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from llama_cpp import Llama | |
from duckduckgo_search import DDGS | |
from e2b import Sandbox | |
import gradio as gr | |
# Load GGUF model (Sam-reason-S2.1, gemma3 arch) | |
llm = Llama( | |
model_path="models/mistral-7b-v0.1.Q4_K_S.gguf", | |
n_ctx=2048, | |
verbose=False | |
) | |
# Tools | |
def search_tool(q): | |
with DDGS() as ddgs: | |
results = ddgs.text(q) | |
return "\n".join([f"{r['title']}: {r['href']}" for r in results[:3]]) | |
def calc_tool(expr): | |
try: | |
return str(eval(expr)) | |
except Exception as e: | |
return f"Math error: {e}" | |
def run_tool(command): | |
with Sandbox(template="base") as sb: | |
result = sb.run(command) | |
return result.stdout or result.stderr or "No output." | |
tools = { | |
"search": search_tool, | |
"calc": calc_tool, | |
"run": run_tool | |
} | |
# Tool parser | |
def parse_tools(text): | |
for name in tools: | |
if f"<tool:{name}>" in text: | |
start = text.find(f"<tool:{name}>") + len(f"<tool:{name}>") | |
end = text.find(f"</tool:{name}>") | |
arg = text[start:end].strip() | |
return tools[name](arg) | |
return None | |
# Agent loop | |
def agent_chat(user_input, history=[]): | |
history.append({"role": "user", "content": user_input}) | |
prompt = "\n".join([f"{m['role']}: {m['content']}" for m in history]) | |
output = llm(prompt=prompt, stop=["user:", "system:"], echo=False) | |
response = output["choices"][0]["text"].strip() | |
result = parse_tools(response) | |
if result: | |
response += f"\n🔧 Tool Output:\n{result}" | |
history.append({"role": "assistant", "content": response}) | |
return response | |
gr.ChatInterface(fn=agent_chat).launch() | |