Create app.py
Browse files
app.py
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| 1 |
+
import gradio as gr
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| 2 |
+
import matplotlib.pyplot as plt
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| 3 |
+
import numpy as np
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| 4 |
+
import random
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| 5 |
+
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| 6 |
+
# --- Configure Matplotlib ---
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| 7 |
+
plt.style.use('ggplot')
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| 8 |
+
plt.rcParams['figure.figsize'] = [10, 10]
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| 9 |
+
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| 10 |
+
# --- Core Data Structure: Circle Class ---
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| 11 |
+
class Circle:
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| 12 |
+
"""Represents a circle in the drawing and its state"""
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| 13 |
+
def __init__(self, x, y, radius, color):
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| 14 |
+
self.x = x
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| 15 |
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self.y = y
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| 16 |
+
self.radius = radius
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| 17 |
+
self.color = color
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| 18 |
+
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| 19 |
+
def __repr__(self):
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| 20 |
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return f"Circle(Center:({self.x:.2f}, {self.y:.2f}), R:{self.radius}, Color:{self.color})"
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| 21 |
+
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| 22 |
+
# --- Shape Grammar Core Function ---
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| 23 |
+
def run_shape_grammar(N_iterations):
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| 24 |
+
"""
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| 25 |
+
Runs the shape grammar iterative process N times and yields the state after each iteration.
|
| 26 |
+
"""
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| 27 |
+
# 1. Initial Condition (Start)
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| 28 |
+
circles = [Circle(0, 0, 2, 'blue')]
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| 29 |
+
lines = [] # Stores all line segments for plotting
|
| 30 |
+
|
| 31 |
+
current_iteration = 0
|
| 32 |
+
print(f"--- Starting Shape Grammar: Target Iterations N = {N_iterations} ---")
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| 33 |
+
|
| 34 |
+
# Yield initial state before any iterations
|
| 35 |
+
yield circles, lines
|
| 36 |
+
|
| 37 |
+
while current_iteration < N_iterations:
|
| 38 |
+
# Filter out non-red circles
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| 39 |
+
active_circles = [c for c in circles if c.color != 'red']
|
| 40 |
+
|
| 41 |
+
# 2. Stop Condition Check
|
| 42 |
+
if not active_circles:
|
| 43 |
+
print(f"\n✅ Stop: All circles have turned red. Total iterations: {current_iteration}")
|
| 44 |
+
break
|
| 45 |
+
|
| 46 |
+
# 3. Randomly select an original circle (Pick a random circle)
|
| 47 |
+
C_original = random.choice(active_circles)
|
| 48 |
+
|
| 49 |
+
# 4. Determine Direction and Line Segment (Direction and Line)
|
| 50 |
+
|
| 51 |
+
# Random angle (multiple of 45°)
|
| 52 |
+
angle_deg = random.choice([0, 45, 90, 135, 180, 225, 270, 315])
|
| 53 |
+
angle_rad = np.deg2rad(angle_deg)
|
| 54 |
+
|
| 55 |
+
# Random line length
|
| 56 |
+
L_length = random.choice([6, 8, 10])
|
| 57 |
+
|
| 58 |
+
# Randomly choose starting point (center or tangent point)
|
| 59 |
+
start_from_center = random.choice([True, False])
|
| 60 |
+
|
| 61 |
+
if start_from_center:
|
| 62 |
+
# Option A: Start from the center
|
| 63 |
+
P_start_x, P_start_y = C_original.x, C_original.y
|
| 64 |
+
else:
|
| 65 |
+
# Option B: Start from a tangent point on the circumference
|
| 66 |
+
# The tangent point is the center translated by R in the opposite direction of 'angle_rad'
|
| 67 |
+
P_start_x = C_original.x + C_original.radius * np.cos(angle_rad + np.pi)
|
| 68 |
+
P_start_y = C_original.y + C_original.radius * np.sin(angle_rad + np.pi)
|
| 69 |
+
|
| 70 |
+
# Calculate the end point of the line segment
|
| 71 |
+
P_end_x = P_start_x + L_length * np.cos(angle_rad)
|
| 72 |
+
P_end_y = P_start_y + L_length * np.sin(angle_rad)
|
| 73 |
+
|
| 74 |
+
# Store the line segment
|
| 75 |
+
lines.append(((P_start_x, P_start_y), (P_end_x, P_end_y)))
|
| 76 |
+
|
| 77 |
+
# 5. Create New Circle (New Circle)
|
| 78 |
+
|
| 79 |
+
# Random radius and color
|
| 80 |
+
R_new = random.choice([1, 2, 3, 4])
|
| 81 |
+
# Color selection: Kept uniformly random for faster generation
|
| 82 |
+
Color_new = random.choice(['red', 'green', 'blue'])
|
| 83 |
+
|
| 84 |
+
# Random placement position
|
| 85 |
+
placement_option = random.choice(['tangential_left', 'tangential_right', 'centered'])
|
| 86 |
+
|
| 87 |
+
if placement_option == 'centered':
|
| 88 |
+
# Option C: Centered at the end point of the line segment
|
| 89 |
+
C_new_x, C_new_y = P_end_x, P_end_y
|
| 90 |
+
else:
|
| 91 |
+
# Option A/B: Tangential to the line segment
|
| 92 |
+
# Normal direction: Angle plus/minus 90 degrees
|
| 93 |
+
# Tangential to the line (L) left or right
|
| 94 |
+
normal_angle = angle_rad + (np.pi/2 if placement_option == 'tangential_left' else -np.pi/2)
|
| 95 |
+
|
| 96 |
+
# The center of the new circle is located at the end point P_end, moved by R_new distance along the normal direction
|
| 97 |
+
C_new_x = P_end_x + R_new * np.cos(normal_angle)
|
| 98 |
+
C_new_y = P_new_y + R_new * np.sin(normal_angle) # Changed C_new_y to use P_new_y instead of P_end_y
|
| 99 |
+
|
| 100 |
+
C_new = Circle(C_new_x, C_new_y, R_new, Color_new)
|
| 101 |
+
circles.append(C_new)
|
| 102 |
+
|
| 103 |
+
# 6. Color Updates (Color Updates)
|
| 104 |
+
if C_original.color == 'blue':
|
| 105 |
+
C_original.color = 'green'
|
| 106 |
+
elif C_original.color == 'green':
|
| 107 |
+
C_original.color = 'red'
|
| 108 |
+
# If it's already red, it remains red (although it should be skipped in the selection phase)
|
| 109 |
+
|
| 110 |
+
current_iteration += 1
|
| 111 |
+
print(f"Iteration {current_iteration}/{N_iterations}: Original circle turned {C_original.color}, New circle {C_new.color}, Total circles: {len(circles)}")
|
| 112 |
+
|
| 113 |
+
# Yield the current state
|
| 114 |
+
yield circles, lines
|
| 115 |
+
|
| 116 |
+
|
| 117 |
+
if current_iteration == N_iterations:
|
| 118 |
+
print(f"\n✅ Stop: Maximum number of iterations N = {N_iterations} reached.")
|
| 119 |
+
|
| 120 |
+
|
| 121 |
+
# --- Plotting Function ---
|
| 122 |
+
def plot_grammar_result(circles, lines):
|
| 123 |
+
"""
|
| 124 |
+
Plots the generated shape using Matplotlib and returns the figure.
|
| 125 |
+
"""
|
| 126 |
+
fig, ax = plt.subplots()
|
| 127 |
+
|
| 128 |
+
# Plot all circles
|
| 129 |
+
for c in circles:
|
| 130 |
+
# Plot using matplotlib.patches.Circle
|
| 131 |
+
circle_patch = plt.Circle((c.x, c.y), c.radius,
|
| 132 |
+
color=c.color,
|
| 133 |
+
alpha=0.6, # Transparency
|
| 134 |
+
fill=True,
|
| 135 |
+
linewidth=1,
|
| 136 |
+
edgecolor='black')
|
| 137 |
+
ax.add_patch(circle_patch)
|
| 138 |
+
|
| 139 |
+
# Plot all line segments
|
| 140 |
+
for (start, end) in lines:
|
| 141 |
+
ax.plot([start[0], end[0]], [start[1], end[1]],
|
| 142 |
+
color='gray',
|
| 143 |
+
linestyle='-',
|
| 144 |
+
linewidth=0.5,
|
| 145 |
+
zorder=-1) # Place below circles
|
| 146 |
+
|
| 147 |
+
# Set axes and limits
|
| 148 |
+
if circles:
|
| 149 |
+
all_x = [c.x for c in circles]
|
| 150 |
+
all_y = [c.y for c in circles]
|
| 151 |
+
# Automatically calculate boundaries to ensure all circles are visible
|
| 152 |
+
x_min, x_max = min(all_x), max(all_x)
|
| 153 |
+
y_min, y_max = min(all_y), max(all_y)
|
| 154 |
+
|
| 155 |
+
padding = 10 # Additional padding
|
| 156 |
+
ax.set_xlim(x_min - padding, x_max + padding)
|
| 157 |
+
ax.set_ylim(y_min - padding, y_max + padding)
|
| 158 |
+
|
| 159 |
+
ax.set_aspect('equal', adjustable='box') # Maintain equal aspect ratio
|
| 160 |
+
ax.set_title(f"Shape Grammar Generation Result (Total {len(circles)} circles)")
|
| 161 |
+
ax.set_xlabel("X Coordinate")
|
| 162 |
+
ax.set_ylabel("Y Coordinate")
|
| 163 |
+
|
| 164 |
+
# Don't call plt.show() here, return the figure object
|
| 165 |
+
return fig
|
| 166 |
+
|
| 167 |
+
# Store the generated plots
|
| 168 |
+
generated_plots = []
|
| 169 |
+
|
| 170 |
+
def run_shape_grammar_and_generate_plots(num_iterations):
|
| 171 |
+
"""
|
| 172 |
+
Runs the shape grammar and generates plots for each iteration.
|
| 173 |
+
Returns a list of Matplotlib figure objects.
|
| 174 |
+
"""
|
| 175 |
+
global generated_plots
|
| 176 |
+
generated_plots = [] # Clear previous plots
|
| 177 |
+
|
| 178 |
+
# Ensure the input is a positive integer
|
| 179 |
+
if num_iterations is None or num_iterations <= 0:
|
| 180 |
+
num_iterations = 50 # Default to 50 if invalid
|
| 181 |
+
|
| 182 |
+
# Run the generation process and iterate through yielded results
|
| 183 |
+
for i, (circles, lines) in enumerate(run_shape_grammar(int(num_iterations))):
|
| 184 |
+
# Plot the result for the current step and get the figure object
|
| 185 |
+
fig = plot_grammar_result(circles, lines)
|
| 186 |
+
generated_plots.append(fig)
|
| 187 |
+
# Close the figure to free up memory
|
| 188 |
+
plt.close(fig)
|
| 189 |
+
|
| 190 |
+
return generated_plots
|
| 191 |
+
|
| 192 |
+
def display_iteration(iteration_index):
|
| 193 |
+
"""
|
| 194 |
+
Displays the plot for a specific iteration based on the slider value.
|
| 195 |
+
"""
|
| 196 |
+
global generated_plots
|
| 197 |
+
if generated_plots and 0 <= iteration_index < len(generated_plots):
|
| 198 |
+
return generated_plots[int(iteration_index)] # Ensure index is integer
|
| 199 |
+
else:
|
| 200 |
+
# Return an empty plot or a placeholder if no plots are available or index is out of range
|
| 201 |
+
fig, ax = plt.subplots()
|
| 202 |
+
ax.text(0.5, 0.5, "No plot available", horizontalalignment='center', verticalalignment='center')
|
| 203 |
+
ax.set_title("Error")
|
| 204 |
+
return fig
|
| 205 |
+
|
| 206 |
+
|
| 207 |
+
# Create the Gradio interface
|
| 208 |
+
with gr.Blocks() as demo:
|
| 209 |
+
gr.Markdown("## Shape Grammar Generator with Iteration Slider")
|
| 210 |
+
gr.Markdown("Generate abstract shapes using a simple shape grammar and explore each step of the process.")
|
| 211 |
+
|
| 212 |
+
with gr.Row():
|
| 213 |
+
num_iterations_input = gr.Number(label="Number of Iterations", value=50, precision=0)
|
| 214 |
+
generate_button = gr.Button("Generate")
|
| 215 |
+
|
| 216 |
+
# Output area for the plots
|
| 217 |
+
plot_output = gr.Plot()
|
| 218 |
+
|
| 219 |
+
# Slider to control the displayed iteration
|
| 220 |
+
iteration_slider = gr.Slider(minimum=0, maximum=0, step=1, label="Iteration")
|
| 221 |
+
|
| 222 |
+
# Link the generate button to the function that runs the grammar and generates plots
|
| 223 |
+
# Update the slider's maximum value after generation
|
| 224 |
+
generate_button.click(
|
| 225 |
+
fn=run_shape_grammar_and_generate_plots,
|
| 226 |
+
inputs=num_iterations_input,
|
| 227 |
+
outputs=None # We don't directly output here, we just generate and store plots
|
| 228 |
+
).then(
|
| 229 |
+
fn=lambda: gr.update(maximum=len(generated_plots)-1, value=0), # Update slider max and reset to 0
|
| 230 |
+
inputs=None, # No direct input needed, accessing global variable
|
| 231 |
+
outputs=iteration_slider
|
| 232 |
+
).then(
|
| 233 |
+
fn=lambda: generated_plots[0] if generated_plots else None, # Display the first plot initially
|
| 234 |
+
inputs=None, # No direct input needed, accessing global variable
|
| 235 |
+
outputs=plot_output
|
| 236 |
+
)
|
| 237 |
+
|
| 238 |
+
# Link the slider to the function that displays the selected iteration's plot
|
| 239 |
+
iteration_slider.change(
|
| 240 |
+
fn=display_iteration,
|
| 241 |
+
inputs=iteration_slider,
|
| 242 |
+
outputs=plot_output
|
| 243 |
+
)
|
| 244 |
+
|
| 245 |
+
# Launch the interface for Hugging Face Spaces
|
| 246 |
+
if __name__ == "__main__":
|
| 247 |
+
demo.launch()
|