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import gradio as gr
from huggingface_hub import InferenceClient
import os
from mitreattack.stix20 import MitreAttackData
from descriptions import descriptions
# Chemins des fichiers JSON
ics_attack_path = 'ics-attack.json'
enterprise_attack_path = 'enterprise-attack.json'
# Charger les données ATT&CK
mitre_attack_data = MitreAttackData(enterprise_attack_path)
# Charger les techniques ATT&CK
techniques = mitre_attack_data.get_techniques(remove_revoked_deprecated=True)
# Convert techniques to a readable string format
techniques_str = "\n".join([f"{technique['name']} ({mitre_attack_data.get_attack_id(technique['id'])})" for technique in techniques])
client = InferenceClient(model='mistralai/Mixtral-8x7B-Instruct-v0.1')
def respond(
message,
history: list[tuple[str, str]],
system_message,
max_tokens,
temperature,
top_p,
):
messages = [{"role": "system", "content": system_message}]
for val in history:
if val[0]:
messages.append({"role": "user", "content": val[0]})
if val[1]:
messages.append({"role": "assistant", "content": val[1]})
messages.append({"role": "user", "content": message})
message_content = message
response = ""
for message in client.chat_completion(
messages,
max_tokens=max_tokens,
stream=True,
temperature=temperature,
top_p=top_p,
):
token = message.choices[0].delta.content
response += token
yield response
demo = gr.ChatInterface(
respond,
additional_inputs=[
# gr.Textbox(value=f"""<s>[INST] Given these TTPs: {techniques_str}\n\n and here are {descriptions}\n\nfigure out which major techniques are used in these logs and respond in bullets points and nothing else[/INST]""", label="System message"),
gr.Textbox(value=f"""<s>[INST] Given these TTPs: {techniques_str}\n\nfigure out which technique is used in these logs and respond in bullets points and nothing else[/INST]""", label="System message"),
gr.Slider(minimum=1, maximum=2048, value=1024, step=1, label="Max new tokens"),
gr.Slider(minimum=0.1, maximum=1.0, value=0.1, step=0.1, label="Temperature"),
gr.Slider(minimum=0.1, maximum=1.0, value=0.95, step=0.05, label="Top-p (nucleus sampling)"),
],
)
if __name__ == "__main__":
demo.launch()
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