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import os | |
import base64 | |
from smolagents import CodeAgent,DuckDuckGoSearchTool, HfApiModel,load_tool,tool | |
import datetime | |
import requests | |
import pytz | |
import yaml | |
from tools.final_answer import FinalAnswerTool | |
from Gradio_UI import GradioUI | |
from opentelemetry.sdk.trace import TracerProvider | |
from openinference.instrumentation.smolagents import SmolagentsInstrumentor | |
from opentelemetry.exporter.otlp.proto.http.trace_exporter import OTLPSpanExporter | |
from opentelemetry.sdk.trace.export import SimpleSpanProcessor | |
os.environ["PYTHONIOENCODING"] ="utf-8" | |
LANGFUSE_PUBLIC_KEY = os.getenv("LANGFUSE_PUBLIC_KEY", "") | |
LANGFUSE_SECRET_KEY = os.getenv("LANGFUSE_SECRET_KEY", "") | |
LANGFUSE_AUTH=base64.b64encode(f"{LANGFUSE_PUBLIC_KEY}:{LANGFUSE_SECRET_KEY}".encode()).decode() | |
os.environ["OTEL_EXPORTER_OTLP_ENDPOINT"] = "https://cloud.langfuse.com/api/public/otel" | |
os.environ["OTEL_EXPORTER_OTLP_HEADERS"] = f"Authorization=Basic {LANGFUSE_AUTH}" | |
# add langfuse observability to this factchecking agent | |
trace_provider = TracerProvider() | |
trace_provider.add_span_processor(SimpleSpanProcessor(OTLPSpanExporter())) | |
SmolagentsInstrumentor().instrument(tracer_provider=trace_provider) | |
# Below is an example of a tool that does nothing. Amaze us with your creativity ! | |
def my_cutom_tool(arg1:str, arg2:int)-> str: #it's import to specify the return type | |
#Keep this format for the description / args / args description but feel free to modify the tool | |
"""A tool that does nothing yet | |
Args: | |
arg1: the first argument | |
arg2: the second argument | |
""" | |
return "What magic will you build ?" | |
def get_current_time_in_timezone(timezone: str) -> str: | |
"""A tool that fetches the current local time in a specified timezone. | |
Args: | |
timezone: A string representing a valid timezone (e.g., 'America/New_York'). | |
""" | |
try: | |
# Create timezone object | |
tz = pytz.timezone(timezone) | |
# Get current time in that timezone | |
local_time = datetime.datetime.now(tz).strftime("%Y-%m-%d %H:%M:%S") | |
return f"The current local time in {timezone} is: {local_time}" | |
except Exception as e: | |
return f"Error fetching time for timezone '{timezone}': {str(e)}" | |
final_answer = FinalAnswerTool() | |
# meta-llama/Meta-Llama-3-8B-Instruct | |
# HuggingFaceTB/SmolLM2-1.7B-Instruct | |
# meta-llama/Llama-3.2-3B-Instruct | |
# meta-llama/Llama-3.2-1B-Instruct | |
# meta-llama/Meta-Llama-3-8B-Instruct | |
# model = HfApiModel( | |
# max_tokens=2096, | |
# temperature=0.5, | |
# model_id='https://wxknx1kg971u7k1n.us-east-1.aws.endpoints.huggingface.cloud',# it is possible that this model may be overloaded | |
# custom_role_conversions=None, | |
# ) | |
model = HfApiModel( | |
max_tokens=2096, | |
temperature=0.5, | |
model_id='Qwen/Qwen2.5-Coder-32B-Instruct', | |
custom_role_conversions=None, | |
) | |
# Import tool from Hub | |
image_generation_tool = load_tool("agents-course/text-to-image", trust_remote_code=True) | |
with open("my_code_agent.yaml", 'r') as stream: | |
prompt_templates = yaml.safe_load(stream) | |
agent = CodeAgent( | |
model=model, | |
tools=[image_generation_tool, DuckDuckGoSearchTool(),get_current_time_in_timezone, final_answer], ## add your tools here (don't remove final answer) | |
max_steps=6, | |
verbosity_level=1, | |
grammar=None, | |
planning_interval=None, | |
name="fact_checker_agent_with_image_generation_capability", | |
description="interpret user's intent and generate image or do web search based on user prompt or behavior as fact checker", | |
prompt_templates=prompt_templates | |
) | |
GradioUI(agent).launch() |