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remote-sensing/training_interface.html
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update 01
2025-12-21 14:34:18 +07:00
<!DOCTYPE html>
<html lang="vi">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Land Classification Training Interface</title>
<!-- Leaflet CSS -->
<link rel="stylesheet" href="https://unpkg.com/leaflet@1.9.4/dist/leaflet.css" />
<link rel="stylesheet" href="https://unpkg.com/leaflet-draw@1.0.4/dist/leaflet.draw.css" />
<style>
* {
margin: 0;
padding: 0;
box-sizing: border-box;
}
body {
font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif;
background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
padding: 20px;
min-height: 100vh;
}
.container {
max-width: 1400px;
margin: 0 auto;
background: white;
border-radius: 20px;
box-shadow: 0 20px 60px rgba(0,0,0,0.3);
overflow: hidden;
}
.header {
background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
color: white;
padding: 30px;
text-align: center;
}
.header h1 {
font-size: 2.5em;
margin-bottom: 10px;
}
.header p {
opacity: 0.9;
font-size: 1.1em;
}
.content {
padding: 30px;
display: grid;
grid-template-columns: 1fr 1fr;
gap: 30px;
}
#map {
height: 500px;
border-radius: 10px;
box-shadow: 0 4px 15px rgba(0,0,0,0.1);
}
.map-container {
grid-column: 1 / -1;
}
.map-instructions {
background: #e3f2fd;
padding: 15px;
border-radius: 10px;
margin-bottom: 15px;
border-left: 4px solid #2196f3;
}
.map-instructions h3 {
color: #1976d2;
margin-bottom: 8px;
}
.map-instructions p {
color: #555;
margin: 5px 0;
}
.section {
margin-bottom: 30px;
padding: 20px;
background: #f8f9fa;
border-radius: 10px;
}
.section h2 {
color: #667eea;
margin-bottom: 15px;
font-size: 1.5em;
}
.form-group {
margin-bottom: 15px;
}
.form-group label {
display: block;
margin-bottom: 5px;
color: #333;
font-weight: 600;
}
.form-group input, .form-group select {
width: 100%;
padding: 10px;
border: 2px solid #e0e0e0;
border-radius: 5px;
font-size: 1em;
transition: border-color 0.3s;
}
.form-group input:focus, .form-group select:focus {
outline: none;
border-color: #667eea;
}
.form-row {
display: grid;
grid-template-columns: repeat(auto-fit, minmax(200px, 1fr));
gap: 15px;
}
.btn {
padding: 12px 30px;
border: none;
border-radius: 5px;
font-size: 1em;
font-weight: 600;
cursor: pointer;
transition: all 0.3s;
margin-right: 10px;
}
.btn-primary {
background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
color: white;
}
.btn-primary:hover {
transform: translateY(-2px);
box-shadow: 0 5px 15px rgba(102, 126, 234, 0.4);
}
.btn-secondary {
background: #6c757d;
color: white;
}
.btn-danger {
background: #dc3545;
color: white;
}
.btn:disabled {
opacity: 0.5;
cursor: not-allowed;
}
.status-box {
padding: 20px;
background: white;
border-radius: 10px;
border-left: 5px solid #667eea;
margin-bottom: 20px;
}
.status-box.success {
border-left-color: #28a745;
background: #d4edda;
}
.status-box.error {
border-left-color: #dc3545;
background: #f8d7da;
}
.status-box.training {
border-left-color: #ffc107;
background: #fff3cd;
}
.progress {
height: 30px;
background: #e0e0e0;
border-radius: 15px;
overflow: hidden;
margin: 10px 0;
}
.progress-bar {
height: 100%;
background: linear-gradient(90deg, #667eea 0%, #764ba2 100%);
transition: width 0.3s;
display: flex;
align-items: center;
justify-content: center;
color: white;
font-weight: 600;
}
.preset-buttons {
display: flex;
gap: 10px;
flex-wrap: wrap;
margin-bottom: 15px;
}
.preset-btn {
padding: 8px 15px;
background: white;
border: 2px solid #667eea;
color: #667eea;
border-radius: 20px;
cursor: pointer;
transition: all 0.3s;
}
.preset-btn:hover {
background: #667eea;
color: white;
}
.info {
background: #e3f2fd;
padding: 15px;
border-radius: 5px;
margin-bottom: 15px;
border-left: 4px solid #2196f3;
}
.model-list {
max-height: 400px;
overflow-y: auto;
}
.model-item {
background: white;
padding: 15px;
margin-bottom: 10px;
border-radius: 5px;
border: 1px solid #e0e0e0;
}
.model-item h3 {
color: #667eea;
margin-bottom: 5px;
}
.model-item p {
margin: 5px 0;
color: #666;
}
/* Animations for notifications */
@keyframes slideIn {
from {
transform: translateX(400px);
opacity: 0;
}
to {
transform: translateX(0);
opacity: 1;
}
}
@keyframes slideOut {
from {
transform: translateX(0);
opacity: 1;
}
to {
transform: translateX(400px);
opacity: 0;
}
}
</style>
</head>
<body>
<div class="container">
<div class="header">
cơ bản hoàn tát các chức năng chính
2025-12-21 17:31:51 +07:00
<h1>Training Interface</h1>
update 01
2025-12-21 14:34:18 +07:00
<p>Giao diện training model phân loại đất từ ảnh vệ tinh</p>
</div>
<div class="content">
<!-- Status Section -->
<div class="section">
<h2>📊 Trạng Thái Training</h2>
<div id="statusBox" class="status-box">
<p><strong>Trạng thái:</strong> <span id="statusText">Chưa bắt đầu</span></p>
<p><strong>Tiến độ:</strong> <span id="progressText">-</span></p>
<div id="progressBar" class="progress" style="display: none;">
<div class="progress-bar" style="width: 0%;">0%</div>
</div>
</div>
<!-- System Info -->
<div style="margin-top: 20px;">
<h3 style="color: #667eea; margin-bottom: 10px;">💻 Thông Tin Hệ Thống</h3>
<div class="info">
<p><strong>🖥️ GPU:</strong> <span id="gpuInfo">Đang tải...</span></p>
<p><strong>💾 RAM:</strong> <span id="ramInfo">Đang tải...</span></p>
<p><strong>📁 Models:</strong> <span id="modelCount">0</span> models đã train</p>
</div>
</div>
<!-- Training History -->
<div style="margin-top: 20px;">
<h3 style="color: #667eea; margin-bottom: 10px;">📜 Lịch Sử Training</h3>
<div id="trainingHistory" style="max-height: 300px; overflow-y: auto; background: #f8f9fa; padding: 15px; border-radius: 8px; font-size: 13px;">
<p style="color: #999;">Chưa có lịch sử training</p>
</div>
</div>
<!-- Quick Stats -->
<div style="margin-top: 20px;">
<h3 style="color: #667eea; margin-bottom: 10px;">📈 Thống Kê Nhanh</h3>
<div class="info" style="background: linear-gradient(135deg, #667eea15 0%, #764ba215 100%);">
<p><strong>🎯 Tổng số lần train:</strong> <span id="totalTrainings">0</span></p>
<p><strong>✅ Thành công:</strong> <span id="successTrainings">0</span></p>
<p><strong>❌ Thất bại:</strong> <span id="failedTrainings">0</span></p>
<p><strong>⏱️ Thời gian TB:</strong> <span id="avgTime">-</span></p>
</div>
</div>
<!-- Quick Guide -->
<div style="margin-top: 20px;">
<h3 style="color: #667eea; margin-bottom: 10px;">📖 Hướng Dẫn Nhanh</h3>
<div class="info" style="background: #e7f3ff; border-left: 4px solid #2196F3;">
<ol style="margin: 0; padding-left: 20px; font-size: 13px;">
<li>Chọn preset hoặc vẽ khu vực trên bản đồ</li>
<li>Chọn thời gian và cấu hình vệ tinh</li>
<li>Điều chỉnh tham số model (nếu cần)</li>
<li>Nhấn "Bắt Đầu Training"</li>
<li>Theo dõi tiến độ ở phần này</li>
</ol>
</div>
</div>
</div>
<!-- Configuration Section -->
<div class="section">
<h2>⚙️ Cấu Hình Training</h2>
<div class="info">
<strong>💡 Lựa chọn nhanh:</strong> Chọn một trong các preset bên dưới hoặc tùy chỉnh thủ công
</div>
<div class="preset-buttons" id="presetButtons">
<!-- Preset buttons will be inserted here -->
</div>
<form id="trainingForm">
<h3 style="margin-bottom: 15px; color: #667eea;">📍 Khu Vực Training</h3>
<div class="map-container">
<div class="map-instructions">
<strong>💡 Hướng dẫn:</strong> Sử dụng công cụ vẽ hình chữ nhật
<span style="display: inline-block; width: 24px; height: 24px; background: white; border: 2px solid #333; vertical-align: middle; margin: 0 5px;">□</span>
ở góc trên bên trái của bản đồ để chọn khu vực training
</div>
<div id="map"></div>
<div style="margin-top: 10px; font-size: 13px; color: #666;">
<strong>Khu vực đã chọn:</strong>
<span id="bboxDisplay">Chưa chọn khu vực</span>
</div>
</div>
<!-- Hidden inputs to store bbox values -->
<input type="hidden" id="minLon" value="105.6" required>
<input type="hidden" id="minLat" value="9.3" required>
<input type="hidden" id="maxLon" value="106.2" required>
<input type="hidden" id="maxLat" value="9.8" required>
<h3 style="margin: 20px 0 15px; color: #667eea;">📅 Thời Gian</h3>
<div class="form-row">
<div class="form-group">
<label>Ngày bắt đầu:</label>
<input type="date" id="startDate" value="2023-03-01" required>
</div>
<div class="form-group">
<label>Ngày kết thúc:</label>
<input type="date" id="endDate" value="2023-05-31" required>
</div>
</div>
<h3 style="margin: 20px 0 15px; color: #667eea;">� Dataset Cache Preset</h3>
<div class="form-group">
<label>Chọn Dataset đã cache:</label>
<select id="cachePreset" style="font-size: 14px;">
<option value="">-- Không dùng cache preset --</option>
</select>
<div style="font-size: 12px; color: #666; margin-top: 5px;">
💡 Chọn dataset cache có sẵn để tự động điền các thông số tương ứng
</div>
</div>
<h3 style="margin: 20px 0 15px; color: #667eea;">�🛰️ Dữ Liệu Vệ Tinh</h3>
<div class="form-row">
<div class="form-group">
<label>Số scenes tối đa:</label>
<input type="number" id="maxScenes" value="12" min="1" max="100" required>
</div>
<div class="form-group">
<label>Cloud cover (%):</label>
<input type="number" id="cloudCover" value="30" min="0" max="100" required>
</div>
<div class="form-group">
<label>Độ phân giải (m):</label>
<select id="resolution" required>
<option value="10">10m (Chính xác cao)</option>
<option value="20" selected>20m (Cân bằng)</option>
<option value="30">30m (Nhanh)</option>
</select>
</div>
</div>
<h3 style="margin: 20px 0 15px; color: #667eea;">🤖 Model Parameters</h3>
<!-- Model Type Selection -->
<div class="form-group">
<label><strong>🧠 Loại Model:</strong></label>
<select id="modelType" required style="font-weight: 600; font-size: 14px;">
<option value="xgboost" selected>🚀 XGBoost (Nhanh, Chính xác cao, Hỗ trợ GPU)</option>
<option value="random_forest">🌲 Random Forest (Ổn định, Không cần GPU)</option>
<option value="decision_tree">🌳 Decision Tree (Đơn giản, Nhanh nhất)</option>
<option value="svm">🎯 SVM (Chính xác, Chậm với dữ liệu lớn)</option>
<option value="cnn">🧠 CNN - Deep Learning (PyTorch, Tốt với ảnh vệ tinh, Hỗ trợ GPU)</option>
</select>
<div style="margin-top: 8px; padding: 10px; background: #e7f3ff; border-radius: 5px; font-size: 12px;">
<span id="modelTypeDesc" style="color: #1976d2;">
✓ XGBoost: Tốt nhất cho dữ liệu satellite, hỗ trợ GPU, training nhanh
</span>
</div>
</div>
<!-- Model-specific parameters -->
<div class="form-row">
<div class="form-group" id="nEstimatorsGroup">
<label>N Estimators:</label>
<input type="number" id="nEstimators" value="100" min="10" max="1000" required>
</div>
<div class="form-group">
<label>Max Depth:</label>
<input type="number" id="maxDepth" value="20" min="1" max="50" required>
</div>
<div class="form-group" id="learningRateGroup">
<label>Learning Rate:</label>
<input type="number" step="0.01" id="learningRate" value="0.1" min="0.01" max="1" required>
</div>
<div class="form-group" id="testSizeGroup">
<label>Tỷ lệ dữ liệu test (0-1):</label>
<input type="number" step="0.05" id="testSize" value="0.2" min="0.05" max="0.5" required>
</div>
<div class="form-group" id="useGpuGroup">
<label>Use GPU:</label>
<select id="useGpu" required>
<option value="true" selected>Có (RTX 4060)</option>
<option value="false">Không (CPU)</option>
</select>
</div>
</div>
<!-- Cache Option -->
<div class="form-group" style="margin-top: 20px; padding: 15px; background: #fff8dc; border-radius: 8px; border: 1px solid #ffc107;">
<label style="display: flex; align-items: center; cursor: pointer; margin: 0;">
<input type="checkbox" id="useCache" checked style="width: 18px; height: 18px; margin-right: 10px;">
<span style="font-weight: 600; color: #856404;">💾 Sử dụng Cache Dataset</span>
</label>
<div style="font-size: 12px; color: #856404; margin-top: 8px; margin-left: 28px;">
✅ <strong>Khuyến nghị:</strong> Bật để test nhanh hơn. Lần đầu load dữ liệu sẽ chậm, nhưng các lần sau rất nhanh (không cần download lại từ satellite).<br>
📊 <span id="cacheInfo">Đang kiểm tra cache...</span>
</div>
<div style="margin-top: 10px; margin-left: 28px;">
<button type="button" class="btn btn-secondary" onclick="clearCache()" style="font-size: 12px; padding: 5px 10px; background: #dc3545;">
🗑️ Xóa Cache
</button>
<button type="button" class="btn btn-secondary" onclick="loadCacheInfo()" style="font-size: 12px; padding: 5px 10px; background: #17a2b8; margin-left: 5px;">
🔄 Refresh
</button>
</div>
</div>
<div style="margin-top: 30px; text-align: center;">
<button type="submit" class="btn btn-primary" id="startBtn">
🚀 Bắt Đầu Training
</button>
<button type="button" class="btn btn-danger" id="stopBtn" style="display: none;">
⏹️ Dừng Training
</button>
</div>
</form>
</div>
<!-- Models List Section -->
<div class="section">
<h2>📦 Danh Sách Models Đã Train</h2>
<button class="btn btn-secondary" onclick="loadModels()">🔄 Refresh</button>
<div id="modelsList" class="model-list" style="margin-top: 15px;">
<p>Đang tải...</p>
</div>
cơ bản hoàn tát các chức năng chính
2025-12-21 17:31:51 +07:00
<div style="margin-top: 15px; visibility: hidden;">
<label for="selectedModel" style="font-weight:600; color:#667eea;">Chọn model để dự đoán:</label>
<select id="selectedModel" style="width:100%; padding:10px; border-radius:5px; font-size:1em; margin-top:5px;"></select>
</div>
update 01
2025-12-21 14:34:18 +07:00
</div>
<!-- Reports Section -->
<div class="section">
<h2>📝 Báo Cáo (Auto Reports)</h2>
<button class="btn btn-secondary" onclick="loadReports()">🔄 Refresh</button>
<div id="reportsList" class="model-list" style="margin-top: 15px;">
<p>Đang tải...</p>
</div>
</div>
cơ bản hoàn tát các chức năng chính
2025-12-21 17:31:51 +07:00
update 01
2025-12-21 14:34:18 +07:00
</div>
</div>
<!-- Leaflet JavaScript -->
<script src="https://unpkg.com/leaflet@1.9.4/dist/leaflet.js"></script>
<script src="https://unpkg.com/leaflet-draw@1.0.4/dist/leaflet.draw.js"></script>
<script>
const API_BASE = 'http://localhost:8000/api';
let statusInterval = null;
let trainingHistory = [];
let trainingStats = {
total: 0,
success: 0,
failed: 0,
times: []
};
cơ bản hoàn tát các chức năng chính
2025-12-21 17:31:51 +07:00
// Load presets and models only after DOM is ready
document.addEventListener('DOMContentLoaded', async () => {
update 01
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await loadPresets();
await loadModels();
await loadReports();
await loadSystemInfo();
checkStatus();
loadTrainingHistory();
cơ bản hoàn tát các chức năng chính
2025-12-21 17:31:51 +07:00
});
update 01
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// Load preset configurations
async function loadPresets() {
try {
const response = await fetch(`${API_BASE}/config/presets`);
const data = await response.json();
const container = document.getElementById('presetButtons');
container.innerHTML = '';
data.presets.forEach(preset => {
const btn = document.createElement('button');
btn.className = 'preset-btn';
btn.textContent = preset.name;
btn.onclick = () => applyPreset(preset.config);
container.appendChild(btn);
});
} catch (error) {
console.error('Error loading presets:', error);
}
}
// Apply preset configuration
function applyPreset(config) {
document.getElementById('minLon').value = config.min_lon;
document.getElementById('minLat').value = config.min_lat;
document.getElementById('maxLon').value = config.max_lon;
document.getElementById('maxLat').value = config.max_lat;
document.getElementById('startDate').value = config.start_date;
document.getElementById('endDate').value = config.end_date;
document.getElementById('maxScenes').value = config.max_scenes;
document.getElementById('cloudCover').value = config.cloud_cover;
document.getElementById('resolution').value = config.resolution;
if (config.test_size !== undefined) {
document.getElementById('testSize').value = config.test_size;
}
// Update map with new bounds
if (currentRectangle) {
drawnItems.removeLayer(currentRectangle);
}
const bounds = [[config.min_lat, config.min_lon], [config.max_lat, config.max_lon]];
const rectangle = L.rectangle(bounds, {
color: '#667eea',
weight: 3,
fillOpacity: 0.2
});
drawnItems.addLayer(rectangle);
currentRectangle = rectangle;
map.fitBounds(bounds);
updateBboxFromMap(L.latLngBounds(bounds));
}
// Handle form submission
document.getElementById('trainingForm').onsubmit = async (e) => {
e.preventDefault();
const config = {
min_lon: parseFloat(document.getElementById('minLon').value),
min_lat: parseFloat(document.getElementById('minLat').value),
max_lon: parseFloat(document.getElementById('maxLon').value),
max_lat: parseFloat(document.getElementById('maxLat').value),
start_date: document.getElementById('startDate').value,
end_date: document.getElementById('endDate').value,
max_scenes: parseInt(document.getElementById('maxScenes').value),
cloud_cover: parseInt(document.getElementById('cloudCover').value),
resolution: parseInt(document.getElementById('resolution').value),
model_type: document.getElementById('modelType').value,
n_estimators: parseInt(document.getElementById('nEstimators').value),
max_depth: parseInt(document.getElementById('maxDepth').value),
learning_rate: parseFloat(document.getElementById('learningRate').value),
test_size: parseFloat(document.getElementById('testSize').value),
use_gpu: document.getElementById('useGpu').value === 'true',
use_cache: document.getElementById('useCache').checked
};
try {
const response = await fetch(`${API_BASE}/training/start`, {
method: 'POST',
headers: {'Content-Type': 'application/json'},
body: JSON.stringify(config)
});
if (!response.ok) {
const error = await response.json();
alert('Lỗi: ' + error.detail);
return;
}
const result = await response.json();
alert(result.message);
// Start monitoring status
if (statusInterval) clearInterval(statusInterval);
statusInterval = setInterval(checkStatus, 2000);
document.getElementById('startBtn').style.display = 'none';
document.getElementById('stopBtn').style.display = 'inline-block';
} catch (error) {
alert('Lỗi kết nối: ' + error.message);
}
};
// Stop training
document.getElementById('stopBtn').onclick = async () => {
try {
const response = await fetch(`${API_BASE}/training/stop`, {method: 'POST'});
const result = await response.json();
alert(result.message);
checkStatus();
} catch (error) {
alert('Lỗi: ' + error.message);
}
};
// Check training status
async function checkStatus() {
try {
const response = await fetch(`${API_BASE}/training/status`);
const status = await response.json();
const statusBox = document.getElementById('statusBox');
const statusText = document.getElementById('statusText');
const progressText = document.getElementById('progressText');
statusText.textContent = status.is_training ? 'Đang training...' :
(status.error ? 'Lỗi' : (status.result ? 'Hoàn thành' : 'Chờ'));
progressText.textContent = status.progress || '-';
// Update status box styling
statusBox.className = 'status-box';
if (status.is_training) {
statusBox.classList.add('training');
} else if (status.error) {
statusBox.classList.add('error');
} else if (status.result) {
statusBox.classList.add('success');
}
// Show/hide buttons
if (status.is_training) {
document.getElementById('startBtn').style.display = 'none';
document.getElementById('stopBtn').style.display = 'inline-block';
} else {
document.getElementById('startBtn').style.display = 'inline-block';
document.getElementById('stopBtn').style.display = 'none';
if (statusInterval) {
clearInterval(statusInterval);
statusInterval = null;
// Add to history when training completes
if (status.result || status.error) {
const record = {
timestamp: new Date().toLocaleString('vi-VN'),
success: !!status.result,
accuracy: status.result?.test_accuracy,
error: status.error,
duration: status.start_time && status.end_time ?
(new Date(status.end_time) - new Date(status.start_time)) / 1000 : null
};
addTrainingRecord(record);
}
}
if (status.result) {
await loadModels();
await loadReports();
}
}
} catch (error) {
console.error('Error checking status:', error);
}
}
// Load models list
async function loadModels() {
try {
const response = await fetch(`${API_BASE}/models/list`);
const data = await response.json();
const container = document.getElementById('modelsList');
const modelSelect = document.getElementById('selectedModel');
if (data.models.length === 0) {
container.innerHTML = '<p>Chưa có model nào</p>';
modelSelect.innerHTML = '<option value="">-- Chưa có model --</option>';
return;
}
container.innerHTML = '';
modelSelect.innerHTML = '<option value="">-- Chọn model --</option>';
data.models.forEach(model => {
// Add to models list display
const item = document.createElement('div');
item.className = 'model-item';
item.innerHTML = `
<h3>📦 ${model.filename}</h3>
<p><strong>Tạo lúc:</strong> ${new Date(model.created).toLocaleString('vi-VN')}</p>
<p><strong>Kích thước:</strong> ${model.size_mb} MB</p>
${model.info.train_accuracy ? `<p><strong>Train Accuracy:</strong> ${(model.info.train_accuracy * 100).toFixed(2)}%</p>` : ''}
${model.info.test_accuracy ? `<p><strong>Test Accuracy:</strong> ${(model.info.test_accuracy * 100).toFixed(2)}%</p>` : ''}
`;
container.appendChild(item);
// Add to model selection dropdown
const option = document.createElement('option');
option.value = model.filename;
option.textContent = `${model.filename} (${model.size_mb} MB)`;
modelSelect.appendChild(option);
});
// Update model count
document.getElementById('modelCount').textContent = data.models.length;
} catch (error) {
console.error('Error loading models:', error);
document.getElementById('modelsList').innerHTML = '<p>Lỗi khi tải danh sách models</p>';
}
}
// Load reports list
async function loadReports() {
try {
const response = await fetch(`${API_BASE}/reports/list`);
const data = await response.json();
const container = document.getElementById('reportsList');
if (data.reports.length === 0) {
container.innerHTML = '<p style="color: #666;">Chưa có báo cáo nào. Báo cáo sẽ tự động tạo sau mỗi lần training/prediction.</p>';
return;
}
container.innerHTML = '';
data.reports.forEach(report => {
const item = document.createElement('div');
item.className = 'model-item';
const typeIcon = report.type === 'training' ? '📊' : '🗺️';
const typeLabel = report.type === 'training' ? 'Training Report' : 'Prediction Report';
const typeBg = report.type === 'training' ? '#667eea' : '#ff6b6b';
item.innerHTML = `
<div style="display: flex; justify-content: space-between; align-items: center;">
<div>
<h3 style="margin-bottom: 8px;">
${typeIcon} ${report.filename}
</h3>
<p style="margin: 0;">
<span style="background: ${typeBg}; color: white; padding: 3px 10px; border-radius: 12px; font-size: 11px;">${typeLabel}</span>
</p>
<p style="margin-top: 8px; font-size: 13px; color: #666;">
<strong>Tạo lúc:</strong> ${new Date(report.created).toLocaleString('vi-VN')} |
<strong>Kích thước:</strong> ${report.size_kb} KB
</p>
</div>
<div style="display: flex; gap: 8px;">
<button onclick="viewReport('${report.filename}')" class="btn btn-primary" style="padding: 8px 15px; font-size: 13px;">
👁️ Xem
</button>
<button onclick="downloadReport('${report.filename}')" class="btn btn-secondary" style="padding: 8px 15px; font-size: 13px;">
📥 Tải
</button>
<button onclick="deleteReport('${report.filename}')" class="btn btn-danger" style="padding: 8px 15px; font-size: 13px;">
🗑️
</button>
</div>
</div>
`;
container.appendChild(item);
});
} catch (error) {
console.error('Error loading reports:', error);
document.getElementById('reportsList').innerHTML = '<p style="color: red;">Lỗi khi tải danh sách báo cáo</p>';
}
}
// View report in new tab
function viewReport(filename) {
window.open(`${API_BASE}/reports/view/${filename}`, '_blank');
}
// Download report
function downloadReport(filename) {
window.location.href = `${API_BASE}/reports/download/${filename}`;
}
// Delete report
async function deleteReport(filename) {
if (!confirm(`Bạn có chắc muốn xóa báo cáo: ${filename}?`)) {
return;
}
try {
const response = await fetch(`${API_BASE}/reports/delete/${filename}`, {
method: 'DELETE'
});
const result = await response.json();
if (result.success) {
showNotification('success', 'Đã xóa báo cáo thành công!');
loadReports();
} else {
showNotification('error', 'Không thể xóa báo cáo!');
}
} catch (error) {
console.error('Error deleting report:', error);
showNotification('error', 'Lỗi khi xóa báo cáo!');
}
}
// Load system information
async function loadSystemInfo() {
try {
// Get GPU info
const gpuInfo = 'RTX 4060 (Available)';
document.getElementById('gpuInfo').textContent = gpuInfo;
// Get RAM info (mock data - in real app would come from API)
const ramInfo = '32 GB (16 GB available)';
document.getElementById('ramInfo').textContent = ramInfo;
} catch (error) {
console.error('Error loading system info:', error);
document.getElementById('gpuInfo').textContent = 'N/A';
document.getElementById('ramInfo').textContent = 'N/A';
}
}
// Load training history from localStorage
function loadTrainingHistory() {
const saved = localStorage.getItem('trainingHistory');
if (saved) {
trainingHistory = JSON.parse(saved);
updateTrainingHistoryDisplay();
updateTrainingStats();
}
}
// Save training history to localStorage
function saveTrainingHistory() {
localStorage.setItem('trainingHistory', JSON.stringify(trainingHistory));
}
// Add training record to history
function addTrainingRecord(record) {
trainingHistory.unshift(record);
if (trainingHistory.length > 20) {
trainingHistory = trainingHistory.slice(0, 20);
}
saveTrainingHistory();
updateTrainingHistoryDisplay();
updateTrainingStats();
}
// Update training history display
function updateTrainingHistoryDisplay() {
const container = document.getElementById('trainingHistory');
if (trainingHistory.length === 0) {
container.innerHTML = '<p style="color: #999;">Chưa có lịch sử training</p>';
return;
}
container.innerHTML = trainingHistory.map(record => {
const statusIcon = record.success ? '✅' : '❌';
const statusColor = record.success ? '#4caf50' : '#f44336';
const duration = record.duration ? ` (${Math.round(record.duration / 60)}m)` : '';
return `
<div style="padding: 8px; margin-bottom: 8px; background: white; border-radius: 4px; border-left: 3px solid ${statusColor};">
<div style="display: flex; justify-content: space-between; align-items: center;">
<span style="font-weight: 600;">${statusIcon} ${record.timestamp}</span>
<span style="font-size: 11px; color: #666;">${duration}</span>
</div>
${record.accuracy ? `<div style="font-size: 12px; color: #666; margin-top: 4px;">Accuracy: ${(record.accuracy * 100).toFixed(1)}%</div>` : ''}
${record.error ? `<div style="font-size: 11px; color: #f44336; margin-top: 4px;">${record.error}</div>` : ''}
</div>
`;
}).join('');
}
// Update training statistics
function updateTrainingStats() {
const total = trainingHistory.length;
const success = trainingHistory.filter(r => r.success).length;
const failed = total - success;
document.getElementById('totalTrainings').textContent = total;
document.getElementById('successTrainings').textContent = success;
document.getElementById('failedTrainings').textContent = failed;
// Calculate average time
const times = trainingHistory.filter(r => r.duration).map(r => r.duration);
if (times.length > 0) {
const avgSeconds = times.reduce((a, b) => a + b, 0) / times.length;
const avgMinutes = Math.round(avgSeconds / 60);
document.getElementById('avgTime').textContent = `${avgMinutes} phút`;
} else {
document.getElementById('avgTime').textContent = '-';
}
}
// Initialize Leaflet Map
let map, drawnItems, currentRectangle;
function initMap() {
// Initialize map centered on Vietnam Mekong Delta
map = L.map('map').setView([9.55, 105.9], 9);
// Add OpenStreetMap tile layer
L.tileLayer('https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png', {
attribution: '© OpenStreetMap contributors',
maxZoom: 18
}).addTo(map);
// Initialize feature group for drawn items
drawnItems = new L.FeatureGroup();
map.addLayer(drawnItems);
// Initialize draw control with only rectangle tool
const drawControl = new L.Control.Draw({
draw: {
polyline: false,
polygon: false,
circle: false,
marker: false,
circlemarker: false,
rectangle: {
shapeOptions: {
color: '#667eea',
weight: 3,
fillOpacity: 0.2
}
}
},
edit: {
featureGroup: drawnItems,
remove: true
}
});
map.addControl(drawControl);
// Handle rectangle creation
map.on(L.Draw.Event.CREATED, function(event) {
const layer = event.layer;
// Remove previous rectangle if exists
if (currentRectangle) {
drawnItems.removeLayer(currentRectangle);
}
// Add new rectangle
drawnItems.addLayer(layer);
currentRectangle = layer;
// Get bounds and update form
const bounds = layer.getBounds();
updateBboxFromMap(bounds);
});
// Handle rectangle edit
map.on(L.Draw.Event.EDITED, function(event) {
const layers = event.layers;
layers.eachLayer(function(layer) {
const bounds = layer.getBounds();
updateBboxFromMap(bounds);
});
});
// Handle rectangle deletion
map.on(L.Draw.Event.DELETED, function() {
currentRectangle = null;
document.getElementById('bboxDisplay').textContent = 'Chưa chọn khu vực';
// Reset to default values
document.getElementById('minLon').value = '';
document.getElementById('minLat').value = '';
document.getElementById('maxLon').value = '';
document.getElementById('maxLat').value = '';
});
// Draw initial rectangle based on default values
drawInitialRectangle();
}
function updateBboxFromMap(bounds) {
const south = bounds.getSouth().toFixed(6);
const west = bounds.getWest().toFixed(6);
const north = bounds.getNorth().toFixed(6);
const east = bounds.getEast().toFixed(6);
document.getElementById('minLat').value = south;
document.getElementById('minLon').value = west;
document.getElementById('maxLat').value = north;
document.getElementById('maxLon').value = east;
document.getElementById('bboxDisplay').textContent =
`Lon: ${west} → ${east}, Lat: ${south} → ${north}`;
}
function drawInitialRectangle() {
const minLon = parseFloat(document.getElementById('minLon').value);
const minLat = parseFloat(document.getElementById('minLat').value);
const maxLon = parseFloat(document.getElementById('maxLon').value);
const maxLat = parseFloat(document.getElementById('maxLat').value);
if (minLon && minLat && maxLon && maxLat) {
const bounds = [[minLat, minLon], [maxLat, maxLon]];
const rectangle = L.rectangle(bounds, {
color: '#667eea',
weight: 3,
fillOpacity: 0.2
});
drawnItems.addLayer(rectangle);
currentRectangle = rectangle;
map.fitBounds(bounds);
updateBboxFromMap(L.latLngBounds(bounds));
}
}
// Model type change handler
function updateModelTypeUI() {
const modelType = document.getElementById('modelType').value;
const desc = document.getElementById('modelTypeDesc');
const nEstimatorsGroup = document.getElementById('nEstimatorsGroup');
const learningRateGroup = document.getElementById('learningRateGroup');
const useGpuGroup = document.getElementById('useGpuGroup');
const descriptions = {
'xgboost': '✓ XGBoost: Tốt nhất cho dữ liệu satellite, hỗ trợ GPU, training nhanh',
'random_forest': '✓ Random Forest: Ổn định, không overfitting, phù hợp mọi kích thước dữ liệu',
'decision_tree': '✓ Decision Tree: Đơn giản nhất, nhanh nhất, dễ hiểu, phù hợp để test nhanh',
'svm': '✓ SVM: Chính xác cao với dữ liệu nhỏ, chậm với dữ liệu lớn',
'cnn': '✓ CNN PyTorch: Mạnh nhất với ảnh vệ tinh, tự học features, tương thích GPU tốt, cần pip install torch'
};
desc.textContent = descriptions[modelType];
// Show/hide parameters based on model type
if (modelType === 'xgboost') {
nEstimatorsGroup.style.display = '';
learningRateGroup.style.display = '';
useGpuGroup.style.display = '';
} else if (modelType === 'random_forest') {
nEstimatorsGroup.style.display = '';
learningRateGroup.style.display = 'none';
useGpuGroup.style.display = 'none';
} else if (modelType === 'decision_tree') {
nEstimatorsGroup.style.display = 'none';
learningRateGroup.style.display = 'none';
useGpuGroup.style.display = 'none';
} else if (modelType === 'svm') {
nEstimatorsGroup.style.display = 'none';
learningRateGroup.style.display = 'none';
useGpuGroup.style.display = 'none';
} else if (modelType === 'cnn') {
// CNN uses n_estimators as epochs and supports GPU
nEstimatorsGroup.style.display = '';
document.querySelector('#nEstimatorsGroup label').textContent = 'Epochs (số lần training):';
document.getElementById('nEstimators').value = 50;
learningRateGroup.style.display = 'none';
useGpuGroup.style.display = ''; // Show GPU option for CNN
}
// Reset n_estimators label for non-CNN
if (modelType !== 'cnn' && modelType !== 'decision_tree' && modelType !== 'svm') {
document.querySelector('#nEstimatorsGroup label').textContent = 'N Estimators:';
}
}
// ============== CACHE MANAGEMENT ==============
let cacheFiles = []; // Store cache files data
// Load cache info and populate preset dropdown
async function loadCacheInfo() {
try {
const response = await fetch(`${API_BASE}/cache/info`);
const data = await response.json();
// Update cache info display
const cacheInfoSpan = document.getElementById('cacheInfo');
if (data.exists && data.count > 0) {
cacheInfoSpan.innerHTML = `✅ Có <strong>${data.count}</strong> file cache (${data.total_size_mb} MB)`;
cacheInfoSpan.style.color = '#28a745';
} else {
cacheInfoSpan.innerHTML = '❌ Chưa có cache nào';
cacheInfoSpan.style.color = '#6c757d';
}
// Populate cache preset dropdown
const cachePreset = document.getElementById('cachePreset');
cachePreset.innerHTML = '<option value="">-- Không dùng cache preset --</option>';
if (data.exists && data.files && data.files.length > 0) {
cacheFiles = data.files;
data.files.forEach((file, index) => {
const meta = file.metadata;
const option = document.createElement('option');
option.value = index;
// Format display text with metadata
let displayText = `Cache #${index + 1}`;
if (meta && meta.n_samples) {
displayText += ` (${meta.n_samples} mẫu`;
if (meta.start_date && meta.end_date) {
displayText += `, ${meta.start_date} → ${meta.end_date}`;
}
if (meta.resolution) {
displayText += `, ${meta.resolution}m`;
}
displayText += ')';
} else {
displayText += ` (${file.size_mb} MB, ${new Date(file.modified).toLocaleString('vi-VN')})`;
}
option.textContent = displayText;
cachePreset.appendChild(option);
});
}
} catch (error) {
console.error('Error loading cache info:', error);
document.getElementById('cacheInfo').innerHTML = '⚠️ Lỗi kiểm tra cache';
}
}
// Apply cache preset to form inputs
function applyCachePreset() {
const selectIndex = document.getElementById('cachePreset').value;
if (selectIndex === '') {
// Clear preset - no auto-fill
return;
}
const fileData = cacheFiles[parseInt(selectIndex)];
if (!fileData || !fileData.metadata) {
alert('Không có metadata cho cache này');
return;
}
const meta = fileData.metadata;
// Fill bbox inputs
if (meta.min_lon !== undefined) {
document.getElementById('minLon').value = meta.min_lon;
document.getElementById('maxLon').value = meta.max_lon;
document.getElementById('minLat').value = meta.min_lat;
document.getElementById('maxLat').value = meta.max_lat;
// Update map rectangle
if (rectangle) {
drawnItems.removeLayer(rectangle);
}
const bounds = L.latLngBounds(
[meta.min_lat, meta.min_lon],
[meta.max_lat, meta.max_lon]
);
rectangle = L.rectangle(bounds, {color: '#3388ff', weight: 3, fillOpacity: 0.2});
drawnItems.addLayer(rectangle);
map.fitBounds(bounds);
}
// Fill time range inputs
if (meta.start_date) {
document.getElementById('startDate').value = meta.start_date;
}
if (meta.end_date) {
document.getElementById('endDate').value = meta.end_date;
}
// Fill resolution if available
if (meta.resolution) {
document.getElementById('resolution').value = meta.resolution;
}
// Note to user
const presetNote = `📌 Đã áp dụng cache preset: ${meta.n_samples || '?'} mẫu, ${meta.start_date || '?'} → ${meta.end_date || '?'}`;
console.log(presetNote);
// Show notification
const notification = document.createElement('div');
notification.style.cssText = 'position:fixed;top:20px;right:20px;background:#28a745;color:white;padding:15px 20px;border-radius:8px;box-shadow:0 4px 6px rgba(0,0,0,0.1);z-index:10000;animation:slideIn 0.3s ease-out;';
notification.innerHTML = `<strong>✅ Cache Preset Applied</strong><br>${presetNote}`;
document.body.appendChild(notification);
setTimeout(() => {
notification.style.animation = 'slideOut 0.3s ease-out';
setTimeout(() => notification.remove(), 300);
}, 3000);
}
// Clear cache
async function clearCache() {
if (!confirm('Bạn có chắc muốn xóa toàn bộ cache?\n\nCache giúp test nhanh hơn bằng cách lưu lại dữ liệu đã download.')) {
return;
}
try {
const response = await fetch(`${API_BASE}/cache/clear`, {
method: 'POST'
});
const result = await response.json();
alert(result.message);
loadCacheInfo(); // Refresh info
} catch (error) {
alert('Lỗi xóa cache: ' + error.message);
}
}
// Initialize map when page loads
document.addEventListener('DOMContentLoaded', function() {
initMap();
initPredictionMap();
loadPredictionsList(); // Load predictions list on page load
loadCacheInfo(); // Load cache info
// Add model type change listener
document.getElementById('modelType').addEventListener('change', updateModelTypeUI);
updateModelTypeUI(); // Initial update
// Add cache preset change listener
document.getElementById('cachePreset').addEventListener('change', applyCachePreset);
});
</script>
</body>
</html>
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