Create app.py

app.py

@@ -0,0 +1,45 @@
+import gradio as gr
+from ner_logic import ner_pipe, get_wiki_summary, refine_labels_batch
+from ui_modules import create_ui_layout, format_log_entry
+
+def process_ner(text):
+    current_logs = ["🚀 <b>Sistem Başlatıldı...</b>"]
+    final_results = []
+    misc_buffer = []
+    
+    # 1. Aşama: NER ve Wiki
+    initial_results = ner_pipe(text)
+    for entity in initial_results:
+        word = entity['word'].replace(" ", " ").strip()
+        label = entity['entity_group']
+        
+        if label in ["PER", "ORG", "LOC"]:
+            final_results.append({"Varlık": word, "İlk": label, "Nihai": label, "Kaynak": "Model"})
+        elif label == "MISC":
+            wiki_text = get_wiki_summary(word)
+            current_logs.append(format_log_entry("wiki", word, wiki_text or "Bilgi yok."))
+            misc_buffer.append({"word": word, "wiki": wiki_text or "Bilgi yok."})
+            yield "<br>".join(current_logs), [[r["Varlık"], r["İlk"], r["Nihai"], r["Kaynak"]] for r in final_results]
+
+    # 2. Aşama: Batch CoT
+    if misc_buffer:
+        current_logs.append("🧠 <b>Toplu CoT Analizi Yapılıyor...</b>")
+        llm_responses = refine_labels_batch(misc_buffer, text)
+        
+        for item in misc_buffer:
+            match = next((res for res in llm_responses if res.get('varlik','').lower() in item['word'].lower()), None)
+            f_label = match['karar'] if match else "MISC"
+            current_logs.append(format_log_entry("cot", item['word'], match['analiz'] if match else "Hata."))
+            
+            final_results.append({"Varlık": item['word'], "İlk": "MISC", "Nihai": f_label, "Kaynak": "RAG+LLM"})
+            yield "<br>".join(current_logs), [[r["Varlık"], r["İlk"], f"<b>{r['Nihai']}</b>", r["Kaynak"]] for r in final_results]
+
+    current_logs.append("✨ <b>Tamamlandı.</b>")
+    yield "<br>".join(current_logs), [[r["Varlık"], r["İlk"], f"<b>{r['Nihai']}</b>", r["Kaynak"]] for r in final_results]
+
+# Uygulamayı Başlat
+demo, input_text, log_output, table_output, submit_btn = create_ui_layout()
+submit_btn.click(process_ner, inputs=input_text, outputs=[log_output, table_output])
+
+if __name__ == "__main__":
+    demo.launch(auth=("admin", "1113"))