60 else f" | ETA: {eta_seconds/60:.1f}m"
+                            else:
+                                eta_str = ""
+
+                            status_text.text(f"Processing item {current_idx+1} of {total} ({progress*100:.0f}%){eta_str}")
 
                         try:
                             result_df = catllm.multi_class_ensemble(
@@ -1104,6 +1118,7 @@ with col_input:
                                 categories=categories_entered,
                                 models=[(model, model_source, actual_api_key)],
                                 input_description=description,
+                                progress_callback=item_progress_callback,
                             )
                             all_results = [result_df]
 

requirements.txt

@@ -1,5 +1,5 @@
 streamlit>=1.32.0
-cat-llm[pdf]>=0.1.9
+cat-llm[pdf]>=0.1.10
 mistralai
 pydantic==2.10.6
 huggingface_hub<0.27.0