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Update app.py
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app.py
CHANGED
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@@ -4,97 +4,284 @@ from docx import Document
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import tempfile
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import os
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import re
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def format_prompt(message, history):
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for user_prompt, bot_response in history:
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prompt += f"[INST] {user_prompt} [/INST]"
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return prompt
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# Function to generate response
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def generate(prompt, history, temperature=0.
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temperature=temperature,
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# Function to replace variables in a Word template
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def replace_variables_word(doc, variables):
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for paragraph in doc.paragraphs:
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for key, value in variables.items():
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if f'<{key}>' in paragraph.text:
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for table in doc.tables:
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for row in table.rows:
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for cell in row.cells:
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for paragraph in cell.paragraphs:
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for key, value in variables.items():
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if f'<{key}>' in paragraph.text:
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paragraph.text =
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# Function to generate a Word document with interpretation
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def generate_word_document(interpretation):
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#
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# Chat history
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if 'history' not in st.session_state:
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st.session_state.history = []
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# Generate response and create Word document
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if
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bot_response = generate(
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st.session_state.history.append((entrada_usuario, bot_response))
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# Generate Word document
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document_path = generate_word_document(bot_response)
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#
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import tempfile
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import os
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import re
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import time
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from datetime import datetime
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# Configuraci贸n de Streamlit
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st.set_page_config(
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page_title="Interpretaci贸n Test de Rorschach",
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page_icon="馃",
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layout="wide"
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)
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# Inicializaci贸n del cliente - usando API Token de Hugging Face
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# Si tienes token, descomenta estas l铆neas y a帽ade tu token
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# import os
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# os.environ["HUGGINGFACE_TOKEN"] = "tu_token_aqu铆" # Mejor usar st.secrets en producci贸n
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# Inicializar cliente con manejo de errores
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@st.cache_resource
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def get_inference_client():
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try:
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return InferenceClient(
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model="mistralai/Mistral-7B-Instruct-v0.2",
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timeout=120 # Timeout m谩s largo para respuestas extensas
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)
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except Exception as e:
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st.error(f"Error al inicializar el cliente de Hugging Face: {str(e)}")
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return None
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client = get_inference_client()
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# Function to format the prompt for Rorschach interpretation with mejor contexto
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def format_prompt(message, history):
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# Sistema de instrucciones m谩s detallado para mejorar la interpretaci贸n
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system_prompt = """Eres un experto en interpretaci贸n del Test de Rorschach.
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Tu tarea es analizar las respuestas del paciente a las l谩minas y proporcionar una interpretaci贸n
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psicol贸gica detallada basada en el m茅todo de Exner y el enfoque psicodin谩mico.
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Para cada interpretaci贸n debes considerar:
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1. Localizaci贸n de las respuestas (W, D, Dd)
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2. Determinantes (forma, color, movimiento, sombreado)
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3. Contenido (humano, animal, objeto, etc.)
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4. Originalidad/popularidad de las respuestas
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5. Indicadores de funcionamiento cognitivo, afectivo e interpersonal
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Tu interpretaci贸n debe ser profesional pero accesible, evitando jerga t茅cnica excesiva.
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"""
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prompt = "<s>[INST] " + system_prompt + " [/INST] Entendido, analizar茅 las respuestas del Test de Rorschach profesionalmente.\n\n"
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# A帽adir el historial de conversaci贸n
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for user_prompt, bot_response in history:
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prompt += f"[INST] Respuestas a l谩minas: {user_prompt} [/INST]\n{bot_response}\n\n"
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# A帽adir la consulta actual
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prompt += f"[INST] Respuestas a l谩minas: {message} [/INST]"
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return prompt
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# Function to generate response with manejo de errores y feedback visual
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def generate(prompt, history, temperature=0.7, max_new_tokens=800, top_p=0.95, repetition_penalty=1.1):
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if not client:
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return "Error de conexi贸n con el modelo. Por favor, int茅ntelo de nuevo m谩s tarde."
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try:
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temperature = max(float(temperature), 1e-2)
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top_p = float(top_p)
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# Par谩metros optimizados para interpretaci贸n psicol贸gica
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generate_kwargs = dict(
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temperature=temperature,
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max_new_tokens=max_new_tokens,
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top_p=top_p,
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repetition_penalty=repetition_penalty,
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do_sample=True,
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seed=42,
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)
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formatted_prompt = format_prompt(prompt, history)
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# Mostrar indicador de progreso
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progress_text = "Generando interpretaci贸n psicol贸gica..."
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my_bar = st.progress(0, text=progress_text)
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# Stream de la respuesta con feedback visual
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stream = client.text_generation(formatted_prompt, **generate_kwargs, stream=True, details=True, return_full_text=False)
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output = ""
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for i, response in enumerate(stream):
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output += response.token.text
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# Actualizar la barra de progreso simulando avance
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progress_percent = min(i/100, 1.0)
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my_bar.progress(progress_percent, text=progress_text)
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# Peque帽a pausa para mejorar UX
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time.sleep(0.01)
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# Completar la barra de progreso
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my_bar.progress(1.0, text="隆Interpretaci贸n completa!")
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time.sleep(0.5)
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my_bar.empty()
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return output
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except Exception as e:
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st.error(f"Error en la generaci贸n: {str(e)}")
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return f"Lo siento, ocurri贸 un error durante la interpretaci贸n. Detalles: {str(e)}"
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# Function to replace variables in a Word template con manejo mejorado
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def replace_variables_word(doc, variables):
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for paragraph in doc.paragraphs:
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for key, value in variables.items():
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if f'<{key}>' in paragraph.text:
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# Preservar el formato existente
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paragraph_format = paragraph.paragraph_format
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run_formats = [(run.text, run.bold, run.italic, run.font.size, run.font.name)
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for run in paragraph.runs]
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paragraph.text = paragraph.text.replace(f'<{key}>', value)
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# Restablecer formato despu茅s del reemplazo si es necesario
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paragraph.paragraph_format = paragraph_format
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# Procesar tablas
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for table in doc.tables:
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for row in table.rows:
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for cell in row.cells:
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for paragraph in cell.paragraphs:
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for key, value in variables.items():
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if f'<{key}>' in paragraph.text:
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paragraph.text = paragraph.text.replace(f'<{key}>', value)
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# Function to generate a Word document with interpretation
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def generate_word_document(interpretation, patient_name="", test_date=""):
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try:
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template_path = os.path.join('PLANTILLAS', 'PLANTILLA_INTERPRETACION.docx')
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# Verificar si existe la plantilla
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if not os.path.exists(template_path):
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st.warning(f"No se encontr贸 la plantilla en {template_path}. Usando documento en blanco.")
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doc = Document()
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doc.add_heading('Interpretaci贸n Test de Rorschach', 0)
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doc.add_paragraph(interpretation)
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else:
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doc = Document(template_path)
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# Preparar variables para la plantilla
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variables = {
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'INTERPRETACION': interpretation,
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'NOMBRE_PACIENTE': patient_name,
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'FECHA_EVALUACION': test_date,
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'FECHA_INFORME': datetime.now().strftime("%d/%m/%Y")
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}
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replace_variables_word(doc, variables)
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# Guardar el documento temporal
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with tempfile.NamedTemporaryFile(delete=False, suffix='.docx') as tmp:
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doc.save(tmp.name)
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return tmp.name
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except Exception as e:
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st.error(f"Error al generar el documento: {str(e)}")
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return None
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# Interfaz de Streamlit mejorada
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st.title("馃 Interpretaci贸n del Test de Rorschach")
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st.markdown("""
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Esta aplicaci贸n utiliza inteligencia artificial para ayudar en la interpretaci贸n preliminar
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de respuestas al Test de Rorschach. **No sustituye el juicio cl铆nico profesional.**
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""")
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# Sidebar con opciones
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with st.sidebar:
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st.header("Configuraci贸n")
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# Par谩metros del paciente
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st.subheader("Datos del Paciente")
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patient_name = st.text_input("Nombre del paciente (opcional)")
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test_date = st.date_input("Fecha de evaluaci贸n", datetime.now()).strftime("%d/%m/%Y")
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# Par谩metros del modelo
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st.subheader("Par谩metros del Modelo")
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temperature = st.slider("Temperatura", 0.1, 1.0, 0.7, 0.1,
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help="Valores m谩s altos = respuestas m谩s creativas. Valores m谩s bajos = respuestas m谩s consistentes.")
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max_tokens = st.slider("Longitud m谩xima", 200, 1500, 800, 100,
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help="N煤mero m谩ximo de tokens en la respuesta")
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# Chat history
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if 'history' not in st.session_state:
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st.session_state.history = []
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# Explicaci贸n del uso
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with st.expander("鈩癸笍 C贸mo usar esta aplicaci贸n"):
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st.markdown("""
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1. Escribe las respuestas del paciente a las l谩minas del Test de Rorschach en el campo de texto.
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2. Incluye el n煤mero de l谩mina para cada respuesta, por ejemplo: "L谩mina I: Veo un murci茅lago".
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3. Haz clic en "Generar Interpretaci贸n" para recibir el an谩lisis.
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4. Puedes descargar la interpretaci贸n como documento Word.
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**Nota importante**: Esta herramienta est谩 dise帽ada para asistir en la interpretaci贸n preliminar.
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Siempre debe complementarse con el juicio cl铆nico de un profesional cualificado.
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""")
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# Uso de columnas para mejor distribuci贸n
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col1, col2 = st.columns([3, 2])
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with col1:
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# User input - 谩rea de texto m谩s grande para m煤ltiples respuestas
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entrada_usuario = st.text_area(
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"Ingrese las respuestas del paciente a las l谩minas:",
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height=200,
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placeholder="Ejemplo:\nL谩mina I: Veo un murci茅lago\nL谩mina II: Dos personas chocando las manos, hay sangre\n..."
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)
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# Botones de acci贸n
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+
col_btn1, col_btn2, _ = st.columns([1, 1, 2])
|
| 221 |
+
|
| 222 |
+
with col_btn1:
|
| 223 |
+
submit_button = st.button("Generar Interpretaci贸n", type="primary")
|
| 224 |
+
|
| 225 |
+
with col_btn2:
|
| 226 |
+
clear_button = st.button("Limpiar Historial")
|
| 227 |
+
if clear_button:
|
| 228 |
+
st.session_state.history = []
|
| 229 |
+
st.experimental_rerun()
|
| 230 |
|
| 231 |
# Generate response and create Word document
|
| 232 |
+
if submit_button and entrada_usuario:
|
| 233 |
+
with st.spinner("Analizando respuestas..."):
|
| 234 |
+
bot_response = generate(
|
| 235 |
+
entrada_usuario,
|
| 236 |
+
st.session_state.history,
|
| 237 |
+
temperature=temperature,
|
| 238 |
+
max_new_tokens=max_tokens
|
| 239 |
+
)
|
| 240 |
+
|
| 241 |
+
# A帽adir al historial
|
| 242 |
st.session_state.history.append((entrada_usuario, bot_response))
|
|
|
|
|
|
|
|
|
|
| 243 |
|
| 244 |
+
# Generar documento Word
|
| 245 |
+
document_path = generate_word_document(
|
| 246 |
+
bot_response,
|
| 247 |
+
patient_name=patient_name,
|
| 248 |
+
test_date=test_date
|
| 249 |
+
)
|
| 250 |
+
|
| 251 |
+
if document_path:
|
| 252 |
+
# Proporcionar enlace de descarga
|
| 253 |
+
with open(document_path, "rb") as file:
|
| 254 |
+
file_data = file.read()
|
| 255 |
+
|
| 256 |
+
# Nombre personalizado para el archivo
|
| 257 |
+
file_name = f"Interpretacion_Rorschach_{datetime.now().strftime('%Y%m%d')}.docx"
|
| 258 |
+
if patient_name:
|
| 259 |
+
file_name = f"Rorschach_{patient_name.replace(' ', '_')}_{datetime.now().strftime('%Y%m%d')}.docx"
|
| 260 |
+
|
| 261 |
+
with col2:
|
| 262 |
+
st.download_button(
|
| 263 |
+
label="馃搫 Descargar Interpretaci贸n (Word)",
|
| 264 |
+
data=file_data,
|
| 265 |
+
file_name=file_name,
|
| 266 |
+
mime="application/vnd.openxmlformats-officedocument.wordprocessingml.document"
|
| 267 |
+
)
|
| 268 |
+
|
| 269 |
+
# Display conversation en la segunda columna
|
| 270 |
+
with col2:
|
| 271 |
+
st.subheader("Historial de Interpretaciones")
|
| 272 |
+
|
| 273 |
+
if not st.session_state.history:
|
| 274 |
+
st.info("A煤n no hay interpretaciones generadas. Complete el formulario y haga clic en 'Generar Interpretaci贸n'.")
|
| 275 |
+
else:
|
| 276 |
+
# Mostrar la 煤ltima interpretaci贸n primero
|
| 277 |
+
for i, (user_msg, bot_msg) in enumerate(reversed(st.session_state.history)):
|
| 278 |
+
with st.expander(f"Interpretaci贸n {len(st.session_state.history) - i}", expanded=(i == 0)):
|
| 279 |
+
st.markdown("**Respuestas del paciente:**")
|
| 280 |
+
st.text(user_msg)
|
| 281 |
+
st.markdown("**Interpretaci贸n psicol贸gica:**")
|
| 282 |
+
st.markdown(bot_msg)
|
| 283 |
+
|
| 284 |
+
# Pie de p谩gina
|
| 285 |
+
st.markdown("---")
|
| 286 |
+
st.markdown("馃搶 **Nota**: Esta aplicaci贸n usa el modelo Mistral-7B para generar interpretaciones preliminares.")
|
| 287 |
+
st.markdown("鈿狅笍 Los resultados deben ser revisados por un profesional cualificado antes de usarse en contextos cl铆nicos.")
|