Update app.py
Browse files
app.py
CHANGED
@@ -1,298 +1,222 @@
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import numpy as np
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import trimesh
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from PIL import Image
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import math
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import trimesh.transformations as tf
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os.environ[
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import gradio as gr
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import spaces
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# ๊ฒฐ๊ณผ ์ ์ฅ
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LOG_PATH =
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os.makedirs(LOG_PATH, exist_ok=True)
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def create_textual_animation_gif(output_path, model_name, animation_type, duration=3.0, fps=30):
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"""ํ
์คํธ ๊ธฐ๋ฐ์ ๊ฐ๋จํ ์ ๋๋ฉ์ด์
GIF ์์ฑ"""
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try:
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frames = []
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num_frames = int(duration * fps)
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if num_frames > 60:
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num_frames = 60
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for i in range(num_frames):
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t = i / (num_frames - 1)
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angle = t * 360
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img = Image.new('RGB', (640, 480), color=(240, 240, 240))
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draw = ImageDraw.Draw(img)
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draw.text((50, 50), f"Model: {os.path.basename(model_name)}", fill=(0, 0, 0))
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draw.text((50, 100), f"Animation Type: {animation_type}", fill=(0, 0, 0))
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draw.text((50, 150), f"Frame: {i+1}/{num_frames}", fill=(0, 0, 0))
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# ์ ๋๋ฉ์ด์
์ ํ๋ณ ์๊ฐํ
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center_x, center_y = 320, 240
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if animation_type == 'rotate':
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radius = 100
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x = center_x + radius * math.cos(math.radians(angle))
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y = center_y + radius * math.sin(math.radians(angle))
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draw.rectangle((x-40, y-40, x+40, y+40), outline=(0, 0, 0), fill=(255, 0, 0))
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elif animation_type == 'float':
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offset_y = 50 * math.sin(2 * math.pi * t)
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draw.ellipse((center_x-50, center_y-50+offset_y, center_x+50, center_y+50+offset_y),
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outline=(0, 0, 0), fill=(0, 0, 255))
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elif animation_type in ['explode', 'assemble']:
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scale = t if animation_type == 'explode' else 1 - t
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for j in range(8):
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angle_j = j * 45
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dist = 120 * scale
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x = center_x + dist * math.cos(math.radians(angle_j))
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y = center_y + dist * math.sin(math.radians(angle_j))
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if j % 3 == 0:
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draw.rectangle((x-20, y-20, x+20, y+20), outline=(0, 0, 0), fill=(255, 0, 0))
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elif j % 3 == 1:
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draw.ellipse((x-20, y-20, x+20, y+20), outline=(0, 0, 0), fill=(0, 255, 0))
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else:
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draw.polygon([(x, y-20), (x+20, y+20), (x-20, y+20)], outline=(0, 0, 0), fill=(0, 0, 255))
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elif animation_type == 'pulse':
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scale = 0.5 + 0.5 * math.sin(2 * math.pi * t)
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radius = 100 * scale
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draw.ellipse((center_x-radius, center_y-radius, center_x+radius, center_y+radius),
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outline=(0, 0, 0), fill=(0, 255, 0))
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elif animation_type == 'swing':
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angle_offset = 30 * math.sin(2 * math.pi * t)
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points = [
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(center_x + 100 * math.cos(math.radians(angle_offset)), center_y - 80),
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(center_x + 100 * math.cos(math.radians(120 + angle_offset)), center_y + 40),
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(center_x + 100 * math.cos(math.radians(240 + angle_offset)), center_y + 40)
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]
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draw.polygon(points, outline=(0, 0, 0), fill=(255, 165, 0))
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frames.append(img)
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frames[0].save(
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output_path,
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save_all=True,
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append_images=frames[1:],
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optimize=False,
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duration=int(1000 / fps),
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loop=0
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)
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print(f"Created textual animation GIF at {output_path}")
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return output_path
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except Exception as e:
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print(f"Error creating textual animation: {str(e)}")
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return None
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try:
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# ๊ฐ๋จํ ๋ฐฉ๋ฒ: ์๋ณธ ํ์ผ์ ๊ทธ๋๋ก ๋ก๋ํ์ฌ ๋จ์ผ ๋ณํ ์ ์ฉ ํ ์ ์ฅ
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# ์ฌ๋ฌ ๋จ๊ณ๋ก ๋๋์ด ์ฒ๋ฆฌํ์ฌ ๊ฐ ๋จ๊ณ์์ ์ค๋ฅ๋ฅผ ํ์ธํ ์ ์๋๋ก ํจ
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print(f"Step 1: Loading GLB file '{input_glb_path}'")
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scene = trimesh.load(input_glb_path)
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#
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# Y์ถ ๊ธฐ์ค 45๋ ํ์
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transform = tf.rotation_matrix(math.pi/4, [0, 1, 0])
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elif animation_type == 'float':
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# ์๋ก ์ด๋
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transform = tf.translation_matrix([0, 0.5, 0])
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elif animation_type ==
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# ํฌ๊ธฐ ํ๋
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transform = tf.scale_matrix(1.2)
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elif animation_type ==
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# X์ถ ๋ฐฉํฅ์ผ๋ก ์ฝ๊ฐ ์ด๋
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transform = tf.translation_matrix([0.5, 0, 0])
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elif animation_type ==
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# X์ถ ๋ฐฉํฅ์ผ๋ก ์ฝ๊ฐ ์ด๋ (๋ฐ๋ ๋ฐฉํฅ)
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transform = tf.translation_matrix([-0.5, 0, 0])
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elif animation_type ==
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transform = tf.rotation_matrix(math.pi/8, [0, 0, 1])
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print(f"Step 3: Applying transformation to scene")
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if isinstance(scene, trimesh.Scene):
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# Scene์ธ ๊ฒฝ์ฐ ์ง์ ๋ณํ ์ ์ฉ
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scene.apply_transform(transform)
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print(f"Applied transform to scene")
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else:
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scene.export(output_glb_path)
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print(f"
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return output_glb_path
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except Exception as e:
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print(
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return output_glb_path
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except Exception as copy_error:
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print(f"Error copying GLB: {copy_error}")
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return input_glb_path # ์๋ณธ ํ์ผ ๊ฒฝ๋ก ๋ฐํ
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@spaces.GPU
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def process_3d_model(input_3d, animation_type, animation_duration, fps):
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"""
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try:
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animated_gif = create_textual_animation_gif(
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animated_gif_path,
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os.path.basename(input_3d),
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animation_type,
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animation_duration,
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fps
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)
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# 3
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"
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with open(json_path, 'w') as f:
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json.dump(metadata, f, indent=4)
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except Exception as e:
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create_textual_animation_gif(
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animated_gif_path,
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os.path.basename(input_3d),
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animation_type,
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animation_duration,
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fps
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)
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return input_3d, animated_gif_path, None
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except:
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return f"Error processing file: {str(e)}", None, None
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with gr.Blocks(title="GLB ์ ๋๋ฉ์ด์
์์ฑ๊ธฐ") as demo:
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- ์ด ๋ฐ๋ชจ๋ ์
๋ก๋๋ GLB ํ์ผ์ ์ ๋๋ฉ์ด์
์ ์ ์ฉํฉ๋๋ค.
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- ๋ค์ํ ์ ๋๋ฉ์ด์
์คํ์ผ ์ค์์ ์ ํํ์ธ์: ํ์ , ๋ถ์ , ํญ๋ฐ, ์กฐ๋ฆฝ, ํ์ค, ์ค์.
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- ๊ฒฐ๊ณผ๋ ์ ๋๋ฉ์ด์
๋ GLB ํ์ผ๊ณผ ๋ฏธ๋ฆฌ๋ณด๊ธฐ์ฉ GIF ํ์ผ๋ก ์ ๊ณต๋ฉ๋๋ค.
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""")
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with gr.Row():
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with gr.Column():
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label="์ ๋๋ฉ์ด์
๊ธธ์ด (์ด)",
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minimum=1.0,
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maximum=10.0,
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value=3.0,
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step=0.5
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)
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fps = gr.Slider(
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label="์ด๋น ํ๋ ์ ์",
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minimum=15,
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maximum=60,
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value=30,
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step=1
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)
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submit_btn = gr.Button("๋ชจ๋ธ ์ฒ๋ฆฌ ๋ฐ ์ ๋๋ฉ์ด์
์์ฑ")
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with gr.Column():
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# ์ ๋๋ฉ์ด์
์ ํ ์ค๋ช
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gr.Markdown("""
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### ์ ๋๋ฉ์ด์
์ ํ ์ค๋ช
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- **ํ์ (rotate)**: ๋ชจ๋ธ์ด Y์ถ์ ์ค์ฌ์ผ๋ก ํ์ ํฉ๋๋ค.
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- **๋ถ์ (float)**: ๋ชจ๋ธ์ด ์์๋๋ก ๋ถ๋๋ฝ๊ฒ ๋ ๋ค๋๋๋ค.
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- **ํญ๋ฐ(explode)**: ๋ชจ๋ธ์ ๊ฐ ๋ถ๋ถ์ด ์ค์ฌ์์ ๋ฐ๊นฅ์ชฝ์ผ๋ก ํผ์ ธ๋๊ฐ๋๋ค.
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- **์กฐ๋ฆฝ(assemble)**: ํญ๋ฐ ์ ๋๋ฉ์ด์
์ ๋ฐ๋ - ๋ถํ๋ค์ด ํจ๊ป ๋ชจ์
๋๋ค.
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- **ํ์ค(pulse)**: ๋ชจ๋ธ์ด ํฌ๊ธฐ๊ฐ ์ปค์ก๋ค ์์์ก๋ค๋ฅผ ๋ฐ๋ณตํฉ๋๋ค.
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- **์ค์(swing)**: ๋ชจ๋ธ์ด ์ข์ฐ๋ก ๋ถ๋๋ฝ๊ฒ ํ๋ค๋ฆฝ๋๋ค.
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### ํ
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- ์ ๋๋ฉ์ด์
๊ธธ์ด์ FPS๋ฅผ ์กฐ์ ํ์ฌ ์์ง์์ ์๋์ ๋ถ๋๋ฌ์์ ์กฐ์ ํ ์ ์์ต๋๋ค.
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- ๋ณต์กํ ๋ชจ๋ธ์ ์ฒ๋ฆฌ ์๊ฐ์ด ๋ ์ค๋ ๊ฑธ๋ฆด ์ ์์ต๋๋ค.
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- GIF ๋ฏธ๋ฆฌ๋ณด๊ธฐ๋ ๋น ๋ฅธ ์ฐธ์กฐ์ฉ์ด๋ฉฐ, ๊ณ ํ์ง ๊ฒฐ๊ณผ๋ฅผ ์ํด์๋ ์ ๋๋ฉ์ด์
๋ GLB ํ์ผ์ ๋ค์ด๋ก๋ํ์ธ์.
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""")
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# ๋ฒํผ ๋์ ์ค์
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submit_btn.click(
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fn=process_3d_model,
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inputs=[input_3d, animation_type, animation_duration, fps],
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outputs=[output_3d, output_gif, output_json]
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)
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# ์์ ์ค๋น
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example_files = [[f] for f in glob.glob('./data/demo_glb/*.glb')]
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if example_files:
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gr.Examples(
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examples=example_files,
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inputs=[input_3d],
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examples_per_page=10,
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)
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#
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if __name__ == "__main__":
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demo.launch(server_name="0.0.0.0", server_port=7860)
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"""
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GLB ์ ๋๋ฉ์ด์
์์ฑ๊ธฐ โ ์
๋ก๋ํ 3D ๋ชจ๋ธ์ ์ง์ ๋ ๋๋งํด GIFยทGLB๋ก ๋ด๋ณด๋
๋๋ค.
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(Gradio + Trimesh ์คํ์คํฌ๋ฆฐ ๋ ๋๋ง)
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โป ์ฃผ์ ๋ณ๊ฒฝ
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1. create_model_animation_gif : ๋ชจ๋ธ์ ์ค์ ๋ ๋๋งํด ํ๋ ์ ์์ฑ
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2. process_3d_model ๋ด๋ถ์์ ์ GIF ํจ์ ์ฌ์ฉ
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3. ์์ธ ์ฒ๋ฆฌยท์ฃผ์ ์ผ๋ถ ๋ณด๊ฐ
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"""
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import os, io, time, glob, json, math
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import numpy as np
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import trimesh
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from PIL import Image
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import trimesh.transformations as tf
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os.environ["PYOPENGL_PLATFORM"] = "egl" # ๋ชจ๋ํฐ ์์ด ๋ ๋๋ง
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import gradio as gr
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import spaces
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# ๊ฒฐ๊ณผ ์ ์ฅ ๋๋ ํฐ๋ฆฌ
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LOG_PATH = "./results/demo"
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os.makedirs(LOG_PATH, exist_ok=True)
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|
27 |
+
# ------------------------------------------------------------------
|
28 |
+
# 1) ์ค์ GLB ๋ชจ๋ธ์ ๋ ๋๋งํด GIF ์์ฑ
|
29 |
+
# ------------------------------------------------------------------
|
30 |
+
def create_model_animation_gif(
|
31 |
+
output_path: str,
|
32 |
+
input_glb_path: str,
|
33 |
+
animation_type: str,
|
34 |
+
duration: float = 3.0,
|
35 |
+
fps: int = 30,
|
36 |
+
resolution=(640, 480),
|
37 |
+
):
|
38 |
+
"""
|
39 |
+
์
๋ก๋๋ GLB ๋ชจ๋ธ์ ์คํ์คํฌ๋ฆฐ์ผ๋ก ๋ ๋๋งํด ์ ๋๋ฉ์ด์
GIF ์์ฑ
|
40 |
+
"""
|
41 |
+
# (1) ๋ชจ๋ธ ๋ก๋
|
42 |
+
scene = trimesh.load(input_glb_path)
|
43 |
+
if isinstance(scene, trimesh.Trimesh):
|
44 |
+
scene = trimesh.Scene(scene)
|
45 |
+
|
46 |
+
frames, num_frames = [], min(int(duration * fps), 60)
|
47 |
+
for i in range(num_frames):
|
48 |
+
t = i / (num_frames - 1)
|
49 |
+
|
50 |
+
# (2) ํ๋ ์๋ง๋ค ๋ณํ ์ ์ฉ
|
51 |
+
scene_i = scene.copy()
|
52 |
+
if animation_type == "rotate":
|
53 |
+
M = tf.rotation_matrix(2 * math.pi * t, [0, 1, 0])
|
54 |
+
elif animation_type == "float":
|
55 |
+
M = tf.translation_matrix([0, 0.5 * math.sin(2 * math.pi * t), 0])
|
56 |
+
elif animation_type == "pulse":
|
57 |
+
M = tf.scale_matrix(0.8 + 0.4 * math.sin(2 * math.pi * t))
|
58 |
+
elif animation_type == "explode":
|
59 |
+
M = tf.translation_matrix([0.5 * t, 0, 0])
|
60 |
+
elif animation_type == "assemble":
|
61 |
+
M = tf.translation_matrix([0.5 * (1 - t), 0, 0])
|
62 |
+
elif animation_type == "swing":
|
63 |
+
M = tf.rotation_matrix(math.pi / 6 * math.sin(2 * math.pi * t), [0, 0, 1])
|
64 |
+
else:
|
65 |
+
M = np.eye(4)
|
66 |
+
|
67 |
+
scene_i.apply_transform(M)
|
68 |
+
|
69 |
+
# (3) ์คํ์คํฌ๋ฆฐ ๋ ๋ โ PNG ๋ฐ์ดํธ
|
70 |
+
png_bytes = scene_i.save_image(resolution=resolution, visible=True)
|
71 |
+
frame = Image.open(io.BytesIO(png_bytes)).convert("RGB")
|
72 |
+
frames.append(frame)
|
73 |
+
|
74 |
+
# (4) GIF ์ ์ฅ
|
75 |
+
frames[0].save(
|
76 |
+
output_path,
|
77 |
+
save_all=True,
|
78 |
+
append_images=frames[1:],
|
79 |
+
optimize=False,
|
80 |
+
duration=int(1000 / fps),
|
81 |
+
loop=0,
|
82 |
+
)
|
83 |
+
print(f"Created model animation GIF at {output_path}")
|
84 |
+
return output_path
|
85 |
+
|
86 |
+
|
87 |
+
# ------------------------------------------------------------------
|
88 |
+
# 2) GLB ํ์ผ์ ๋จ์ ๋ณํ ์ ์ฉํด ์ ์ฅ
|
89 |
+
# ------------------------------------------------------------------
|
90 |
+
def modify_glb_file(input_glb_path, output_glb_path, animation_type="rotate"):
|
91 |
+
"""
|
92 |
+
์
๋ก๋๋ GLB ํ์ผ์ ๋จ์ผ ๋ณํ(ํ์ ยท์ด๋ยท์ค์ผ์ผ)์ ์ ์ฉํด ์ GLB๋ก ์ ์ฅ
|
93 |
+
"""
|
94 |
try:
|
|
|
|
|
|
|
|
|
95 |
scene = trimesh.load(input_glb_path)
|
96 |
+
if not isinstance(scene, trimesh.Scene):
|
97 |
+
scene = trimesh.Scene(scene)
|
98 |
+
|
99 |
+
# ๋ณํ ๋งคํธ๋ฆญ์ค ๊ฒฐ์
|
100 |
+
if animation_type == "rotate":
|
101 |
+
transform = tf.rotation_matrix(math.pi / 4, [0, 1, 0])
|
102 |
+
elif animation_type == "float":
|
|
|
|
|
|
|
|
|
103 |
transform = tf.translation_matrix([0, 0.5, 0])
|
104 |
+
elif animation_type == "pulse":
|
|
|
105 |
transform = tf.scale_matrix(1.2)
|
106 |
+
elif animation_type == "explode":
|
|
|
107 |
transform = tf.translation_matrix([0.5, 0, 0])
|
108 |
+
elif animation_type == "assemble":
|
|
|
109 |
transform = tf.translation_matrix([-0.5, 0, 0])
|
110 |
+
elif animation_type == "swing":
|
111 |
+
transform = tf.rotation_matrix(math.pi / 8, [0, 0, 1])
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
112 |
else:
|
113 |
+
transform = np.eye(4)
|
114 |
+
|
115 |
+
scene.apply_transform(transform)
|
116 |
scene.export(output_glb_path)
|
117 |
+
print(f"Exported modified GLB to {output_glb_path}")
|
|
|
118 |
return output_glb_path
|
119 |
+
|
120 |
except Exception as e:
|
121 |
+
print("Error modifying GLB:", e)
|
122 |
+
# ์คํจ ์ ์๋ณธ ๋ณต์ฌ
|
123 |
+
import shutil
|
124 |
+
|
125 |
+
shutil.copy(input_glb_path, output_glb_path)
|
126 |
+
print(f"Copied original GLB to {output_glb_path}")
|
127 |
+
return output_glb_path
|
128 |
+
|
|
|
|
|
|
|
|
|
129 |
|
130 |
+
# ------------------------------------------------------------------
|
131 |
+
# 3) Gradio์์ ํธ์ถํ ๋ฉ์ธ ํ์ดํ๋ผ์ธ
|
132 |
+
# ------------------------------------------------------------------
|
133 |
@spaces.GPU
|
134 |
def process_3d_model(input_3d, animation_type, animation_duration, fps):
|
135 |
+
"""
|
136 |
+
โ GLB ๋ณํ โ โก GIF ๋ ๋ โ โข ๋ฉํ๋ฐ์ดํฐ JSON ์ ์ฅ
|
137 |
+
"""
|
138 |
try:
|
139 |
+
base = os.path.splitext(os.path.basename(input_3d))[0]
|
140 |
+
animated_glb = os.path.join(LOG_PATH, f"animated_{base}.glb")
|
141 |
+
animated_gif = os.path.join(LOG_PATH, f"preview_{base}.gif")
|
142 |
+
json_path = os.path.join(LOG_PATH, f"metadata_{base}.json")
|
143 |
+
|
144 |
+
# 1) GLB ๋ณํ
|
145 |
+
modify_glb_file(input_3d, animated_glb, animation_type)
|
146 |
+
|
147 |
+
# 2) ์ค์ ๋ชจ๋ธ ๊ธฐ๋ฐ GIF
|
148 |
+
create_model_animation_gif(
|
149 |
+
animated_gif,
|
150 |
+
input_3d,
|
|
|
|
|
|
|
151 |
animation_type,
|
152 |
animation_duration,
|
153 |
+
fps,
|
154 |
)
|
155 |
+
|
156 |
+
# 3) ๋ฉํ๋ฐ์ดํฐ ๊ธฐ๋ก
|
157 |
+
metadata = dict(
|
158 |
+
animation_type=animation_type,
|
159 |
+
duration=animation_duration,
|
160 |
+
fps=fps,
|
161 |
+
original_model=os.path.basename(input_3d),
|
162 |
+
created_at=time.strftime("%Y-%m-%d %H:%M:%S"),
|
163 |
+
)
|
164 |
+
with open(json_path, "w") as f:
|
|
|
|
|
165 |
json.dump(metadata, f, indent=4)
|
166 |
+
|
167 |
+
return animated_glb, animated_gif, json_path
|
168 |
+
|
|
|
169 |
except Exception as e:
|
170 |
+
# ์น๋ช
์ ์ค๋ฅ ์: ์๋ณธ ๋ชจ๋ธ + ๋น GIF
|
171 |
+
print("Error in process_3d_model:", e)
|
172 |
+
fallback_gif = os.path.join(LOG_PATH, "error.gif")
|
173 |
+
Image.new("RGB", (640, 480), (255, 0, 0)).save(fallback_gif)
|
174 |
+
return input_3d, fallback_gif, None
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
175 |
|
176 |
+
|
177 |
+
# ------------------------------------------------------------------
|
178 |
+
# 4) Gradio UI
|
179 |
+
# ------------------------------------------------------------------
|
180 |
with gr.Blocks(title="GLB ์ ๋๋ฉ์ด์
์์ฑ๊ธฐ") as demo:
|
181 |
+
gr.Markdown(
|
182 |
+
"""
|
183 |
+
<h2><b>GLB ์ ๋๋ฉ์ด์
์์ฑ๊ธฐ - 3D ๋ชจ๋ธ ์์ง์ ํจ๊ณผ</b></h2>
|
184 |
+
์ ์ ์ธ 3D ๋ชจ๋ธ(GLB)์ ํ์ ยท๋ถ์ ยทํญ๋ฐ ๋ฑ ์ ๋๋ฉ์ด์
์ ์ ์ฉํฉ๋๋ค.
|
185 |
+
"""
|
186 |
+
)
|
187 |
+
|
|
|
|
|
|
|
|
|
|
|
188 |
with gr.Row():
|
189 |
with gr.Column():
|
190 |
+
input_3d = gr.Model3D(label="3D ๋ชจ๋ธ ์
๋ก๋ (GLB)")
|
191 |
+
animation_type = gr.Dropdown(
|
192 |
+
label="์ ๋๋ฉ์ด์
์ ํ",
|
193 |
+
choices=["rotate", "float", "explode", "assemble", "pulse", "swing"],
|
194 |
+
value="rotate",
|
195 |
+
)
|
196 |
+
animation_duration = gr.Slider(
|
197 |
+
label="์ ๋๋ฉ์ด์
๊ธธ์ด (์ด)", minimum=1.0, maximum=10.0, value=3.0, step=0.5
|
198 |
+
)
|
199 |
+
fps = gr.Slider(label="FPS", minimum=15, maximum=60, value=30, step=1)
|
200 |
+
submit_btn = gr.Button("์ ๋๋ฉ์ด์
์์ฑ")
|
201 |
+
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
202 |
with gr.Column():
|
203 |
+
output_3d = gr.Model3D(label="์ ๋๋ฉ์ด์
๋ GLB")
|
204 |
+
output_gif = gr.Image(label="๋ฏธ๋ฆฌ๋ณด๊ธฐ GIF")
|
205 |
+
output_json = gr.File(label="๋ฉํ๋ฐ์ดํฐ JSON")
|
206 |
+
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
207 |
submit_btn.click(
|
208 |
fn=process_3d_model,
|
209 |
inputs=[input_3d, animation_type, animation_duration, fps],
|
210 |
+
outputs=[output_3d, output_gif, output_json],
|
211 |
)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
212 |
|
213 |
+
# ์์ GLB ํด๋๊ฐ ์๋ค๋ฉด ์๋ ๋ฑ๋ก
|
214 |
+
example_glbs = [[f] for f in glob.glob("./data/demo_glb/*.glb")]
|
215 |
+
if example_glbs:
|
216 |
+
gr.Examples(examples=example_glbs, inputs=[input_3d])
|
217 |
+
|
218 |
+
# ------------------------------------------------------------------
|
219 |
+
# 5) ์ฑ ์คํ
|
220 |
+
# ------------------------------------------------------------------
|
221 |
if __name__ == "__main__":
|
222 |
+
demo.launch(server_name="0.0.0.0", server_port=7860)
|