Update app.py

app.py

@@ -3,10 +3,51 @@ import os
 import fitz  # PyMuPDF
 from langchain.text_splitter import RecursiveCharacterTextSplitter
 from langchain_community.embeddings import HuggingFaceEmbeddings  # Importación actualizada
-from langchain.vectorstores import FAISS
+from langchain_community.vectorstores import FAISS  # Importación actualizada
 from groq import Groq
 from langchain_groq import ChatGroq
 
+# Inicializar el modelo LLM
+client = Groq(
+    api_key=os.environ.get("GROQ_API_KEY"),
+)
+chat_groq = ChatGroq(model="llama-3.1-70b-versatile")
+
+# Resto de tus funciones (sin cambios)...
+
+def process_input(audio, pdfs):
+    # Tu código existente...
+    pass
+
+theme = gr.themes.Base(
+    primary_hue=gr.themes.Color(
+        c100="#fce7f3", c200="#fbcfe8", c300="#f9a8d4",
+        c400="#f472b6", c50="#fdf2f8", c500="#ff4da6",
+        c600="#db2777", c700="#ff299b", c800="#f745b6",
+        c900="#ff38ac", c950="#e1377e"
+    ),
+    secondary_hue="pink",
+    neutral_hue="neutral",
+)
+
+iface = gr.Interface(
+    fn=process_input,
+    inputs=[
+        gr.Audio(sources=["microphone"], type="filepath"),
+        gr.File(file_types=[".pdf"], label="Subir PDFs", multiple=True, type="filepath")  # Se eliminó 'optional'
+    ],
+    outputs=[
+        gr.Textbox(label="Registro Clínico Organizado"),
+        gr.Textbox(label="Información de Depuración")
+    ],
+    live=True,
+    concurrency_count=4,  # Actualizado de 'concurrency_limit'
+    theme=theme
+)
+
+iface.launch(auth=[("her", "her")])
+
+
 
 client = Groq(
     api_key=os.environ.get("GROQ_API_KEY"),
@@ -106,7 +147,12 @@ def process_input(audio, pdfs):
     return organized_record.content
 
 theme = gr.themes.Base(
-    primary_hue=gr.themes.Color(c100="#fce7f3", c200="#fbcfe8", c300="#f9a8d4", c400="#f472b6", c50="#fdf2f8", c500="#ff4da6", c600="#db2777", c700="#ff299b", c800="#f745b6", c900="#ff38ac", c950="#e1377e"),
+    primary_hue=gr.themes.Color(
+        c100="#fce7f3", c200="#fbcfe8", c300="#f9a8d4",
+        c400="#f472b6", c50="#fdf2f8", c500="#ff4da6",
+        c600="#db2777", c700="#ff299b", c800="#f745b6",
+        c900="#ff38ac", c950="#e1377e"
+    ),
     secondary_hue="pink",
     neutral_hue="neutral",
 )
@@ -115,12 +161,16 @@ iface = gr.Interface(
     fn=process_input,
     inputs=[
         gr.Audio(sources=["microphone"], type="filepath"),
-        gr.File(file_types=[".pdf"], label="Subir PDFs", optional=True, multiple=True, type="filepath")
+        gr.File(file_types=[".pdf"], label="Subir PDFs", multiple=True, type="filepath")  # Se eliminó 'optional'
+    ],
+    outputs=[
+        gr.Textbox(label="Registro Clínico Organizado"),
+        gr.Textbox(label="Información de Depuración")
     ],
-    outputs="text",
     live=True,
-    concurrency_limit=4,
+    concurrency_count=4,  # Actualizado de 'concurrency_limit'
     theme=theme
 )
+
 iface.launch(auth=[("her", "her")])