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#!/usr/bin/env python3
"""
Fantasy Draft Multi-Agent Demo
Showcases multi-agent and multi-turn capabilities
"""
import os
import time
import gradio as gr
from typing import List, Tuple
from dotenv import load_dotenv
import sys
import os
sys.path.insert(0, os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
from core.agent import FantasyDraftAgent
from core.data import TOP_PLAYERS
from apps.multiagent_draft import MultiAgentMockDraft
from apps.multiagent_scenarios import (
run_interactive_mock_draft,
format_conversation_block,
format_agent_message,
format_memory_indicator,
create_mock_draft_visualization
)
# Fix for litellm 1.72.4 OpenAI endpoint issue
# This ensures litellm uses the correct OpenAI API endpoint
os.environ['OPENAI_API_BASE'] = 'https://api.openai.com/v1'
# Load environment variables from .env file
load_dotenv()
class FantasyDraftApp:
def __init__(self):
self.current_draft = None # Store the current mock draft
self.draft_output = "" # Store the draft output so far
def run_multiagent_demo(self):
"""Run the mock draft demonstration."""
# Reset any previous draft
self.current_draft = None
self.draft_output = ""
# Run the draft generator
draft_generator = run_interactive_mock_draft()
for output in draft_generator:
# Check if this is a tuple (draft state, output)
if isinstance(output, tuple):
# This means it's the user's turn
self.current_draft, self.draft_output = output
# Add a special marker for Gradio to detect
yield self.draft_output + "\n<!--USER_TURN-->"
return
else:
# Regular output
self.draft_output = output
yield output
def continue_mock_draft(self, player_name: str):
"""Continue the mock draft after user makes a pick."""
if not self.current_draft:
yield "No active draft. Please start a new mock draft."
return
if not player_name:
yield self.draft_output + "\n\n⚠️ Please enter a player name!"
return
# Make the user's pick
messages = self.current_draft.make_user_pick(player_name)
# Display messages with inline typing effect
for msg in messages:
if len(msg) >= 3:
agent, recipient, content = msg[:3]
# Check if it's a typing indicator - skip it
if isinstance(agent, str) and agent.startswith("typing_"):
continue # Skip typing indicators, we'll handle inline
else:
# Show "..." first for typing effect
typing_placeholder = format_agent_message(agent, recipient, "...")
self.draft_output += typing_placeholder
yield self.draft_output
time.sleep(0.5) # Brief typing delay
# Replace "..." with actual message
self.draft_output = self.draft_output.replace(typing_placeholder, "")
self.draft_output += format_agent_message(agent, recipient, content)
yield self.draft_output
time.sleep(1.0) # Reading delay
# Continue the draft from where we left off
# We need to track where we were in the draft
total_picks = len([p for picks in self.current_draft.draft_board.values() for p in picks])
current_round = ((total_picks - 1) // 6) + 1 # 6 teams per round
# Continue with the rest of the draft
draft_memories = []
# Continue the draft
for round_num in range(current_round, 4): # Continue from current round to round 3
if round_num > current_round:
self.draft_output += f"\n## 🔄 ROUND {round_num}\n\n"
yield self.draft_output
# Snake draft order - 6 teams total
if round_num % 2 == 1:
pick_order = list(range(1, 7)) # 1-6 for odd rounds
else:
pick_order = list(range(6, 0, -1)) # 6-1 for even rounds
# Calculate where we are in the current round
picks_in_round = total_picks % 6 # 6 teams per round
start_idx = picks_in_round if round_num == current_round else 0
for pick_in_round, team_num in enumerate(list(pick_order)[start_idx:], start_idx + 1):
pick_num = (round_num - 1) * 6 + pick_in_round # 6 teams per round
# Show draft board at start of round
if pick_in_round == 1:
self.draft_output += create_mock_draft_visualization(self.current_draft, round_num, pick_num)
self.draft_output += "\n"
yield self.draft_output
# Process the pick
messages, result = self.current_draft.simulate_draft_turn(round_num, pick_num, team_num)
# Display messages with inline typing effect
for msg in messages:
if len(msg) >= 3:
agent, recipient, content = msg[:3]
# Check if it's a typing indicator - skip it
if isinstance(agent, str) and agent.startswith("typing_"):
continue # Skip typing indicators, we'll handle inline
else:
# Show "..." first for typing effect
typing_placeholder = format_agent_message(agent, recipient, "...")
self.draft_output += typing_placeholder
yield self.draft_output
time.sleep(0.5) # Brief typing delay
# Replace "..." with actual message
self.draft_output = self.draft_output.replace(typing_placeholder, "")
self.draft_output += format_agent_message(agent, recipient, content)
yield self.draft_output
time.sleep(1.0) # Reading delay
if result is None:
# It's the user's turn again
self.draft_output += "\n**⏰ YOU'RE ON THE CLOCK! Type your pick below.**\n\n"
yield self.draft_output + "\n<!--USER_TURN-->"
return
# Add memory indicators
if round_num > 1 and pick_in_round % 2 == 0:
if team_num in self.current_draft.agents:
agent = self.current_draft.agents[team_num]
if len(agent.picks) > 1:
memory = f"{agent.team_name} has drafted: {', '.join(agent.picks)}"
draft_memories.append(memory)
if draft_memories:
self.draft_output += format_memory_indicator(round_num, draft_memories[-2:])
yield self.draft_output
time.sleep(0.5)
# End of round
self.draft_output += format_agent_message("commissioner", "ALL",
f"That's the end of Round {round_num}!")
yield self.draft_output
# Final summary
self.draft_output += "\n## 📊 FINAL RESULTS\n\n"
self.draft_output += self.current_draft.get_draft_summary()
yield self.draft_output
# Clear the draft state
self.current_draft = None
def create_gradio_interface():
"""Create the main Gradio interface."""
app = FantasyDraftApp()
with gr.Blocks(title="Fantasy Draft Multi-Agent Demo", theme=gr.themes.Glass()) as demo:
with gr.Column(elem_id="main-container"):
gr.Markdown("""
# 🏈 Fantasy Draft Multi-Agent Demo
**Experience the future of AI interaction:** Watch 6 intelligent agents compete in a fantasy football draft with distinct strategies, real-time trash talk, and persistent memory.
""")
with gr.Tabs():
# Demo Tab
with gr.TabItem("🎮 Demo"):
# Show agent cards first
gr.Markdown("""
### 🏈 Meet Your Competition
You'll be drafting at **Position 4** with these AI opponents:
""")
# Agent cards in a grid - all in one row
with gr.Row():
with gr.Column(scale=1):
gr.Markdown("""
<div style="background-color: #E3F2FD; border-left: 4px solid #1976D2; padding: 15px; border-radius: 8px;">
<h4 style="color: #1a237e !important; margin: 0 0 10px 0;">📘🤓 Team 1 - Zero RB</h4>
<p style="color: #1976D2 !important; font-style: italic; margin: 10px 0; font-size: 0.95em;">"RBs get injured. I'll build around elite WRs."</p>
<ul style="color: #1a237e !important; font-size: 0.9em; margin: 0; padding-left: 20px;">
<li style="color: #1a237e !important;">Avoids RBs early</li>
<li style="color: #1a237e !important;">Loads up on WRs</li>
<li style="color: #1a237e !important;">Gets RB value late</li>
</ul>
</div>
""")
with gr.Column(scale=1):
gr.Markdown("""
<div style="background-color: #E8F5E9; border-left: 4px solid #388E3C; padding: 15px; border-radius: 8px;">
<h4 style="color: #1b5e20 !important; margin: 0 0 10px 0;">📗🧑💼 Team 2 - BPA</h4>
<p style="color: #2e7d32 !important; font-style: italic; margin: 10px 0; font-size: 0.95em;">"Value is value. I don't reach for needs."</p>
<ul style="color: #1b5e20 !important; font-size: 0.9em; margin: 0; padding-left: 20px;">
<li style="color: #1b5e20 !important;">Pure value drafting</li>
<li style="color: #1b5e20 !important;">Ignores needs</li>
<li style="color: #1b5e20 !important;">Mocks reaching</li>
</ul>
</div>
""")
with gr.Column(scale=1):
gr.Markdown("""
<div style="background-color: #FFF3E0; border-left: 4px solid #F57C00; padding: 15px; border-radius: 8px;">
<h4 style="color: #e65100 !important; margin: 0 0 10px 0;">📙🧔 Team 3 - Robust RB</h4>
<p style="color: #ef6c00 !important; font-style: italic; margin: 10px 0; font-size: 0.95em;">"RBs win championships. Period."</p>
<ul style="color: #e65100 !important; font-size: 0.9em; margin: 0; padding-left: 20px;">
<li style="color: #e65100 !important;">RBs in rounds 1-2</li>
<li style="color: #e65100 !important;">Old-school approach</li>
<li style="color: #e65100 !important;">Foundation first</li>
</ul>
</div>
""")
with gr.Column(scale=1):
gr.Markdown("""
<div style="background-color: #E8EAF6; border-left: 4px solid #3F51B5; padding: 15px; border-radius: 8px;">
<h4 style="color: #1a237e !important; margin: 0 0 10px 0;">👤 Position 4 - YOU</h4>
<p style="color: #3949ab !important; font-style: italic; margin: 10px 0; font-size: 0.95em;">Your draft position with AI guidance</p>
<ul style="color: #1a237e !important; font-size: 0.9em; margin: 0; padding-left: 20px;">
<li style="color: #1a237e !important;">📕🧙 Strategic advisor</li>
<li style="color: #1a237e !important;">Real-time guidance</li>
<li style="color: #1a237e !important;">Roster analysis</li>
</ul>
</div>
""")
with gr.Column(scale=1):
gr.Markdown("""
<div style="background-color: #F5E6FF; border-left: 4px solid #7B1FA2; padding: 15px; border-radius: 8px;">
<h4 style="color: #4a148c !important; margin: 0 0 10px 0;">📓🤠 Team 5 - Upside</h4>
<p style="color: #6a1b9a !important; font-style: italic; margin: 10px 0; font-size: 0.95em;">"Safe picks are for losers!"</p>
<ul style="color: #4a148c !important; font-size: 0.9em; margin: 0; padding-left: 20px;">
<li style="color: #4a148c !important;">Seeks breakouts</li>
<li style="color: #4a148c !important;">High risk/reward</li>
<li style="color: #4a148c !important;">Mocks safety</li>
</ul>
</div>
""")
with gr.Column(scale=1):
gr.Markdown("""
<div style="background-color: #E8F5E9; border-left: 4px solid #388E3C; padding: 15px; border-radius: 8px;">
<h4 style="color: #1b5e20 !important; margin: 0 0 10px 0;">📗👨🏫 Team 6 - BPA</h4>
<p style="color: #2e7d32 !important; font-style: italic; margin: 10px 0; font-size: 0.95em;">"Another value drafter to punish reaches."</p>
<ul style="color: #1b5e20 !important; font-size: 0.9em; margin: 0; padding-left: 20px;">
<li style="color: #1b5e20 !important;">Takes obvious value</li>
<li style="color: #1b5e20 !important;">Disciplined approach</li>
<li style="color: #1b5e20 !important;">No sentiment</li>
</ul>
</div>
""")
gr.Markdown("""
### 🎮 Draft Format
- **3 Rounds** of snake draft (1→6, 6→1, 1→6)
- **Real-time trash talk** between picks
- **Strategic advisor** guides your selections
- **Memory system** - agents remember and reference earlier picks
Ready to experience the most realistic AI draft room?
""")
# Start button at the bottom
with gr.Row():
with gr.Column():
run_multiagent_btn = gr.Button("🏈 Start Mock Draft", variant="primary", size="lg", elem_id="start-button")
# Main output area
multiagent_output = gr.Markdown(elem_classes=["multiagent-output"])
# Mock draft interaction (hidden until needed)
with gr.Row(visible=False) as mock_draft_controls:
with gr.Column():
draft_pick_input = gr.Textbox(
label="Your Pick",
placeholder="Type player name and press Enter (e.g., 'Justin Jefferson')",
elem_id="draft-pick-input"
)
submit_pick_btn = gr.Button("Submit Pick", variant="primary")
# Available players display
with gr.Accordion("📋 Available Players", visible=False) as available_accordion:
available_players_display = gr.Textbox(
label="Top 20 Available",
lines=15,
interactive=False
)
# How It Works Tab
with gr.TabItem("🔧 How It Works"):
gr.Markdown("""
## Technical Implementation
This demo showcases advanced multi-agent capabilities using the **any-agent framework**.
### 🤖 Framework: any-agent (TinyAgent)
- **Lightweight**: < 100 lines of core agent code
- **Flexible**: Supports multiple LLM providers (OpenAI, Anthropic, etc.)
- **Multi-turn ready**: Built-in conversation history management
- **Model**: GPT-4 (configurable)
### 🧠 Multi-Turn Memory System
Each agent maintains:
- **Conversation History**: Full context of all interactions
- **Draft State**: Current picks, available players, round info
- **Strategy Memory**: Remembers own strategy and others' approaches
- **Pick History**: Tracks all selections for informed decisions
### 💬 Agent-to-Agent (A2A) Communication
Agents can:
- **Comment on picks**: React to other agents' selections
- **Respond to comments**: Defend their strategies
- **Remember debates**: Reference earlier conversations
- **Adapt strategies**: Adjust based on draft flow
### 📊 Architecture Flow
""")
gr.Markdown("""
#### 1️⃣ INITIALIZATION
User clicks "Start Mock Draft" → System creates 6 agents
#### 2️⃣ AGENT SETUP
- **Team 1**: Zero RB Strategy
- **Team 2**: Best Player Available
- **Team 3**: Robust RB Strategy
- **YOU**: Position 4 (with Advisor)
- **Team 5**: Upside Hunter
- **Team 6**: Best Player Available
#### 3️⃣ DRAFT FLOW (3 Rounds)
- **Round 1**: Pick Order 1→2→3→YOU→5→6
- **Round 2**: Pick Order 6→5→YOU→3→2→1 (Snake)
- **Round 3**: Pick Order 1→2→3→YOU→5→6
#### 4️⃣ EACH PICK TRIGGERS
- Agent makes selection based on strategy
- Other agents comment (A2A communication)
- Original agent may respond
- All agents update their memory
#### 5️⃣ USER'S TURN
- Advisor analyzes draft state
- User sees available players
- User makes pick
- All agents react to user's choice
#### 6️⃣ MEMORY & CONTEXT
- Each agent remembers all picks
- Agents reference earlier conversations
- Strategies adapt based on draft flow
- Visual memory indicators show retention
""")
gr.Markdown("""
### 🎯 Key Features Demonstrated
1. **Persistent Context**: Each agent remembers all previous interactions
2. **Strategic Personalities**: 5 distinct draft strategies competing
3. **Dynamic Adaptation**: Agents adjust based on draft progression
4. **Natural Dialogue**: Human-like commentary and debates
5. **User Integration**: Seamless human participation with AI guidance
### 📝 Implementation Details
- **Agent Classes**: Inheritance-based design with base `DraftAgent`
- **Message Formatting**: Custom HTML/CSS for visual distinction
- **State Management**: Draft board tracking and validation
- **Memory Indicators**: Visual cues showing context retention
### 🚀 Why This Matters
This demo proves that sophisticated multi-agent systems can be built with minimal code,
showcasing the power of modern LLMs when properly orchestrated. The any-agent framework
makes it easy to create agents that truly communicate and remember, not just respond.
""")
# Function to check if it's user's turn and show/hide controls
def check_user_turn(output_text):
"""Check if output indicates it's user's turn."""
if "<!--USER_TURN-->" in output_text:
# Remove the marker from display
clean_output = output_text.replace("<!--USER_TURN-->", "")
# Get available players
if app.current_draft:
available = app.current_draft.get_available_players()
available_text = "Available Players:\n\n"
for player in sorted(available)[:20]: # Show top 20
if player in TOP_PLAYERS:
info = TOP_PLAYERS[player]
available_text += f"• {player} ({info['pos']}, {info['team']})\n"
else:
available_text = "No draft active"
return (
clean_output, # Clean output
gr.update(visible=True), # Show draft controls
gr.update(visible=True, open=True), # Show available players and open it
available_text, # Available players list
"" # Clear the input
)
else:
return (
output_text, # Regular output
gr.update(visible=False), # Hide draft controls
gr.update(visible=False), # Hide available players
"", # Clear available list
"" # Clear the input
)
# Run multi-agent demo with control visibility handling
def run_and_check():
"""Run demo and check for user turn."""
for output in app.run_multiagent_demo():
result = check_user_turn(output)
yield result
run_multiagent_btn.click(
run_and_check,
None,
[multiagent_output, mock_draft_controls, available_accordion, available_players_display, draft_pick_input],
show_progress=True
)
# Continue draft after user pick
def submit_and_continue(player_name):
"""Submit pick and continue draft."""
for output in app.continue_mock_draft(player_name):
result = check_user_turn(output)
yield result
submit_pick_btn.click(
submit_and_continue,
draft_pick_input,
[multiagent_output, mock_draft_controls, available_accordion, available_players_display, draft_pick_input],
show_progress=True
)
# Also submit on enter
draft_pick_input.submit(
submit_and_continue,
draft_pick_input,
[multiagent_output, mock_draft_controls, available_accordion, available_players_display, draft_pick_input],
show_progress=True
)
# Add custom CSS for better styling
demo.css = """
/* Force white text on dark background for all main content */
.gradio-container {
max-width: 800px !important;
margin: 0 auto !important;
color: white !important;
}
/* Ensure all text elements are white by default */
.gradio-container p,
.gradio-container h1,
.gradio-container h2,
.gradio-container h3,
.gradio-container h4,
.gradio-container h5,
.gradio-container h6,
.gradio-container span,
.gradio-container div,
.gradio-container label,
.gradio-container .markdown,
.gradio-container .prose {
color: white !important;
}
/* Ensure markdown content is white */
.markdown-text,
.markdown-text p,
.markdown-text li,
.markdown-text ul,
.markdown-text ol {
color: white !important;
}
#main-container {
text-align: center;
color: white !important;
}
/* Left-align text in How It Works tab */
.tabitem:nth-child(2) {
text-align: left !important;
}
#start-button {
margin: 20px auto !important;
max-width: 300px !important;
}
/* Only force dark text inside colored message boxes */
div[style*="background-color"][style*="border-left"] {
color: #212121 !important;
}
div[style*="background-color"][style*="border-left"] p,
div[style*="background-color"][style*="border-left"] strong,
div[style*="background-color"][style*="border-left"] em,
div[style*="background-color"][style*="border-left"] span,
div[style*="background-color"][style*="border-left"] li,
div[style*="background-color"][style*="border-left"] ul,
div[style*="background-color"][style*="border-left"] h1,
div[style*="background-color"][style*="border-left"] h2,
div[style*="background-color"][style*="border-left"] h3,
div[style*="background-color"][style*="border-left"] h4 {
color: #212121 !important;
}
/* System messages with yellow background */
div[style*="#FFF9C4"] {
color: #F57C00 !important;
}
/* Memory boxes */
div[style*="#F5F5F5"] {
color: #424242 !important;
}
#draft-pick-input {
font-size: 1.1em;
}
/* Ensure tab labels are visible */
.tab-nav button {
color: white !important;
}
/* Ensure multiagent output text is white */
.multiagent-output {
color: white !important;
}
.multiagent-output p,
.multiagent-output h1,
.multiagent-output h2,
.multiagent-output h3,
.multiagent-output h4,
.multiagent-output h5,
.multiagent-output h6,
.multiagent-output span,
.multiagent-output div {
color: white !important;
}
/* Specific rules for dark mode - target Gradio's dark theme class */
.dark .gradio-container,
.dark .gradio-container *:not([style*="background-color"]) {
color: white !important;
}
/* Ensure description text under title is white */
.gradio-container > div > div > div > p {
color: white !important;
}
/* Tab content text */
.tabitem .markdown-text {
color: white !important;
}
/* Input labels and text */
.gradio-container label {
color: rgba(255, 255, 255, 0.9) !important;
}
/* Button text that's not in primary buttons */
button:not(.primary) {
color: rgba(255, 255, 255, 0.9) !important;
}
/* Fix for bold player names - ensure they're visible */
.multiagent-output strong,
.multiagent-output b {
color: inherit !important;
font-weight: 700;
}
/* Ensure bold text in message backgrounds has proper color */
div[style*="background-color"] strong,
div[style*="background-color"] b {
color: inherit !important;
}
/* Specific fix for bold text in different message backgrounds */
div[style*="background-color: #E3F2FD"] strong, /* Team messages */
div[style*="background-color: #FFF8E1"] strong, /* Commissioner */
div[style*="background-color: #FFEBEE"] strong, /* Advisor */
div[style*="background-color: #F3E5F5"] strong { /* Memory */
color: #1a1a1a !important;
}
/* Inline typing effect */
.typing-dots {
animation: pulse 1.0s ease-in-out infinite;
}
@keyframes pulse {
0%, 100% { opacity: 0.6; }
50% { opacity: 1; }
}
"""
return demo
def main():
"""Launch the Gradio app."""
import sys
# Check for --share flag
share_mode = "--share" in sys.argv or "-s" in sys.argv
# Check for API key
if not os.getenv("OPENAI_API_KEY"):
print("\n⚠️ Warning: OPENAI_API_KEY not found in environment variables.")
print("The app will launch but agent responses will fail without an API key.")
print("Set it using: export OPENAI_API_KEY='your-key-here'\n")
print("🚀 Launching Fantasy Draft Multi-Agent Demo...")
if share_mode:
print("🌐 Creating public share link (expires in 72 hours)...")
print("📡 Please wait for the public URL...\n")
else:
print("📡 The app will be available at http://localhost:7860")
print("💡 Tip: Use 'python app.py --share' to create a public link\n")
demo = create_gradio_interface()
demo.launch(
server_name="0.0.0.0",
server_port=7860,
share=share_mode, # Enable sharing if flag is present
show_error=True
)
if __name__ == "__main__":
main() |