Victor Dibia 7fc7f383f0
Enable LLM Call Observability in AGS (#5457)
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It is often helpful to inspect the raw request and response to/from an
LLM as agents act.
This PR, does the following:

- Updates TeamManager to yield LLMCallEvents from core library
- Run in an async background task to listen for LLMCallEvent JIT style
when a team is run
   - Add events to   an async queue and 
- yield those events in addition to whatever actual agentchat
team.run_stream yields.
- Update the AGS UI to show those LLMCallEvents in the messages section
as a team runs
   - Add settings panel to show/hide llm call events in messages. 
- Minor updates to default team

<img width="1539" alt="image"
src="https://github.com/user-attachments/assets/bfbb19fe-3560-4faa-b600-7dd244e0e974"
/>
<img width="1554" alt="image"
src="https://github.com/user-attachments/assets/775624f5-ba83-46e8-81ff-512bfeed6bab"
/>
<img width="1538" alt="image"
src="https://github.com/user-attachments/assets/3becbf85-b75a-4506-adb7-e5575ebbaec4"
/>


## Why are these changes needed?

<!-- Please give a short summary of the change and the problem this
solves. -->

## Related issue number

<!-- For example: "Closes #1234" -->

Closes #5440 

## Checks

- [ ] I've included any doc changes needed for
https://microsoft.github.io/autogen/. See
https://microsoft.github.io/autogen/docs/Contribute#documentation to
build and test documentation locally.
- [ ] I've added tests (if relevant) corresponding to the changes
introduced in this PR.
- [ ] I've made sure all auto checks have passed.
2025-02-09 04:50:12 +00:00

145 lines
5.0 KiB
Python

import os
from typing import Dict, List, Optional
from urllib.parse import urljoin
import html2text
import httpx
from autogen_core.code_executor import ImportFromModule
from autogen_core.tools import FunctionTool
from bs4 import BeautifulSoup
async def google_search(
query: str,
num_results: int = 3,
include_snippets: bool = True,
include_content: bool = True,
content_max_length: Optional[int] = 10000,
language: str = "en",
country: Optional[str] = None,
safe_search: bool = True,
) -> List[Dict[str, str]]:
"""
Perform a Google search using the Custom Search API and optionally fetch webpage content.
Args:
query: Search query string
num_results: Number of results to return (max 10)
include_snippets: Include result snippets in output
include_content: Include full webpage content in markdown format
content_max_length: Maximum length of webpage content (if included)
language: Language code for search results (e.g., en, es, fr)
country: Optional country code for search results (e.g., us, uk)
safe_search: Enable safe search filtering
Returns:
List[Dict[str, str]]: List of search results, each containing:
- title: Result title
- link: Result URL
- snippet: Result description (if include_snippets=True)
- content: Webpage content in markdown (if include_content=True)
"""
api_key = os.getenv("GOOGLE_API_KEY")
cse_id = os.getenv("GOOGLE_CSE_ID")
if not api_key or not cse_id:
raise ValueError("Missing required environment variables. Please set GOOGLE_API_KEY and GOOGLE_CSE_ID.")
num_results = min(max(1, num_results), 10)
async def fetch_page_content(url: str, max_length: Optional[int] = 50000) -> str:
"""Helper function to fetch and convert webpage content to markdown"""
headers = {"User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36"}
try:
async with httpx.AsyncClient() as client:
response = await client.get(url, headers=headers, timeout=10)
response.raise_for_status()
soup = BeautifulSoup(response.text, "html.parser")
# Remove script and style elements
for script in soup(["script", "style"]):
script.decompose()
# Convert relative URLs to absolute
for tag in soup.find_all(["a", "img"]):
if tag.get("href"):
tag["href"] = urljoin(url, tag["href"])
if tag.get("src"):
tag["src"] = urljoin(url, tag["src"])
h2t = html2text.HTML2Text()
h2t.body_width = 0
h2t.ignore_images = False
h2t.ignore_emphasis = False
h2t.ignore_links = False
h2t.ignore_tables = False
markdown = h2t.handle(str(soup))
if max_length and len(markdown) > max_length:
markdown = markdown[:max_length] + "\n...(truncated)"
return markdown.strip()
except Exception as e:
return f"Error fetching content: {str(e)}"
params = {
"key": api_key,
"cx": cse_id,
"q": query,
"num": num_results,
"hl": language,
"safe": "active" if safe_search else "off",
}
if country:
params["gl"] = country
try:
async with httpx.AsyncClient() as client:
response = await client.get("https://www.googleapis.com/customsearch/v1", params=params, timeout=10)
response.raise_for_status()
data = response.json()
results = []
if "items" in data:
for item in data["items"]:
result = {"title": item.get("title", ""), "link": item.get("link", "")}
if include_snippets:
result["snippet"] = item.get("snippet", "")
if include_content:
result["content"] = await fetch_page_content(result["link"], max_length=content_max_length)
results.append(result)
return results
except httpx.RequestError as e:
raise ValueError(f"Failed to perform search: {str(e)}") from e
except KeyError as e:
raise ValueError(f"Invalid API response format: {str(e)}") from e
except Exception as e:
raise ValueError(f"Error during search: {str(e)}") from e
# Create the enhanced Google search tool
google_search_tool = FunctionTool(
func=google_search,
description="""
Perform Google searches using the Custom Search API with optional webpage content fetching.
Requires GOOGLE_API_KEY and GOOGLE_CSE_ID environment variables to be set.
""",
global_imports=[
ImportFromModule("typing", ("List", "Dict", "Optional")),
"os",
"httpx",
"html2text",
ImportFromModule("bs4", ("BeautifulSoup",)),
ImportFromModule("urllib.parse", ("urljoin",)),
],
)