474 lines
20 KiB
Python
474 lines
20 KiB
Python
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import tkinter as tk
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from tkinter import ttk, filedialog, messagebox
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import matplotlib.pyplot as plt
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from matplotlib.backends.backend_tkagg import FigureCanvasTkAgg
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import pandas as pd
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import numpy as np
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from PIL import Image, ImageTk
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import json
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import os
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from datetime import datetime, timedelta
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import joblib
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from plant_model import PlantGrowthModel
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from data_handler import DataHandler
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from image_generator import ImageGenerator
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class PlantGrowthDashboard:
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def __init__(self, root):
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self.root = root
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self.root.title("WeGrow")
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self.root.geometry("1000x800") # More square dimensions
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self.root.configure(bg='#f0f0f0')
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image = Image.open("public/transparentLogo.png")
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# Convert to PhotoImage
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icon = ImageTk.PhotoImage(image)
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# Set as window icon
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self.root.iconphoto(False, icon)
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# Initialize components
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self.plant_model = PlantGrowthModel()
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self.data_handler = DataHandler()
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self.image_generator = ImageGenerator()
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# Variables - fixed plant type
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self.current_plant = "tomato" # Fixed plant type
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self.ambient_mode = tk.StringVar(value="controlled")
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self.baseline_image_path = None
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# Environmental parameters with defaults
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self.default_params = {
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'temperature': 22.0,
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'humidity': 65.0,
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'soil_acidity': 6.5,
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'pressure': 1013.25,
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'brightness': 50000.0,
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'nutrients': 75.0,
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'water': 80.0,
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'co2': 400.0
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}
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self.env_params = {
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'temperature': tk.DoubleVar(value=self.default_params['temperature']),
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'humidity': tk.DoubleVar(value=self.default_params['humidity']),
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'soil_acidity': tk.DoubleVar(value=self.default_params['soil_acidity']),
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'pressure': tk.DoubleVar(value=self.default_params['pressure']),
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'brightness': tk.DoubleVar(value=self.default_params['brightness']),
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'nutrients': tk.DoubleVar(value=self.default_params['nutrients']),
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'water': tk.DoubleVar(value=self.default_params['water']),
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'co2': tk.DoubleVar(value=self.default_params['co2'])
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}
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self.setup_ui()
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self.update_prediction()
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def setup_ui(self):
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# Main container with square layout
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main_frame = ttk.Frame(self.root, padding="8")
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main_frame.grid(row=0, column=0, sticky=(tk.W, tk.E, tk.N, tk.S))
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# Configure grid weights for square layout
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self.root.columnconfigure(0, weight=1)
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self.root.rowconfigure(0, weight=1)
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main_frame.columnconfigure(0, weight=1)
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main_frame.columnconfigure(1, weight=2) # Center panel wider
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main_frame.columnconfigure(2, weight=1)
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main_frame.rowconfigure(1, weight=1)
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# Title
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title_label = ttk.Label(main_frame, text="🌱 Plant Growth Dashboard",
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font=('Arial', 14, 'bold'))
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title_label.grid(row=0, column=0, columnspan=3, pady=(0, 10))
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# Left panel - Controls
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self.setup_control_panel(main_frame)
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# Center panel - Plant Visualization
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self.setup_visualization_panel(main_frame)
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# Right panel - Results only (no system messages)
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self.setup_results_panel(main_frame)
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def setup_control_panel(self, parent):
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control_frame = ttk.LabelFrame(parent, text="Environmental Controls", padding="6")
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control_frame.grid(row=1, column=0, sticky=(tk.W, tk.E, tk.N, tk.S), padx=(0, 6))
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# Ambient mode
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ttk.Label(control_frame, text="Environment Mode:", font=('Arial', 9, 'bold')).grid(row=0, column=0, columnspan=2, sticky=tk.W, pady=(0, 6))
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mode_frame = ttk.Frame(control_frame)
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mode_frame.grid(row=1, column=0, columnspan=2, sticky=(tk.W, tk.E), pady=(0, 8))
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ttk.Radiobutton(mode_frame, text="Controlled", variable=self.ambient_mode,
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value="controlled", command=self.on_mode_change).pack(anchor=tk.W)
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ttk.Radiobutton(mode_frame, text="Semi-Controlled", variable=self.ambient_mode,
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value="semi-controlled", command=self.on_mode_change).pack(anchor=tk.W)
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ttk.Radiobutton(mode_frame, text="Open", variable=self.ambient_mode,
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value="open", command=self.on_mode_change).pack(anchor=tk.W)
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# Baseline image
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ttk.Button(control_frame, text="📷 Load Plant Image",
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command=self.load_baseline_image).grid(row=2, column=0, columnspan=2, pady=(0, 10), sticky=(tk.W, tk.E))
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# Environmental parameters
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ttk.Label(control_frame, text="Parameters:",
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font=('Arial', 9, 'bold')).grid(row=3, column=0, columnspan=2, sticky=tk.W, pady=(0, 4))
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param_labels = {
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'temperature': '🌡️ Temp (°C)',
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'humidity': '💧 Humidity (%)',
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'soil_acidity': '🧪 pH',
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'pressure': '🌬️ Pressure',
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'brightness': '☀️ Light',
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'nutrients': '🌿 Nutrients (%)',
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'water': '💦 Water (%)',
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'co2': '🫧 CO2'
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}
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row = 4
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for param, label in param_labels.items():
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# Compact parameter layout
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param_frame = ttk.Frame(control_frame)
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param_frame.grid(row=row, column=0, columnspan=2, sticky=(tk.W, tk.E), pady=1)
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ttk.Label(param_frame, text=label, width=11, font=('Arial', 8)).pack(side=tk.LEFT)
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# Scale ranges based on parameter type
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if param == 'co2':
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scale_max = 1000
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elif param == 'brightness':
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scale_max = 100000
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elif param == 'pressure':
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scale_max = 1100
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elif param == 'soil_acidity':
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scale_max = 14
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else:
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scale_max = 100
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scale = ttk.Scale(param_frame, from_=0, to=scale_max,
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variable=self.env_params[param], orient=tk.HORIZONTAL,
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command=lambda x, p=param: self.on_param_change(p))
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scale.pack(side=tk.LEFT, fill=tk.X, expand=True, padx=(4, 4))
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# Value label
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value_label = ttk.Label(param_frame, text=f"{self.env_params[param].get():.1f}", width=5, font=('Arial', 8))
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value_label.pack(side=tk.RIGHT)
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# Store reference for updates
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setattr(self, f"{param}_value_label", value_label)
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row += 1
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# Set to Default button
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ttk.Button(control_frame, text="🔄 Set to Default",
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command=self.set_to_default).grid(row=row, column=0, columnspan=2, pady=(10, 0), sticky=(tk.W, tk.E))
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control_frame.columnconfigure(0, weight=1)
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control_frame.columnconfigure(1, weight=1)
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def setup_visualization_panel(self, parent):
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viz_frame = ttk.LabelFrame(parent, text="Plant Visualization", padding="6")
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viz_frame.grid(row=1, column=1, sticky=(tk.W, tk.E, tk.N, tk.S), padx=3)
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# Notebook for different views
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notebook = ttk.Notebook(viz_frame)
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notebook.grid(row=0, column=0, sticky=(tk.W, tk.E, tk.N, tk.S))
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# Plant Before Growth tab
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self.setup_before_growth_tab(notebook)
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# Plant Evolution tab
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self.setup_plant_evolution_tab(notebook)
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viz_frame.columnconfigure(0, weight=1)
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viz_frame.rowconfigure(0, weight=1)
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def setup_before_growth_tab(self, notebook):
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"""Tab showing the plant before growth starts"""
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before_frame = ttk.Frame(notebook)
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notebook.add(before_frame, text="🌱 Initial Plant")
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# Create a frame for the initial plant display
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display_frame = ttk.Frame(before_frame)
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display_frame.pack(fill=tk.BOTH, expand=True, padx=8, pady=8)
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# Title for initial state
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title_label = ttk.Label(display_frame, text="Plant Initial State",
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font=('Arial', 11, 'bold'))
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title_label.pack(pady=(0, 8))
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# Frame for the plant image
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self.initial_plant_frame = ttk.Frame(display_frame)
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self.initial_plant_frame.pack(fill=tk.BOTH, expand=True)
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# Initial plant image label
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self.initial_plant_label = ttk.Label(self.initial_plant_frame,
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text="Initial plant state will appear here",
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font=('Arial', 9))
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self.initial_plant_label.pack(expand=True)
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# Plant info display
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info_frame = ttk.LabelFrame(display_frame, text="Plant Information", padding="4")
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info_frame.pack(fill=tk.X, pady=(8, 0))
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self.plant_info_text = tk.Text(info_frame, height=8, width=35, wrap=tk.WORD,
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font=('Arial', 8), bg='#f8f9fa')
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self.plant_info_text.pack(fill=tk.BOTH, expand=True)
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# Submit button
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submit_frame = ttk.Frame(display_frame)
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submit_frame.pack(fill=tk.X, pady=(8, 0))
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ttk.Button(submit_frame, text="📤 Submit Plant Information & Photo",
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command=self.submit_plant_data).pack(fill=tk.X)
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def setup_plant_evolution_tab(self, notebook):
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"""Evolution tab"""
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evolution_frame = ttk.Frame(notebook)
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notebook.add(evolution_frame, text="🌿 Growth Evolution")
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# Create scrollable frame for plant images
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canvas_scroll = tk.Canvas(evolution_frame)
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scrollbar = ttk.Scrollbar(evolution_frame, orient="vertical", command=canvas_scroll.yview)
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self.scrollable_frame = ttk.Frame(canvas_scroll)
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self.scrollable_frame.bind(
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"<Configure>",
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lambda e: canvas_scroll.configure(scrollregion=canvas_scroll.bbox("all"))
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)
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canvas_scroll.create_window((0, 0), window=self.scrollable_frame, anchor="nw")
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canvas_scroll.configure(yscrollcommand=scrollbar.set)
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canvas_scroll.pack(side="left", fill="both", expand=True)
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scrollbar.pack(side="right", fill="y")
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self.image_display_frame = ttk.Frame(self.scrollable_frame)
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self.image_display_frame.pack(fill=tk.BOTH, expand=True, padx=6, pady=6)
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def setup_results_panel(self, parent):
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results_frame = ttk.LabelFrame(parent, text="Growth Prediction", padding="6")
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results_frame.grid(row=1, column=2, sticky=(tk.W, tk.E, tk.N, tk.S), padx=(6, 0))
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# Prediction results only (no system messages)
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ttk.Label(results_frame, text="Forecast Results:",
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font=('Arial', 9, 'bold')).grid(row=0, column=0, sticky=tk.W, pady=(0, 4))
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self.results_text = tk.Text(results_frame, height=20, width=26, wrap=tk.WORD, font=('Arial', 8))
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self.results_text.grid(row=1, column=0, sticky=(tk.W, tk.E, tk.N, tk.S))
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results_frame.columnconfigure(0, weight=1)
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results_frame.rowconfigure(1, weight=1)
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def on_mode_change(self):
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self.update_prediction()
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def on_param_change(self, param):
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value = self.env_params[param].get()
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# Update value label
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value_label = getattr(self, f"{param}_value_label")
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if param == 'soil_acidity':
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value_label.config(text=f"{value:.1f}")
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elif param in ['brightness', 'pressure', 'co2']:
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value_label.config(text=f"{value:.0f}")
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else:
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value_label.config(text=f"{value:.1f}")
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# Auto-update prediction when parameters change
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self.update_prediction()
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def set_to_default(self):
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"""Reset all parameters to default values"""
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for param_name, default_value in self.default_params.items():
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self.env_params[param_name].set(default_value)
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self.ambient_mode.set("controlled")
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self.update_prediction()
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def load_baseline_image(self):
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file_path = filedialog.askopenfilename(
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title="Select baseline plant image",
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filetypes=[("Image files", "*.jpg *.jpeg *.png *.bmp *.gif")]
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)
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if file_path:
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self.baseline_image_path = file_path
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self.update_prediction()
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def submit_plant_data(self):
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"""Submit plant information and photo"""
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try:
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# Get current parameters
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params = {param: var.get() for param, var in self.env_params.items()}
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params['plant_type'] = self.current_plant
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params['ambient_mode'] = self.ambient_mode.get()
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# Create submission data
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submission_data = {
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'timestamp': datetime.now().isoformat(),
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'parameters': params,
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'baseline_image_path': self.baseline_image_path,
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'plant_info': self.plant_info_text.get(1.0, tk.END),
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'results': self.results_text.get(1.0, tk.END)
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}
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# Show confirmation dialog
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messagebox.showinfo("Submission Successful",
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"Plant information and photo have been submitted successfully!\n\n"
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f"Submission ID: {datetime.now().strftime('%Y%m%d_%H%M%S')}")
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except Exception as e:
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messagebox.showerror("Submission Error", f"Error submitting data: {str(e)}")
|
|||
|
|
|
|||
|
|
def update_prediction(self):
|
|||
|
|
try:
|
|||
|
|
# Get current parameters
|
|||
|
|
params = {param: var.get() for param, var in self.env_params.items()}
|
|||
|
|
params['plant_type'] = self.current_plant
|
|||
|
|
params['ambient_mode'] = self.ambient_mode.get()
|
|||
|
|
|
|||
|
|
# Generate prediction
|
|||
|
|
prediction = self.plant_model.predict_growth(params)
|
|||
|
|
|
|||
|
|
# Update initial plant display
|
|||
|
|
self.update_initial_plant_display(params, prediction)
|
|||
|
|
|
|||
|
|
# Generate plant evolution images
|
|||
|
|
self.generate_plant_evolution(params, prediction)
|
|||
|
|
|
|||
|
|
# Update results text
|
|||
|
|
self.update_results_display(prediction)
|
|||
|
|
|
|||
|
|
except Exception as e:
|
|||
|
|
messagebox.showerror("Prediction Error", f"Error generating prediction: {str(e)}")
|
|||
|
|
|
|||
|
|
def update_initial_plant_display(self, params, prediction):
|
|||
|
|
"""Update the initial plant state display"""
|
|||
|
|
try:
|
|||
|
|
# Generate initial plant image (stage 0)
|
|||
|
|
initial_image = self.image_generator.generate_plant_image(
|
|||
|
|
self.current_plant, 0.5, prediction['health_score'], 0
|
|||
|
|
)
|
|||
|
|
|
|||
|
|
# Resize image to fit better in square layout
|
|||
|
|
initial_image = initial_image.resize((280, 210), Image.Resampling.LANCZOS)
|
|||
|
|
|
|||
|
|
# Convert to PhotoImage and display
|
|||
|
|
photo = ImageTk.PhotoImage(initial_image)
|
|||
|
|
self.initial_plant_label.configure(image=photo, text="")
|
|||
|
|
self.initial_plant_label.image = photo # Keep reference
|
|||
|
|
|
|||
|
|
# Update plant information
|
|||
|
|
self.update_plant_info(params, prediction)
|
|||
|
|
|
|||
|
|
except Exception as e:
|
|||
|
|
messagebox.showerror("Image Error", f"Could not generate initial plant image: {str(e)}")
|
|||
|
|
|
|||
|
|
def update_plant_info(self, params, prediction):
|
|||
|
|
"""Update plant information display"""
|
|||
|
|
self.plant_info_text.delete(1.0, tk.END)
|
|||
|
|
|
|||
|
|
info_text = f"""🌱 PLANT STATUS
|
|||
|
|
{'='*22}
|
|||
|
|
|
|||
|
|
Plant Type: Tomato
|
|||
|
|
Health Score: {prediction['health_score']:.1f}%
|
|||
|
|
Growth Rate: {prediction['growth_rate']:.2f} cm/day
|
|||
|
|
|
|||
|
|
🌡️ CONDITIONS:
|
|||
|
|
Temperature: {params['temperature']:.1f}°C
|
|||
|
|
Humidity: {params['humidity']:.1f}%
|
|||
|
|
Soil pH: {params['soil_acidity']:.1f}
|
|||
|
|
Light: {params['brightness']:.0f} lux
|
|||
|
|
Water: {params['water']:.1f}%
|
|||
|
|
Nutrients: {params['nutrients']:.1f}%
|
|||
|
|
|
|||
|
|
📊 FORECAST:
|
|||
|
|
Final Height: {prediction['final_height']:.1f} cm
|
|||
|
|
Expected Yield: {prediction.get('yield', 'N/A')}
|
|||
|
|
Optimal Conditions: {prediction['optimal_conditions']:.1f}%
|
|||
|
|
"""
|
|||
|
|
|
|||
|
|
self.plant_info_text.insert(1.0, info_text)
|
|||
|
|
|
|||
|
|
def generate_plant_evolution(self, params, prediction):
|
|||
|
|
"""Generate and display plant evolution images"""
|
|||
|
|
try:
|
|||
|
|
# Generate plant evolution images
|
|||
|
|
images = self.image_generator.generate_evolution(
|
|||
|
|
self.current_plant, params, prediction, self.baseline_image_path
|
|||
|
|
)
|
|||
|
|
|
|||
|
|
if images:
|
|||
|
|
# Clear previous images
|
|||
|
|
for widget in self.image_display_frame.winfo_children():
|
|||
|
|
widget.destroy()
|
|||
|
|
|
|||
|
|
# Display evolution stages in a square grid
|
|||
|
|
stages_per_row = 2 # Square layout
|
|||
|
|
for i, image in enumerate(images):
|
|||
|
|
row = i // stages_per_row
|
|||
|
|
col = i % stages_per_row
|
|||
|
|
|
|||
|
|
stage_frame = ttk.Frame(self.image_display_frame)
|
|||
|
|
stage_frame.grid(row=row, column=col, padx=4, pady=4, sticky=(tk.W, tk.E))
|
|||
|
|
|
|||
|
|
# Stage label
|
|||
|
|
ttk.Label(stage_frame, text=f"Stage {i+1}",
|
|||
|
|
font=('Arial', 9, 'bold')).pack()
|
|||
|
|
|
|||
|
|
# Resize image for compact display
|
|||
|
|
resized_image = image.resize((180, 135), Image.Resampling.LANCZOS)
|
|||
|
|
|
|||
|
|
# Convert PIL image to PhotoImage
|
|||
|
|
photo = ImageTk.PhotoImage(resized_image)
|
|||
|
|
image_label = tk.Label(stage_frame, image=photo)
|
|||
|
|
image_label.image = photo # Keep a reference
|
|||
|
|
image_label.pack()
|
|||
|
|
|
|||
|
|
# Configure grid weights for even distribution
|
|||
|
|
for col in range(stages_per_row):
|
|||
|
|
self.image_display_frame.columnconfigure(col, weight=1)
|
|||
|
|
|
|||
|
|
except Exception as e:
|
|||
|
|
messagebox.showerror("Evolution Error", f"Could not generate evolution images: {str(e)}")
|
|||
|
|
|
|||
|
|
def update_results_display(self, prediction):
|
|||
|
|
self.results_text.delete(1.0, tk.END)
|
|||
|
|
|
|||
|
|
results = f"""🌱 GROWTH FORECAST
|
|||
|
|
{'='*18}
|
|||
|
|
|
|||
|
|
Final Height: {prediction['final_height']:.1f} cm
|
|||
|
|
Growth Rate: {prediction['growth_rate']:.2f} cm/day
|
|||
|
|
Health Score: {prediction['health_score']:.1f}/100
|
|||
|
|
|
|||
|
|
📅 Growth Phases:
|
|||
|
|
"""
|
|||
|
|
|
|||
|
|
for phase in prediction.get('phases', []):
|
|||
|
|
results += f"• {phase['name']}: Days {phase['start']}-{phase['end']}\n"
|
|||
|
|
|
|||
|
|
results += f"\n✅ Optimal Conditions: {prediction['optimal_conditions']:.1f}%"
|
|||
|
|
results += f"\n🍅 Expected Yield: {prediction.get('yield', 'N/A')}"
|
|||
|
|
|
|||
|
|
# Add environmental summary
|
|||
|
|
results += f"\n\n🌡️ ENVIRONMENT SUMMARY:"
|
|||
|
|
results += f"\nTemperature: {self.env_params['temperature'].get():.1f}°C"
|
|||
|
|
results += f"\nHumidity: {self.env_params['humidity'].get():.1f}%"
|
|||
|
|
results += f"\nSoil pH: {self.env_params['soil_acidity'].get():.1f}"
|
|||
|
|
results += f"\nLight Level: {self.env_params['brightness'].get():.0f} lux"
|
|||
|
|
results += f"\nWater Level: {self.env_params['water'].get():.1f}%"
|
|||
|
|
results += f"\nNutrients: {self.env_params['nutrients'].get():.1f}%"
|
|||
|
|
results += f"\nCO2 Level: {self.env_params['co2'].get():.0f} ppm"
|
|||
|
|
|
|||
|
|
self.results_text.insert(1.0, results)
|
|||
|
|
|
|||
|
|
def main():
|
|||
|
|
root = tk.Tk()
|
|||
|
|
app = PlantGrowthDashboard(root)
|
|||
|
|
root.mainloop()
|
|||
|
|
|
|||
|
|
if __name__ == "__main__":
|
|||
|
|
main()
|