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import streamlit as st
import os
from datetime import datetime
from connect_four_game import ConnectFour
from minimax_ai import MinimaxAI
from llm_explanation import MoveExplainer
from report_generator import generate_match_report
import random
st.set_page_config(
page_title="Connect Four AI Pro",
layout="wide",
initial_sidebar_state="expanded"
)
# Modern Gaming UI Theme with Connect Four Colors
st.markdown('''
<style>
/* Import Google Fonts */
@import url('https://fonts.googleapis.com/css2?family=Orbitron:wght@400;500;700;900&family=Rajdhani:wght@300;400;500;600;700&display=swap');
/* Global Styles */
* {
font-family: 'Rajdhani', sans-serif !important;
}
/* Main Background with Gaming Gradient */
.stApp {
background: linear-gradient(135deg, #0f0c29 0%, #302b63 50%, #24243e 100%);
background-attachment: fixed;
}
/* Sidebar Styling */
[data-testid="stSidebar"] {
background: linear-gradient(180deg, #1a1a2e 0%, #16213e 100%);
border-right: 2px solid rgba(255, 215, 0, 0.3);
}
[data-testid="stSidebar"] h1,
[data-testid="stSidebar"] h2,
[data-testid="stSidebar"] h3 {
color: #FFD700 !important;
font-family: 'Orbitron', sans-serif !important;
text-shadow: 0 0 10px rgba(255, 215, 0, 0.5);
}
[data-testid="stSidebar"] p,
[data-testid="stSidebar"] label {
color: #E0E0E0 !important;
font-weight: 500;
}
/* Project Info Container */
.project-info-container {
background: linear-gradient(135deg, rgba(255, 107, 107, 0.15), rgba(255, 165, 0, 0.15));
border-radius: 12px;
padding: 1rem;
margin: 0 0 1rem 0;
border-left: 4px solid #FF6B6B;
}
.project-info-title {
color: #FF6B6B !important;
font-weight: 700 !important;
font-size: 0.9rem !important;
}
.project-field {
background: rgba(0, 0, 0, 0.3);
border-left: 3px solid #FF6B6B;
padding: 0.5rem 0.7rem;
margin: 0.4rem 0;
border-radius: 6px;
color: #E0E0E0 !important;
font-size: 0.8rem !important;
line-height: 1.4 !important;
}
.project-field-label {
color: #FF6B6B !important;
font-weight: 700 !important;
}
.project-field-value {
color: #E0E0E0 !important;
margin-top: 0.2rem;
font-size: 0.75rem;
}
/* Syllabus Coverage Container */
.syllabus-container {
background: linear-gradient(135deg, rgba(0, 212, 255, 0.1), rgba(102, 126, 234, 0.1));
border-radius: 12px;
padding: 1rem;
margin: 1rem 0;
border-left: 4px solid #00D4FF;
}
.syllabus-title {
color: #00D4FF !important;
font-weight: 700 !important;
font-size: 0.95rem !important;
}
.syllabus-category {
color: #FFD700 !important;
font-weight: 700 !important;
font-size: 0.85rem !important;
margin-top: 0.8rem !important;
margin-bottom: 0.4rem !important;
text-transform: uppercase;
letter-spacing: 0.5px;
}
.syllabus-item-direct {
background: rgba(0, 255, 136, 0.15);
border-left: 3px solid #00FF88;
color: #00FF88 !important;
}
.syllabus-item-partial {
background: rgba(255, 165, 0, 0.15);
border-left: 3px solid #FFA500;
color: #FFD700 !important;
}
.syllabus-item-foundational {
background: rgba(100, 150, 255, 0.15);
border-left: 3px solid #6496FF;
color: #A8D8FF !important;
}
.syllabus-item-extensible {
background: rgba(200, 100, 255, 0.15);
border-left: 3px solid #C864FF;
color: #E0B8FF !important;
}
.syllabus-item {
padding: 0.6rem 0.7rem;
margin: 0.4rem 0;
border-radius: 6px;
font-size: 0.8rem !important;
line-height: 1.4 !important;
}
.syllabus-topic-name {
font-weight: 700 !important;
}
.syllabus-topic-usage {
font-size: 0.75rem !important;
margin-top: 0.2rem;
opacity: 0.9;
}
/* Main Title */
h1 {
font-family: 'Orbitron', sans-serif !important;
font-weight: 900 !important;
font-size: 3rem !important;
background: linear-gradient(90deg, #FFD700, #FFA500, #FF6347);
-webkit-background-clip: text;
-webkit-text-fill-color: transparent;
text-align: center;
text-shadow: 0 0 30px rgba(255, 215, 0, 0.5);
margin-bottom: 1rem !important;
animation: glow 2s ease-in-out infinite alternate;
}
@keyframes glow {
from {
filter: drop-shadow(0 0 5px #FFD700);
}
to {
filter: drop-shadow(0 0 20px #FFD700);
}
}
/* Subheaders */
h2, h3 {
font-family: 'Orbitron', sans-serif !important;
color: #FFD700 !important;
font-weight: 700 !important;
text-shadow: 0 0 10px rgba(255, 215, 0, 0.3);
border-bottom: 2px solid rgba(255, 215, 0, 0.3);
padding-bottom: 0.5rem;
margin-top: 1.5rem !important;
}
/* Game Board Container */
.board-container {
background: linear-gradient(135deg, #1e3c72 0%, #2a5298 100%);
border-radius: 20px;
padding: 1rem;
box-shadow: 0 20px 60px rgba(0, 0, 0, 0.5),
inset 0 0 30px rgba(255, 215, 0, 0.1);
border: 3px solid rgba(255, 215, 0, 0.3);
margin: 1rem auto;
text-align: center;
width: fit-content;
display: block;
position: static !important;
height: auto !important;
}
/* Board Display */
.board-display {
font-family: 'Courier New', monospace !important;
font-size: 0.85rem !important;
line-height: 1.2 !important;
color: #FFD700 !important;
background: linear-gradient(135deg, rgba(15, 12, 41, 0.8), rgba(48, 43, 99, 0.8)) !important;
border: 2px solid rgba(255, 215, 0, 0.4) !important;
border-radius: 12px !important;
padding: 0.8rem !important;
text-shadow: 0 0 10px rgba(255, 215, 0, 0.3) !important;
overflow-x: auto !important;
white-space: pre !important;
width: fit-content !important;
margin: 0 auto !important;
height: auto !important;
position: static !important;
}
/* Learning Insights Container */
.learning-insights {
background: linear-gradient(135deg, rgba(102, 126, 234, 0.1), rgba(118, 75, 162, 0.1));
border-radius: 12px;
padding: 1rem;
margin-top: 1rem;
border-left: 4px solid #00D4FF;
box-shadow: 0 5px 15px rgba(0, 0, 0, 0.3);
}
.insight-title {
color: #00D4FF !important;
font-family: 'Orbitron', sans-serif !important;
font-weight: 700 !important;
font-size: 0.95rem !important;
text-shadow: 0 0 8px rgba(0, 212, 255, 0.5) !important;
margin-bottom: 0.8rem !important;
}
.insight-item {
background: rgba(0, 0, 0, 0.2);
border-left: 3px solid #00D4FF;
padding: 0.6rem 0.8rem;
margin: 0.5rem 0;
border-radius: 6px;
color: #E0E0E0 !important;
font-size: 0.9rem !important;
line-height: 1.4 !important;
}
/* Buttons - Gaming Style */
.stButton button {
background: linear-gradient(135deg, #667eea 0%, #764ba2 100%) !important;
color: white !important;
font-family: 'Orbitron', sans-serif !important;
font-weight: 700 !important;
font-size: 1.1rem !important;
border: 2px solid rgba(255, 215, 0, 0.5) !important;
border-radius: 12px !important;
padding: 0.75rem 1.5rem !important;
box-shadow: 0 8px 20px rgba(102, 126, 234, 0.4) !important;
transition: all 0.3s ease !important;
text-transform: uppercase;
letter-spacing: 1px;
}
.stButton button:hover {
background: linear-gradient(135deg, #764ba2 0%, #667eea 100%) !important;
transform: translateY(-3px);
box-shadow: 0 12px 30px rgba(102, 126, 234, 0.6) !important;
border-color: #FFD700 !important;
}
.stButton button:disabled {
background: linear-gradient(135deg, #4a4a4a 0%, #2d2d2d 100%) !important;
opacity: 0.5 !important;
cursor: not-allowed !important;
box-shadow: none !important;
}
/* Column Buttons - Special Styling */
div[data-testid="column"] .stButton button {
background: linear-gradient(135deg, #f093fb 0%, #f5576c 100%) !important;
width: 100%;
height: 60px;
font-size: 1.3rem !important;
margin: 0.2rem 0;
}
div[data-testid="column"] .stButton button:hover {
background: linear-gradient(135deg, #fa709a 0%, #fee140 100%) !important;
transform: scale(1.05);
}
/* Info Cards */
.info-card {
background: linear-gradient(135deg, #232526 0%, #414345 100%);
border-radius: 15px;
padding: 1.5rem;
margin: 1rem 0;
border: 2px solid rgba(255, 215, 0, 0.3);
box-shadow: 0 10px 30px rgba(0, 0, 0, 0.5);
}
/* Stats Display */
.metric-container {
background: linear-gradient(135deg, #1a1a2e 0%, #16213e 100%);
border-radius: 12px;
padding: 1rem;
margin: 0.5rem 0;
border-left: 4px solid #FFD700;
box-shadow: 0 5px 15px rgba(0, 0, 0, 0.3);
}
/* Algorithm Performance Card */
.algo-perf-card {
background: linear-gradient(135deg, #1a3a52 0%, #2d5a7b 100%);
border-radius: 15px;
padding: 1.2rem;
margin: 1rem 0;
border: 2px solid rgba(102, 126, 234, 0.5);
box-shadow: 0 10px 30px rgba(102, 126, 234, 0.2);
}
.algo-perf-card h4 {
color: #00D4FF !important;
font-family: 'Orbitron', sans-serif !important;
margin-bottom: 1rem !important;
text-shadow: 0 0 10px rgba(0, 212, 255, 0.5);
}
.algo-stat-item {
background: rgba(0, 0, 0, 0.3);
border-left: 3px solid #00D4FF;
padding: 0.8rem;
margin: 0.5rem 0;
border-radius: 8px;
color: #E0E0E0;
font-size: 0.95rem;
}
.algo-stat-label {
color: #00D4FF !important;
font-weight: 700 !important;
}
/* AI Badge */
.ai-badge {
display: inline-block;
background: linear-gradient(135deg, #FF6347, #FF4500);
color: white;
padding: 0.5rem 1.5rem;
border-radius: 25px;
font-family: 'Orbitron', sans-serif;
font-weight: 700;
font-size: 1.2rem;
border: 2px solid rgba(255, 215, 0, 0.5);
box-shadow: 0 5px 15px rgba(255, 99, 71, 0.4);
text-transform: uppercase;
letter-spacing: 2px;
animation: pulse 2s infinite;
}
@keyframes pulse {
0%, 100% {
transform: scale(1);
}
50% {
transform: scale(1.05);
}
}
/* Two Player Badge */
.two-player-badge {
display: inline-block;
background: linear-gradient(135deg, #4facfe, #00f2fe);
color: white;
padding: 0.5rem 1.5rem;
border-radius: 25px;
font-family: 'Orbitron', sans-serif;
font-weight: 700;
font-size: 1.2rem;
border: 2px solid rgba(255, 215, 0, 0.5);
box-shadow: 0 5px 15px rgba(79, 172, 254, 0.4);
text-transform: uppercase;
letter-spacing: 2px;
}
/* Winner Popup */
.winner-popup {
position: fixed;
top: 50%;
left: 50%;
transform: translate(-50%, -50%);
background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
padding: 3rem;
border-radius: 20px;
border: 4px solid #FFD700;
box-shadow: 0 20px 60px rgba(0, 0, 0, 0.8);
z-index: 9999;
text-align: center;
animation: popIn 0.5s ease-out;
}
@keyframes popIn {
0% {
transform: translate(-50%, -50%) scale(0.5);
opacity: 0;
}
100% {
transform: translate(-50%, -50%) scale(1);
opacity: 1;
}
}
/* Expander Styling */
.streamlit-expanderHeader {
background: linear-gradient(135deg, #232526 0%, #414345 100%) !important;
border-radius: 10px !important;
border: 1px solid rgba(255, 215, 0, 0.3) !important;
color: #FFD700 !important;
font-weight: 600 !important;
}
/* Radio Buttons */
.stRadio label {
color: #E0E0E0 !important;
font-weight: 600 !important;
font-size: 1.1rem !important;
}
/* Slider */
.stSlider {
padding: 1rem 0;
}
/* Text & Paragraphs */
p, li, span {
color: #E0E0E0 !important;
font-size: 1.05rem !important;
line-height: 1.6 !important;
}
/* Strong/Bold Text */
strong {
color: #FFD700 !important;
font-weight: 700 !important;
}
/* Code blocks */
code {
background: rgba(255, 215, 0, 0.1) !important;
color: #FFD700 !important;
padding: 0.2rem 0.5rem !important;
border-radius: 5px !important;
}
/* Horizontal Rules */
hr {
border-color: rgba(255, 215, 0, 0.3) !important;
margin: 2rem 0 !important;
}
/* Success/Info/Warning/Error Messages */
.stSuccess, .stInfo, .stWarning, .stError {
border-radius: 10px !important;
border-left: 5px solid #FFD700 !important;
}
/* Scrollbar */
::-webkit-scrollbar {
width: 12px;
height: 12px;
}
::-webkit-scrollbar-track {
background: #1a1a2e;
}
::-webkit-scrollbar-thumb {
background: linear-gradient(135deg, #667eea, #764ba2);
border-radius: 6px;
}
::-webkit-scrollbar-thumb:hover {
background: linear-gradient(135deg, #764ba2, #667eea);
}
/* Download Button */
.stDownloadButton button {
background: linear-gradient(135deg, #11998e 0%, #38ef7d 100%) !important;
color: white !important;
font-family: 'Orbitron', sans-serif !important;
font-weight: 700 !important;
border: 2px solid rgba(255, 215, 0, 0.5) !important;
border-radius: 12px !important;
padding: 0.75rem 1.5rem !important;
box-shadow: 0 8px 20px rgba(17, 153, 142, 0.4) !important;
transition: all 0.3s ease !important;
}
.stDownloadButton button:hover {
background: linear-gradient(135deg, #38ef7d 0%, #11998e 100%) !important;
transform: translateY(-3px);
box-shadow: 0 12px 30px rgba(17, 153, 142, 0.6) !important;
}
/* Analysis Cards */
.analysis-card {
background: linear-gradient(135deg, #2c3e50 0%, #34495e 100%);
border-radius: 15px;
padding: 1.5rem;
margin: 1rem 0;
border-left: 5px solid #FFD700;
box-shadow: 0 10px 30px rgba(0, 0, 0, 0.4);
}
.analysis-card h4 {
color: #FFD700 !important;
font-family: 'Orbitron', sans-serif !important;
margin-bottom: 1rem !important;
}
</style>
''', unsafe_allow_html=True)
# Academic insights from the learning guides
LEARNING_INSIGHTS = [
"๐ก Minimax: Plans moves ahead like a chess master, evaluating all possibilities recursively",
"๐ Alpha-Beta Pruning: Eliminates 60-70% of unnecessary branches, making deep search practical",
"๐ฎ Perfect Information: Connect Four has no hidden cardsโAI can calculate optimal play",
"๐ณ Search Depth: Each level deeper exponentially increases positions (7^d growth)",
"โ๏ธ Threat Detection: AI identifies winning opportunities AND blocks opponent threats",
"โฑ๏ธ Terminal States: When AI finds winning move immediately (depth 0), no deeper search needed",
"๐ Recursion: Minimax calls itself to evaluate all game futures before deciding",
"๐ Big-O Notation: O(b^d) without pruning, O(b^d/2) with pruningโtheory meets practice",
"๐ฏ Game Theory: Minimax chooses moves that maximize AI score, minimize opponent score",
"๐พ State Management: Session state persists game across page refreshesโno data loss",
"๐ Optimal Play: Depth 5 proves strong enough to block your best strategies",
"โณ Time Trade-off: Deeper search = more thinking but slower response time",
"๐ค Heuristics: Evaluation function rates positions without exploring every possibility",
"๐ DFS vs BFS: Game AI uses depth-first search (memory efficient) not breadth-first",
"๐ Exponential Growth: Why depth 8 takes 10x longer than depth 5",
]
# Comprehensive Syllabus Coverage with Categories
SYLLABUS_CATEGORIES = {
"๐ข DIRECTLY IMPLEMENTED (100%)": [
("State Space Search", "Board states and transitions"),
("Uninformed Search", "DFS in minimax algorithm"),
("Heuristic Search", "Position evaluation function"),
("Informed Search", "Move ordering optimization"),
("Game Playing", "Perfect information, turn-based"),
("Minimax + Alpha-Beta", "Core AI engine"),
],
"๐ก PARTIALLY IMPLEMENTED (50%)": [
("Constraint Satisfaction", "Constraints and validity"),
("AND/OR Graphs", "Game tree structure"),
("Knowledge Representation", "Board and rules repr."),
("Uncertainty Handling", "Heuristic confidence"),
("Sequential Decisions", "Move sequencing"),
],
"๐ต FOUNDATIONAL CONCEPTS": [
("Propositional Logic", "Game rules as logic"),
("Planning", "Planning moves ahead"),
("Complex Decisions", "Balancing objectives"),
],
"๐ฃ EXTENSIBLE (Could Add)": [
("Machine Learning", "Learn evaluation function"),
("Decision Trees", "Learn move selection"),
("Reinforcement Learning", "Learn through self-play"),
("Deep Learning", "Neural net evaluation"),
],
}
# PROJECT INFORMATION - EDIT THESE VALUES
PROJECT_INFO = {
"Project Name": "Connect Four AI Pro",
"Student Name": "Shubhanshu Bansod", # EDIT THIS
"Roll Number": "03", # EDIT THIS
"Project Guide": "Prof. Swati Chopade", # EDIT THIS
"Department": "MCA", # EDIT THIS
"College": "Veetmata Jijabai Technological Institute, Matunga, Mumbai", # EDIT THIS
}
# Initialize Session State
if 'game' not in st.session_state:
st.session_state.game = ConnectFour()
st.session_state.game_mode = "vs AI"
st.session_state.ai = MinimaxAI(st.session_state.game, depth=5)
hf_token = os.getenv('HF_TOKEN')
st.session_state.explainer = MoveExplainer(hf_token=hf_token) if hf_token else None
st.session_state.move_history = []
st.session_state.move_history_detailed = []
st.session_state.player1_analyses = []
st.session_state.player2_analyses = []
st.session_state.game_over = False
st.session_state.winner = None
st.session_state.current_player = 1
st.session_state.show_winner_popup = False
st.session_state.move_count = 0
st.session_state.current_depth = 5
st.session_state.last_human_move_analysis = None
st.session_state.last_ai_move_analysis = None
st.session_state.last_human_algo_perf = None
st.session_state.last_ai_algo_perf = None
st.session_state.last_p1_algo_perf = None
st.session_state.last_p2_algo_perf = None
st.session_state.current_insight_index = 0
# Header
col_title1, col_title2 = st.columns([3, 1])
with col_title1:
st.title("๐ฎ CONNECT FOUR AI PRO")
with col_title2:
if st.session_state.game_mode == "vs AI":
st.markdown(f'<div class="ai-badge">โก ULTRA AI</div>', unsafe_allow_html=True)
else:
st.markdown('<div class="two-player-badge">๐ฅ TWO PLAYER</div>', unsafe_allow_html=True)
# Sidebar Configuration
st.sidebar.header("๐ PROJECT INFORMATION")
# PROJECT INFORMATION EXPANDER AT TOP
with st.sidebar.expander("๐ ABOUT THIS PROJECT"):
st.markdown('<div class="project-info-container"><div class="project-info-title">Project Details</div></div>', unsafe_allow_html=True)
for field, value in PROJECT_INFO.items():
st.markdown(f'<div class="project-field"><span class="project-field-label">{field}:</span><div class="project-field-value">{value}</div></div>', unsafe_allow_html=True)
st.sidebar.markdown("---")
st.sidebar.header("โ๏ธ GAME SETTINGS")
game_mode = st.sidebar.radio(
"๐ฎ Game Mode",
["vs AI", "Two Player"],
index=0 if st.session_state.game_mode == "vs AI" else 1
)
if game_mode != st.session_state.game_mode:
st.session_state.game_mode = game_mode
st.session_state.game.reset()
st.session_state.move_history = []
st.session_state.move_history_detailed = []
st.session_state.player1_analyses = []
st.session_state.player2_analyses = []
st.session_state.game_over = False
st.session_state.current_player = 1
st.session_state.move_count = 0
st.rerun()
if st.session_state.game_mode == "vs AI":
st.sidebar.markdown("---")
st.sidebar.subheader("๐๏ธ AI SEARCH DEPTH")
depth = st.sidebar.slider("Depth Level (3-8)", 3, 8, 5)
st.session_state.ai.depth = depth
st.session_state.current_depth = depth
st.sidebar.markdown("---")
# Control Buttons
col1, col2 = st.sidebar.columns(2)
with col1:
if st.button("๐ NEW GAME", use_container_width=True):
st.session_state.game.reset()
st.session_state.move_history = []
st.session_state.move_history_detailed = []
st.session_state.player1_analyses = []
st.session_state.player2_analyses = []
st.session_state.game_over = False
st.session_state.winner = None
st.session_state.current_player = 1
st.session_state.show_winner_popup = False
st.session_state.move_count = 0
st.session_state.last_human_move_analysis = None
st.session_state.last_ai_move_analysis = None
st.session_state.last_human_algo_perf = None
st.session_state.last_ai_algo_perf = None
st.session_state.last_p1_algo_perf = None
st.session_state.last_p2_algo_perf = None
st.rerun()
with col2:
if st.button("โฉ๏ธ UNDO", use_container_width=True, disabled=len(st.session_state.move_history) == 0):
undo_count = min(2, len(st.session_state.move_history)) if st.session_state.game_mode == "vs AI" else 1
for _ in range(undo_count):
if st.session_state.move_history:
st.session_state.game.undo_move(st.session_state.move_history[-1])
st.session_state.move_history.pop()
st.session_state.move_history_detailed.pop()
if st.session_state.game_mode == "Two Player" and st.session_state.player1_analyses and st.session_state.player2_analyses:
if st.session_state.move_count % 2 == 0:
st.session_state.player2_analyses.pop()
else:
st.session_state.player1_analyses.pop()
st.session_state.move_count -= 1
st.session_state.game_over = False
st.session_state.show_winner_popup = False
st.rerun()
# Game Statistics
st.sidebar.markdown("---")
st.sidebar.subheader("๐ GAME STATISTICS")
st.sidebar.markdown(f'<div class="metric-container"><strong>Total Moves:</strong> {st.session_state.move_count}</div>', unsafe_allow_html=True)
if st.session_state.game_mode == "Two Player":
st.sidebar.markdown(f'<div class="metric-container"><strong>Player 1 (๐ด):</strong> {len(st.session_state.player1_analyses)} moves</div>', unsafe_allow_html=True)
st.sidebar.markdown(f'<div class="metric-container"><strong>Player 2 (๐ก):</strong> {len(st.session_state.player2_analyses)} moves</div>', unsafe_allow_html=True)
# COMPREHENSIVE Syllabus Coverage Section
st.sidebar.markdown("---")
with st.sidebar.expander("๐ COMPREHENSIVE COVERAGE (21 Topics)"):
st.markdown('<div class="syllabus-container"><div class="syllabus-title">Topics Across 4 Categories</div></div>', unsafe_allow_html=True)
for category, topics in SYLLABUS_CATEGORIES.items():
st.markdown(f'<div class="syllabus-category">{category}</div>', unsafe_allow_html=True)
if "DIRECTLY" in category:
style_class = "syllabus-item-direct"
elif "PARTIALLY" in category:
style_class = "syllabus-item-partial"
elif "FOUNDATIONAL" in category:
style_class = "syllabus-item-foundational"
else:
style_class = "syllabus-item-extensible"
for topic_name, topic_usage in topics:
st.markdown(f'<div class="syllabus-item {style_class}"><span class="syllabus-topic-name">{topic_name}</span><div class="syllabus-topic-usage">{topic_usage}</div></div>', unsafe_allow_html=True)
# Move History
if st.session_state.move_history:
with st.sidebar.expander("๐ MOVE HISTORY"):
for i, col in enumerate(st.session_state.move_history, 1):
player = "๐ด" if i % 2 == 1 else "๐ก"
st.write(f"**Move {i}:** {player} โ Column {col}")
# Helper function to display algorithm performance
def display_algorithm_performance(title, algo_perf):
"""Display algorithm performance metrics in a styled card"""
if algo_perf:
st.markdown(f'<div class="algo-perf-card">', unsafe_allow_html=True)
st.markdown(f"#### โ๏ธ {title}")
col1, col2 = st.columns(2)
with col1:
st.markdown(f'<div class="algo-stat-item"><span class="algo-stat-label">๐ Nodes Explored:</span> {algo_perf["nodes_explored"]:,}</div>', unsafe_allow_html=True)
st.markdown(f'<div class="algo-stat-item"><span class="algo-stat-label">โ๏ธ Pruning Efficiency:</span> {algo_perf["pruning_efficiency"]:.1f}%</div>', unsafe_allow_html=True)
with col2:
st.markdown(f'<div class="algo-stat-item"><span class="algo-stat-label">๐ซ Nodes Pruned:</span> {algo_perf["nodes_pruned"]:,}</div>', unsafe_allow_html=True)
st.markdown(f'<div class="algo-stat-item"><span class="algo-stat-label">โก Response Time:</span> {algo_perf["time_ms"]:.0f}ms</div>', unsafe_allow_html=True)
st.markdown(f'<div class="algo-stat-item"><span class="algo-stat-label">๐ณ Search Depth:</span> {algo_perf["depth"]}</div>', unsafe_allow_html=True)
st.markdown('</div>', unsafe_allow_html=True)
# Main Game Layout
if st.session_state.game_mode == "vs AI":
col1, col2 = st.columns([1, 1], gap="large")
with col1:
st.subheader("๐ฏ GAME BOARD")
board_str = st.session_state.game.board_to_string()
st.markdown(f'<div class="board-container"><div class="board-display">{board_str}</div></div>', unsafe_allow_html=True)
# Learning Insights Section
st.markdown(f'<div class="learning-insights"><div class="insight-title">๐ QUICK INSIGHT</div><div class="insight-item">{random.choice(LEARNING_INSIGHTS)}</div></div>', unsafe_allow_html=True)
# Column Selection
st.markdown("### ๐ฒ SELECT YOUR MOVE")
cols = st.columns(7)
for i, col in enumerate(cols):
with col:
if st.button(f"โ\n{i}", key=f"col_{i}",
disabled=st.session_state.game_over or not st.session_state.game.is_valid_move(i)):
# Human Move
st.session_state.game.make_move(i, 1)
st.session_state.move_history.append(i)
st.session_state.move_count += 1
# Get AI recommendation
ai_move = st.session_state.ai.get_best_move()
is_optimal = (i == ai_move['move'])
recommendation = {
'is_optimal': is_optimal,
'suggested_column': ai_move['move'],
'score_diff': abs(ai_move['score'] - st.session_state.game.evaluate(2))
}
# Store human algorithm performance
human_algo_perf = {
'nodes_explored': ai_move.get('nodes_explored', 0),
'nodes_pruned': ai_move.get('nodes_pruned', 0),
'pruning_efficiency': ai_move.get('pruning_efficiency', 0),
'depth': ai_move.get('depth', 0),
'time_ms': ai_move.get('time_ms', 0)
}
st.session_state.last_human_algo_perf = human_algo_perf
# Generate explanation
explanation_data = None
if st.session_state.explainer:
move_data = {
'move': i,
'score': st.session_state.game.evaluate(2),
'threats': ai_move.get('threats', []),
'nodes_explored': ai_move.get('nodes_explored', 0)
}
explanation_result = st.session_state.explainer.explain_move(move_data)
if explanation_result['success']:
explanation_data = explanation_result['explanation']
st.session_state.last_human_move_analysis = explanation_result
move_detail = {
'player': 1,
'player_name': 'Human',
'column': i,
'analysis': ai_move,
'explanation': explanation_data,
'recommendation': recommendation
}
st.session_state.move_history_detailed.append(move_detail)
# Check win
if st.session_state.game.check_winner(1):
st.session_state.game_over = True
st.session_state.winner = "Human"
st.session_state.show_winner_popup = True
st.rerun()
if st.session_state.game.is_board_full():
st.session_state.game_over = True
st.session_state.winner = "Draw"
st.session_state.show_winner_popup = True
st.rerun()
# AI Move
if not st.session_state.game_over:
ai_move = st.session_state.ai.get_best_move()
st.session_state.game.make_move(ai_move['move'], 2)
st.session_state.move_history.append(ai_move['move'])
st.session_state.move_count += 1
# Store AI algorithm performance
ai_algo_perf = {
'nodes_explored': ai_move.get('nodes_explored', 0),
'nodes_pruned': ai_move.get('nodes_pruned', 0),
'pruning_efficiency': ai_move.get('pruning_efficiency', 0),
'depth': ai_move.get('depth', 0),
'time_ms': ai_move.get('time_ms', 0)
}
st.session_state.last_ai_algo_perf = ai_algo_perf
# AI explanation
ai_explanation_data = None
if st.session_state.explainer:
ai_move_data = {
'move': ai_move['move'],
'score': ai_move['score'],
'threats': ai_move.get('threats', []),
'nodes_explored': ai_move.get('nodes_explored', 0)
}
ai_explanation_result = st.session_state.explainer.explain_move(ai_move_data)
if ai_explanation_result['success']:
ai_explanation_data = ai_explanation_result['explanation']
st.session_state.last_ai_move_analysis = ai_explanation_result
ai_move_detail = {
'player': 2,
'player_name': 'AI (Ultra)',
'column': ai_move['move'],
'analysis': ai_move,
'explanation': ai_explanation_data
}
st.session_state.move_history_detailed.append(ai_move_detail)
# Check AI win
if st.session_state.game.check_winner(2):
st.session_state.game_over = True
st.session_state.winner = "AI"
st.session_state.show_winner_popup = True
st.rerun()
if st.session_state.game.is_board_full():
st.session_state.game_over = True
st.session_state.winner = "Draw"
st.session_state.show_winner_popup = True
st.rerun()
st.rerun()
with col2:
st.subheader("๐ค AI ANALYSIS & INSIGHTS")
# Display Human Move Analysis
if st.session_state.last_human_move_analysis:
st.markdown('<div class="analysis-card">', unsafe_allow_html=True)
st.markdown("#### ๐ค YOUR LAST MOVE")
analysis = st.session_state.last_human_move_analysis
st.info(f"**Explanation:** {analysis['explanation']}")
st.success(f"**Threat Analysis:** {analysis['threat_analysis']}")
st.warning(f"**Key Insight:** {analysis['key_insight']}")
st.markdown('</div>', unsafe_allow_html=True)
# Display Human Algorithm Performance
if st.session_state.last_human_algo_perf:
display_algorithm_performance("YOUR MOVE - ALGORITHM PERFORMANCE", st.session_state.last_human_algo_perf)
# Display AI Move Analysis
if st.session_state.last_ai_move_analysis:
st.markdown('<div class="analysis-card">', unsafe_allow_html=True)
st.markdown("#### ๐ค AI'S LAST MOVE")
analysis = st.session_state.last_ai_move_analysis
st.info(f"**Explanation:** {analysis['explanation']}")
st.success(f"**Threat Analysis:** {analysis['threat_analysis']}")
st.warning(f"**Key Insight:** {analysis['key_insight']}")
st.markdown('</div>', unsafe_allow_html=True)
# Display AI Algorithm Performance
if st.session_state.last_ai_algo_perf:
display_algorithm_performance("AI MOVE - ALGORITHM PERFORMANCE", st.session_state.last_ai_algo_perf)
if not st.session_state.last_human_move_analysis and not st.session_state.last_ai_move_analysis:
st.info("๐ฒ Make your first move to see AI analysis!")
else: # Two Player Mode
col1, col2 = st.columns([1, 1], gap="large")
with col1:
st.subheader("๐ฏ GAME BOARD")
board_str = st.session_state.game.board_to_string()
st.markdown(f'<div class="board-container"><div class="board-display">{board_str}</div></div>', unsafe_allow_html=True)
# Learning Insights Section
st.markdown(f'<div class="learning-insights"><div class="insight-title">๐ QUICK INSIGHT</div><div class="insight-item">{random.choice(LEARNING_INSIGHTS)}</div></div>', unsafe_allow_html=True)
# Current Player Indicator
current_player_symbol = "๐ด RED" if st.session_state.current_player == 1 else "๐ก YELLOW"
st.markdown(f'<div class="info-card"><h3 style="text-align: center;">Current Turn: {current_player_symbol}</h3></div>', unsafe_allow_html=True)
# Column Selection
st.markdown("### ๐ฒ SELECT COLUMN")
cols = st.columns(7)
for i, col in enumerate(cols):
with col:
if st.button(f"โ\n{i}", key=f"col_{i}",
disabled=st.session_state.game_over or not st.session_state.game.is_valid_move(i)):
# Make move
st.session_state.game.make_move(i, st.session_state.current_player)
st.session_state.move_history.append(i)
st.session_state.move_count += 1
# Get AI analysis
ai_move = st.session_state.ai.get_best_move()
is_optimal = (i == ai_move['move'])
recommendation = {
'is_optimal': is_optimal,
'suggested_column': ai_move['move'],
'score_diff': abs(ai_move['score'] - st.session_state.game.evaluate(2))
}
# Store algorithm performance
algo_perf = {
'nodes_explored': ai_move.get('nodes_explored', 0),
'nodes_pruned': ai_move.get('nodes_pruned', 0),
'pruning_efficiency': ai_move.get('pruning_efficiency', 0),
'depth': ai_move.get('depth', 0),
'time_ms': ai_move.get('time_ms', 0)
}
if st.session_state.current_player == 1:
st.session_state.last_p1_algo_perf = algo_perf
else:
st.session_state.last_p2_algo_perf = algo_perf
# Generate explanation
explanation_data = None
if st.session_state.explainer:
move_data = {
'move': i,
'score': st.session_state.game.evaluate(2),
'threats': ai_move.get('threats', []),
'nodes_explored': ai_move.get('nodes_explored', 0)
}
explanation_result = st.session_state.explainer.explain_move(move_data)
if explanation_result['success']:
explanation_data = explanation_result['explanation']
if st.session_state.current_player == 1:
st.session_state.player1_analyses.append(explanation_result)
else:
st.session_state.player2_analyses.append(explanation_result)
player_name = f"Player {st.session_state.current_player}"
move_detail = {
'player': st.session_state.current_player,
'player_name': player_name,
'column': i,
'analysis': ai_move,
'explanation': explanation_data,
'recommendation': recommendation
}
st.session_state.move_history_detailed.append(move_detail)
# Check win
if st.session_state.game.check_winner(st.session_state.current_player):
st.session_state.game_over = True
st.session_state.winner = f"Player {st.session_state.current_player}"
st.session_state.show_winner_popup = True
st.rerun()
if st.session_state.game.is_board_full():
st.session_state.game_over = True
st.session_state.winner = "Draw"
st.session_state.show_winner_popup = True
st.rerun()
# Switch player
st.session_state.current_player = 2 if st.session_state.current_player == 1 else 1
st.rerun()
with col2:
st.subheader("๐ PLAYER ANALYSIS & PERFORMANCE")
# Player 1 Analysis
if st.session_state.player1_analyses:
st.markdown('<div class="analysis-card">', unsafe_allow_html=True)
st.markdown("#### ๐ด PLAYER 1 - LAST MOVE")
analysis = st.session_state.player1_analyses[-1]
st.info(f"**Explanation:** {analysis['explanation']}")
st.success(f"**Threat Analysis:** {analysis['threat_analysis']}")
st.warning(f"**Key Insight:** {analysis['key_insight']}")
st.markdown('</div>', unsafe_allow_html=True)
# Display Player 1 Algorithm Performance
if st.session_state.last_p1_algo_perf:
display_algorithm_performance("PLAYER 1 - ALGORITHM PERFORMANCE", st.session_state.last_p1_algo_perf)
# Player 2 Analysis
if st.session_state.player2_analyses:
st.markdown('<div class="analysis-card">', unsafe_allow_html=True)
st.markdown("#### ๐ก PLAYER 2 - LAST MOVE")
analysis = st.session_state.player2_analyses[-1]
st.info(f"**Explanation:** {analysis['explanation']}")
st.success(f"**Threat Analysis:** {analysis['threat_analysis']}")
st.warning(f"**Key Insight:** {analysis['key_insight']}")
st.markdown('</div>', unsafe_allow_html=True)
# Display Player 2 Algorithm Performance
if st.session_state.last_p2_algo_perf:
display_algorithm_performance("PLAYER 2 - ALGORITHM PERFORMANCE", st.session_state.last_p2_algo_perf)
if not st.session_state.player1_analyses and not st.session_state.player2_analyses:
st.info("๐ฒ Start playing to see move analysis!")
# Winner Display
if st.session_state.show_winner_popup:
if st.session_state.winner == "Draw":
st.balloons()
st.success("๐ค **GAME OVER - IT'S A DRAW!**")
elif st.session_state.winner == "Human":
st.balloons()
st.success("๐ **CONGRATULATIONS! YOU WON!**")
elif st.session_state.winner == "AI":
st.balloons()
st.error("๐ค **AI WINS! Better luck next time!**")
else:
st.balloons()
st.success(f"๐ **{st.session_state.winner.upper()} WINS!**")
# Match Report Download
if st.session_state.game_over and st.session_state.move_history_detailed:
st.markdown("---")
st.subheader("๐ MATCH REPORT")
report = generate_match_report(
game_mode=st.session_state.game_mode,
ai_mode="Ultra AI" if st.session_state.game_mode == "vs AI" else "N/A",
winner=st.session_state.winner,
move_history_data=st.session_state.move_history_detailed,
game_board=st.session_state.game.board_to_string(),
search_depth=st.session_state.current_depth if st.session_state.game_mode == "vs AI" else None
)
timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
st.download_button(
label="๐ฅ DOWNLOAD MATCH REPORT",
data=report,
file_name=f"connect_four_match_report_{timestamp}.txt",
mime="text/plain",
use_container_width=True
)
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