Add application file
Browse files- app.py +65 -0
- requirements.txt +3 -0
app.py
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import gradio as gr
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import json
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from mistralai.client import MistralClient
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from mistralai.models.chat_completion import ChatMessage
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import os
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client = MistralClient(api_key=os.environ["MISTRAL_API_KEY"])
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model = "open-mixtral-8x7b"
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messages = {
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'English': {
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'system_message': "You are a moderation assistant. Given a {}, determine if it should be flagged as spam, not spam, or possibly spam. Respond with a JSON object containing a 'spam' field with a string value of 'true', 'false', or 'possible'.",
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'user_message': "{}: {}\\n\\nShould this {} be flagged as spam? Respond with a JSON object."
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},
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'Spanish': {
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'system_message': "Eres un asistente de moderación. Dado un {}, determina si debe marcarse como spam, no spam o posiblemente spam. Responde con un objeto JSON que contenga un campo 'spam' con un valor de cadena de 'true', 'false' o 'possible'.",
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'user_message': "{}: {}\\n\\n¿Se debe marcar este {} como spam? Responde con un objeto JSON."
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},
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'French': {
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'system_message': "Vous êtes un assistant de modération. Étant donné un {}, déterminez s'il doit être signalé comme spam, non spam ou éventuellement spam. Répondez avec un objet JSON contenant un champ 'spam' avec une valeur de chaîne 'true', 'false' ou 'possible'.",
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'user_message': "{}: {}\\n\\nCe {} doit-il être signalé comme spam ? Répondez avec un objet JSON."
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}
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}
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def make_request(client, model, system_message, user_message, temperature=0.7, top_p=0.6, max_tokens=50):
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messages = [
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ChatMessage(role="system", content=system_message),
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ChatMessage(role="user", content=user_message)
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]
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response = client.chat(model=model, messages=messages, temperature=temperature, top_p=top_p, max_tokens=max_tokens)
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return response.choices[0].message.content if response.choices else ""
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def moderate_content(content, content_type, moderation_rules, language):
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system_message = messages[language]['system_message'].format(content_type.lower())
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user_message = messages[language]['user_message'].format(content_type, content, content_type.lower())
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response = make_request(client, model, system_message, user_message, temperature=0.3, top_p=0.6, max_tokens=50)
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try:
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response_json = json.loads(response)
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if 'spam' in response_json:
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spam_status = response_json['spam'].lower()
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if spam_status == 'true':
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return "Spam"
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elif spam_status == 'false':
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return "Not Spam"
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elif spam_status == 'possible':
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return "Possibly Spam"
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except (json.JSONDecodeError, KeyError, ValueError):
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pass
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return "Unable to determine spam status"
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content_type = gr.Radio(["Proposal", "Comment"], label="Content Type")
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content = gr.Textbox(label="Content")
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moderation_rules = gr.Textbox(label="Moderation Rules")
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language = gr.Dropdown(["English", "Spanish", "French"], label="Language")
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interface = gr.Interface(
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fn=moderate_content,
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inputs=[content, content_type, moderation_rules, language],
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outputs="text",
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title="Content Moderation",
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description="Enter a proposal or comment, along with moderation rules, to determine if it's spam.",
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)
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interface.launch()
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requirements.txt
ADDED
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@@ -0,0 +1,3 @@
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+
gradio
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mistralai
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os
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