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Running on Zero
Running on Zero
Update app.py
Browse files
app.py
CHANGED
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@@ -9,9 +9,11 @@ from diffusers import FlowMatchEulerDiscreteScheduler
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from qwenimage.pipeline_qwenimage_edit_plus import QwenImageEditPlusPipeline
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from qwenimage.transformer_qwenimage import QwenImageTransformer2DModel
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from qwenimage.qwen_fa3_processor import QwenDoubleStreamAttnProcessorFA3
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from gradio.themes import Soft
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from gradio.themes.utils import colors, fonts, sizes
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colors.orange_red = colors.Color(
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name="orange_red",
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c50="#FFF0E5",
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@@ -80,10 +82,11 @@ class OrangeRedTheme(Soft):
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orange_red_theme = OrangeRedTheme()
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MAX_SEED = np.iinfo(np.int32).max
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dtype = torch.bfloat16
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device = "cuda" if torch.cuda.is_available() else "cpu"
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-
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pipe = QwenImageEditPlusPipeline.from_pretrained(
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"Qwen/Qwen-Image-Edit-2511",
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transformer=QwenImageTransformer2DModel.from_pretrained(
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@@ -93,7 +96,6 @@ pipe = QwenImageEditPlusPipeline.from_pretrained(
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),
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torch_dtype=dtype
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).to(device)
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-
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try:
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pipe.transformer.set_attn_processor(QwenDoubleStreamAttnProcessorFA3())
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print("Flash Attention 3 Processor set successfully.")
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@@ -107,7 +109,6 @@ ADAPTER_SPECS = {
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"adapter_name": "multi-angle-lighting"
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},
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}
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-
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loaded = False
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AZIMUTH_MAP = {
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@@ -127,12 +128,19 @@ ELEVATION_MAP = {
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90: "Above"
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}
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def snap_to_nearest(value, options):
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return min(options, key=lambda x: abs(x - value))
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def build_lighting_prompt(azimuth: float, elevation: float) -> str:
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azimuth_snapped = snap_to_nearest(azimuth, list(AZIMUTH_MAP.keys()))
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elevation_snapped = snap_to_nearest(elevation, list(ELEVATION_MAP.keys()))
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if elevation_snapped == 0:
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return f"Light source from the {AZIMUTH_MAP[azimuth_snapped]}"
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else:
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@@ -151,6 +159,8 @@ def infer_lighting_edit(
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width: int = 1024,
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):
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global loaded
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if not loaded:
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pipe.load_lora_weights(
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ADAPTER_SPECS["Multi-Angle-Lighting"]["repo"],
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@@ -159,20 +169,15 @@ def infer_lighting_edit(
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)
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pipe.set_adapters([ADAPTER_SPECS["Multi-Angle-Lighting"]["adapter_name"]], adapter_weights=[1.0])
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loaded = True
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-
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prompt = build_lighting_prompt(azimuth, elevation)
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print(f"Generated Prompt: {prompt}")
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-
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if randomize_seed:
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seed = random.randint(0, MAX_SEED)
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-
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generator = torch.Generator(device=device).manual_seed(seed)
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-
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if image is None:
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raise gr.Error("Please upload an image first.")
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-
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pil_image = image.convert("RGB") if isinstance(image, Image.Image) else Image.open(image).convert("RGB")
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result = pipe(
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image=[pil_image],
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prompt=prompt,
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@@ -183,7 +188,6 @@ def infer_lighting_edit(
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guidance_scale=guidance_scale,
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num_images_per_prompt=1,
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).images[0]
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return result, seed, prompt
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def update_dimensions_on_upload(image):
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@@ -202,61 +206,76 @@ def update_dimensions_on_upload(image):
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new_height = (new_height // 8) * 8
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return new_width, new_height
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class LightingControl3D(gr.HTML):
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def __init__(self, value=None, imageUrl=None, **kwargs):
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if value is None:
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value = {"azimuth": 0, "elevation": 0}
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-
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html_template = """
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<div id="lighting-control-wrapper" style="width: 100%; height: 450px; position: relative; background: #1a1a1a; border-radius: 12px; overflow: hidden;">
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<div id="prompt-overlay" style="position: absolute; bottom: 10px; left: 50%; transform: translateX(-50%); background: rgba(0,0,0,0.8); padding: 8px 16px; border-radius: 8px; font-family: monospace; font-size: 12px; color: #00ff88; white-space: nowrap; z-index: 10;"></div>
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</div>
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"""
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-
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js_on_load = """
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(() => {
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const wrapper = element.querySelector('#lighting-control-wrapper');
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const promptOverlay = element.querySelector('#prompt-overlay');
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-
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const initScene = () => {
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if (typeof THREE === 'undefined') {
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setTimeout(initScene, 100);
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return;
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}
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-
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const scene = new THREE.Scene();
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scene.background = new THREE.Color(0x1a1a1a);
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-
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const camera = new THREE.PerspectiveCamera(50, wrapper.clientWidth / wrapper.clientHeight, 0.1, 1000);
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camera.position.set(5, 3
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camera.lookAt(0, 0.
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const renderer = new THREE.WebGLRenderer({ antialias: true });
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renderer.setSize(wrapper.clientWidth, wrapper.clientHeight);
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renderer.setPixelRatio(Math.min(window.devicePixelRatio, 2));
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renderer.shadowMap.enabled = true;
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renderer.shadowMap.type = THREE.PCFSoftShadowMap;
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wrapper.insertBefore(renderer.domElement, promptOverlay);
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-
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const ground = new THREE.Mesh(
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new THREE.PlaneGeometry(
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new THREE.ShadowMaterial({ opacity: 0.
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);
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ground.rotation.x = -Math.PI / 2;
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ground.position.y =
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ground.receiveShadow = true;
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scene.add(ground);
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let azimuthAngle = props.value?.azimuth || 0;
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let elevationAngle = props.value?.elevation || 0;
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-
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const azimuthSteps = [0, 45, 90, 135, 180, 225, 270, 315];
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const elevationSteps = [-90, 0, 90];
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const azimuthNames = {
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@@ -265,11 +284,12 @@ class LightingControl3D(gr.HTML):
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270: 'Left', 315: 'Left Front'
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};
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const elevationNames = { '-90': 'Below', '0': '', '90': 'Above' };
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-
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function snapToNearest(value, steps) {
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return steps.reduce((prev, curr) => Math.abs(curr - value) < Math.abs(prev - value) ? curr : prev);
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}
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-
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function createPlaceholderTexture() {
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const canvas = document.createElement('canvas');
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canvas.width = 256;
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ctx.stroke();
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return new THREE.CanvasTexture(canvas);
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}
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-
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let currentTexture = createPlaceholderTexture();
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const planeMaterial = new THREE.MeshStandardMaterial({
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-
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side: THREE.DoubleSide,
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roughness: 0.6,
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metalness: 0.05
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});
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let targetPlane = new THREE.Mesh(new THREE.PlaneGeometry(1.5, 1.5), planeMaterial);
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targetPlane.position.copy(CENTER);
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targetPlane.receiveShadow = true;
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scene.add(targetPlane);
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-
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function updateTextureFromUrl(url) {
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if (!url) {
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planeMaterial.map = createPlaceholderTexture();
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planeMaterial.needsUpdate = true;
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return;
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}
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const loader = new THREE.TextureLoader();
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loader.crossOrigin = 'anonymous';
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loader.load(url, (texture) => {
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texture.magFilter = THREE.LinearFilter;
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planeMaterial.map = texture;
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planeMaterial.needsUpdate = true;
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const img = texture.image;
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if (img && img.width && img.height) {
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const aspect = img.width / img.height;
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const maxSize = 1.
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let planeWidth
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planeHeight = maxSize;
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planeWidth = maxSize * aspect;
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}
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targetPlane.receiveShadow = true;
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scene.add(targetPlane);
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}
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});
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}
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if (props.imageUrl) {
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updateTextureFromUrl(props.imageUrl);
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}
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//
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const
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//
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const
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// Simple barn doors (red)
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const doorMat = softboxMat;
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const topDoor = new THREE.Mesh(new THREE.BoxGeometry(1.8, 0.4, 0.04), doorMat);
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topDoor.position.set(0, 0.6, 0.13);
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topDoor.rotation.x = THREE.MathUtils.degToRad(110);
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softboxGroup.add(topDoor);
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const bottomDoor = new THREE.Mesh(new THREE.BoxGeometry(1.8, 0.4, 0.04), doorMat);
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bottomDoor.position.set(0, -0.6, 0.13);
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bottomDoor.rotation.x = THREE.MathUtils.degToRad(-110);
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softboxGroup.add(bottomDoor);
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softboxGroup.position.set(0, 0, 0);
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scene.add(softboxGroup);
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// SpotLight for stronger cast shadow
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const spotLight = new THREE.SpotLight(0xffffff, 12, 12, Math.PI / 3.5, 0.4, 1.5);
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spotLight.position.set(0, 0, 0.15);
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spotLight.castShadow = true;
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spotLight.shadow.mapSize.width =
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spotLight.shadow.mapSize.height =
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spotLight.shadow.camera.near = 0.
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spotLight.shadow.camera.far =
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spotLight.shadow.bias = -0.
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const lightTarget = new THREE.Object3D();
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lightTarget.position.copy(CENTER);
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scene.add(lightTarget);
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spotLight.target = lightTarget;
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const azimuthRing = new THREE.Mesh(
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new THREE.TorusGeometry(
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new THREE.MeshStandardMaterial({ color:
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);
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azimuthRing.rotation.x = Math.PI / 2;
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azimuthRing.position.y = 0.05;
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scene.add(azimuthRing);
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const azimuthHandle = new THREE.Mesh(
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new THREE.SphereGeometry(0.
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new THREE.MeshStandardMaterial({ color:
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);
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azimuthHandle.userData.type = 'azimuth';
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scene.add(azimuthHandle);
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const elevationArc = new THREE.Mesh(
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new THREE.
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new THREE.MeshStandardMaterial({ color:
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);
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elevationArc.rotation.z = Math.PI / 2;
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elevationArc.position.set(-1.0, CENTER.y, 0);
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scene.add(elevationArc);
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const elevationHandle = new THREE.Mesh(
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new THREE.SphereGeometry(0.
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new THREE.MeshStandardMaterial({ color:
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);
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elevationHandle.userData.type = 'elevation';
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scene.add(elevationHandle);
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//
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const
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azimuthAngle = 0;
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elevationAngle = 0;
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updatePositions();
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updatePropsAndTrigger();
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});
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-
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function updatePositions() {
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const azRad = THREE.MathUtils.degToRad(azimuthAngle);
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const elRad = THREE.MathUtils.degToRad(elevationAngle);
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const lightX =
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const lightY =
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const lightZ =
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azimuthHandle.position.set(
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elevationHandle.position.set(-
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const azSnap = snapToNearest(azimuthAngle, azimuthSteps);
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const elSnap = snapToNearest(elevationAngle, elevationSteps);
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let
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if (elSnap !== 0) {
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} else {
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}
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promptOverlay.textContent =
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}
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function updatePropsAndTrigger() {
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const azSnap = snapToNearest(azimuthAngle, azimuthSteps);
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const elSnap = snapToNearest(elevationAngle, elevationSteps);
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props.value = { azimuth: azSnap, elevation: elSnap };
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trigger('change', props.value);
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}
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const raycaster = new THREE.Raycaster();
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const mouse = new THREE.Vector2();
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let isDragging = false;
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let dragTarget = null;
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const canvas = renderer.domElement;
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canvas.addEventListener('mousedown', (e) => {
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const rect = canvas.getBoundingClientRect();
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mouse.x = ((e.clientX - rect.left) / rect.width) * 2 - 1;
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mouse.y = -((e.clientY - rect.top) / rect.height) * 2 + 1;
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raycaster.setFromCamera(mouse, camera);
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const intersects = raycaster.intersectObjects([azimuthHandle, elevationHandle]);
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if (intersects.length > 0) {
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isDragging = true;
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dragTarget = intersects[0].object;
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dragTarget.material.emissiveIntensity = 1.
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dragTarget.scale.setScalar(1.
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canvas.style.cursor = 'grabbing';
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}
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});
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canvas.addEventListener('mousemove', (e) => {
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const rect = canvas.getBoundingClientRect();
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mouse.x = ((e.clientX - rect.left) / rect.width) * 2 - 1;
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mouse.y = -((e.clientY - rect.top) / rect.height) * 2 + 1;
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if (isDragging && dragTarget) {
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raycaster.setFromCamera(mouse, camera);
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if (dragTarget.userData.type === 'azimuth') {
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const plane = new THREE.Plane(new THREE.Vector3(0, 1, 0), -0.05);
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if (raycaster.ray.intersectPlane(plane,
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raycaster.ray.intersectPlane(plane, intersect);
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azimuthAngle = THREE.MathUtils.radToDeg(Math.atan2(intersect.x, intersect.z));
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if (azimuthAngle < 0) azimuthAngle += 360;
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}
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} else if (dragTarget.userData.type === 'elevation') {
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const plane = new THREE.Plane(new THREE.Vector3(1, 0, 0), -
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if (raycaster.ray.intersectPlane(plane,
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const
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const relY = intersect.y - CENTER.y;
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const relZ = intersect.z;
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elevationAngle = THREE.MathUtils.clamp(THREE.MathUtils.radToDeg(Math.atan2(relY, relZ)), -90, 90);
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| 542 |
}
|
| 543 |
}
|
|
@@ -546,43 +574,44 @@ class LightingControl3D(gr.HTML):
|
|
| 546 |
raycaster.setFromCamera(mouse, camera);
|
| 547 |
const intersects = raycaster.intersectObjects([azimuthHandle, elevationHandle]);
|
| 548 |
[azimuthHandle, elevationHandle].forEach(h => {
|
| 549 |
-
h.material.emissiveIntensity = 0.
|
| 550 |
h.scale.setScalar(1);
|
| 551 |
});
|
| 552 |
if (intersects.length > 0) {
|
| 553 |
-
intersects[0].object.material.emissiveIntensity =
|
| 554 |
-
intersects[0].object.scale.setScalar(1.
|
| 555 |
canvas.style.cursor = 'grab';
|
| 556 |
} else {
|
| 557 |
canvas.style.cursor = 'default';
|
| 558 |
}
|
| 559 |
}
|
| 560 |
});
|
| 561 |
-
|
| 562 |
const onMouseUp = () => {
|
| 563 |
if (dragTarget) {
|
| 564 |
-
dragTarget.material.emissiveIntensity = 0.
|
| 565 |
dragTarget.scale.setScalar(1);
|
| 566 |
-
|
|
|
|
| 567 |
const targetAz = snapToNearest(azimuthAngle, azimuthSteps);
|
| 568 |
const targetEl = snapToNearest(elevationAngle, elevationSteps);
|
| 569 |
-
|
| 570 |
const startAz = azimuthAngle, startEl = elevationAngle;
|
| 571 |
const startTime = Date.now();
|
| 572 |
-
|
| 573 |
function animateSnap() {
|
| 574 |
const t = Math.min((Date.now() - startTime) / 200, 1);
|
| 575 |
const ease = 1 - Math.pow(1 - t, 3);
|
| 576 |
-
|
| 577 |
let azDiff = targetAz - startAz;
|
| 578 |
if (azDiff > 180) azDiff -= 360;
|
| 579 |
if (azDiff < -180) azDiff += 360;
|
| 580 |
azimuthAngle = startAz + azDiff * ease;
|
| 581 |
if (azimuthAngle < 0) azimuthAngle += 360;
|
| 582 |
if (azimuthAngle >= 360) azimuthAngle -= 360;
|
| 583 |
-
|
| 584 |
elevationAngle = startEl + (targetEl - startEl) * ease;
|
| 585 |
-
|
| 586 |
updatePositions();
|
| 587 |
if (t < 1) requestAnimationFrame(animateSnap);
|
| 588 |
else updatePropsAndTrigger();
|
|
@@ -593,75 +622,83 @@ class LightingControl3D(gr.HTML):
|
|
| 593 |
dragTarget = null;
|
| 594 |
canvas.style.cursor = 'default';
|
| 595 |
};
|
| 596 |
-
|
| 597 |
canvas.addEventListener('mouseup', onMouseUp);
|
| 598 |
canvas.addEventListener('mouseleave', onMouseUp);
|
| 599 |
-
|
| 600 |
-
// Touch events (simplified)
|
| 601 |
canvas.addEventListener('touchstart', (e) => {
|
| 602 |
e.preventDefault();
|
| 603 |
const touch = e.touches[0];
|
| 604 |
const rect = canvas.getBoundingClientRect();
|
| 605 |
mouse.x = ((touch.clientX - rect.left) / rect.width) * 2 - 1;
|
| 606 |
mouse.y = -((touch.clientY - rect.top) / rect.height) * 2 + 1;
|
| 607 |
-
|
| 608 |
raycaster.setFromCamera(mouse, camera);
|
| 609 |
const intersects = raycaster.intersectObjects([azimuthHandle, elevationHandle]);
|
| 610 |
-
|
| 611 |
if (intersects.length > 0) {
|
| 612 |
isDragging = true;
|
| 613 |
dragTarget = intersects[0].object;
|
| 614 |
-
dragTarget.material.emissiveIntensity = 1.
|
| 615 |
-
dragTarget.scale.setScalar(1.
|
|
|
|
| 616 |
}
|
| 617 |
}, { passive: false });
|
| 618 |
-
|
| 619 |
canvas.addEventListener('touchmove', (e) => {
|
| 620 |
e.preventDefault();
|
| 621 |
const touch = e.touches[0];
|
| 622 |
const rect = canvas.getBoundingClientRect();
|
| 623 |
mouse.x = ((touch.clientX - rect.left) / rect.width) * 2 - 1;
|
| 624 |
mouse.y = -((touch.clientY - rect.top) / rect.height) * 2 + 1;
|
| 625 |
-
|
| 626 |
if (isDragging && dragTarget) {
|
| 627 |
raycaster.setFromCamera(mouse, camera);
|
| 628 |
-
// same logic as mousemove...
|
| 629 |
if (dragTarget.userData.type === 'azimuth') {
|
| 630 |
const plane = new THREE.Plane(new THREE.Vector3(0, 1, 0), -0.05);
|
| 631 |
-
|
| 632 |
-
|
| 633 |
-
azimuthAngle = THREE.MathUtils.radToDeg(Math.atan2(intersect.x, intersect.z));
|
| 634 |
if (azimuthAngle < 0) azimuthAngle += 360;
|
| 635 |
}
|
| 636 |
} else if (dragTarget.userData.type === 'elevation') {
|
| 637 |
-
const plane = new THREE.Plane(new THREE.Vector3(1, 0, 0), -
|
| 638 |
-
|
| 639 |
-
|
| 640 |
-
const
|
| 641 |
-
const relZ = intersect.z;
|
| 642 |
elevationAngle = THREE.MathUtils.clamp(THREE.MathUtils.radToDeg(Math.atan2(relY, relZ)), -90, 90);
|
| 643 |
}
|
| 644 |
}
|
| 645 |
updatePositions();
|
| 646 |
}
|
| 647 |
}, { passive: false });
|
| 648 |
-
|
| 649 |
-
canvas.addEventListener('touchend',
|
| 650 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 651 |
updatePositions();
|
| 652 |
-
|
|
|
|
| 653 |
function render() {
|
| 654 |
requestAnimationFrame(render);
|
| 655 |
renderer.render(scene, camera);
|
| 656 |
}
|
| 657 |
render();
|
| 658 |
-
|
|
|
|
| 659 |
new ResizeObserver(() => {
|
| 660 |
camera.aspect = wrapper.clientWidth / wrapper.clientHeight;
|
| 661 |
camera.updateProjectionMatrix();
|
| 662 |
renderer.setSize(wrapper.clientWidth, wrapper.clientHeight);
|
| 663 |
}).observe(wrapper);
|
| 664 |
-
|
|
|
|
| 665 |
wrapper._updateFromProps = (newVal) => {
|
| 666 |
if (newVal && typeof newVal === 'object') {
|
| 667 |
azimuthAngle = newVal.azimuth ?? azimuthAngle;
|
|
@@ -669,9 +706,10 @@ class LightingControl3D(gr.HTML):
|
|
| 669 |
updatePositions();
|
| 670 |
}
|
| 671 |
};
|
| 672 |
-
|
| 673 |
wrapper._updateTexture = updateTextureFromUrl;
|
| 674 |
-
|
|
|
|
| 675 |
let lastImageUrl = props.imageUrl;
|
| 676 |
let lastValue = JSON.stringify(props.value);
|
| 677 |
setInterval(() => {
|
|
@@ -690,11 +728,11 @@ class LightingControl3D(gr.HTML):
|
|
| 690 |
}
|
| 691 |
}, 100);
|
| 692 |
};
|
| 693 |
-
|
| 694 |
initScene();
|
| 695 |
})();
|
| 696 |
"""
|
| 697 |
-
|
| 698 |
super().__init__(
|
| 699 |
value=value,
|
| 700 |
html_template=html_template,
|
|
@@ -703,6 +741,8 @@ class LightingControl3D(gr.HTML):
|
|
| 703 |
**kwargs
|
| 704 |
)
|
| 705 |
|
|
|
|
|
|
|
| 706 |
css = '''
|
| 707 |
#col-container { max-width: 1200px; margin: 0 auto; }
|
| 708 |
.dark .progress-text { color: white !important; }
|
|
@@ -710,25 +750,25 @@ css = '''
|
|
| 710 |
.slider-row { display: flex; gap: 10px; align-items: center; }
|
| 711 |
#main-title h1 {font-size: 2.4em !important;}
|
| 712 |
'''
|
| 713 |
-
|
| 714 |
with gr.Blocks(css=css) as demo:
|
| 715 |
gr.Markdown("# **Qwen-Image-Edit-2511-3D-Lighting-Control**", elem_id="main-title")
|
| 716 |
gr.Markdown("Control lighting directions using the **3D viewport** or **sliders**. Use [Multi-Angle-Lighting](https://huggingface.co/dx8152/Qwen-Edit-2509-Multi-Angle-Lighting) LoRA for precise lighting control, paired with [Rapid-AIO-V19](https://huggingface.co/prithivMLmods/Qwen-Image-Edit-Rapid-AIO-V19).")
|
|
|
|
| 717 |
with gr.Row():
|
| 718 |
with gr.Column(scale=1):
|
| 719 |
image = gr.Image(label="Input Image", type="pil", height=300)
|
| 720 |
-
|
| 721 |
gr.Markdown("### 3D Lighting Control")
|
| 722 |
-
gr.Markdown("*Drag the handles: 🟡 Azimuth (
|
| 723 |
-
|
| 724 |
lighting_3d = LightingControl3D(
|
| 725 |
value={"azimuth": 0, "elevation": 0},
|
| 726 |
elem_id="lighting-3d-control"
|
| 727 |
)
|
| 728 |
run_btn = gr.Button("Generate Image", variant="primary", size="lg")
|
| 729 |
-
|
| 730 |
gr.Markdown("### Slider Controls")
|
| 731 |
-
|
| 732 |
azimuth_slider = gr.Slider(
|
| 733 |
label="Azimuth (Horizontal Rotation)",
|
| 734 |
minimum=0,
|
|
@@ -737,7 +777,7 @@ with gr.Blocks(css=css) as demo:
|
|
| 737 |
value=0,
|
| 738 |
info="0°=front, 90°=right, 180°=rear, 270°=left"
|
| 739 |
)
|
| 740 |
-
|
| 741 |
elevation_slider = gr.Slider(
|
| 742 |
label="Elevation (Vertical Angle)",
|
| 743 |
minimum=-90,
|
|
@@ -746,6 +786,7 @@ with gr.Blocks(css=css) as demo:
|
|
| 746 |
value=0,
|
| 747 |
info="-90°=from below, 0°=horizontal, 90°=from above"
|
| 748 |
)
|
|
|
|
| 749 |
with gr.Row():
|
| 750 |
prompt_preview = gr.Textbox(
|
| 751 |
label="Generated Prompt",
|
|
@@ -753,10 +794,10 @@ with gr.Blocks(css=css) as demo:
|
|
| 753 |
interactive=True,
|
| 754 |
lines=1,
|
| 755 |
)
|
| 756 |
-
|
| 757 |
with gr.Column(scale=1):
|
| 758 |
result = gr.Image(label="Output Image", height=500)
|
| 759 |
-
|
| 760 |
with gr.Accordion("Advanced Settings", open=False):
|
| 761 |
seed = gr.Slider(label="Seed", minimum=0, maximum=MAX_SEED, step=1, value=0)
|
| 762 |
randomize_seed = gr.Checkbox(label="Randomize Seed", value=True)
|
|
@@ -764,23 +805,27 @@ with gr.Blocks(css=css) as demo:
|
|
| 764 |
num_inference_steps = gr.Slider(label="Inference Steps", minimum=1, maximum=20, step=1, value=4)
|
| 765 |
height = gr.Slider(label="Height", minimum=256, maximum=2048, step=8, value=1024)
|
| 766 |
width = gr.Slider(label="Width", minimum=256, maximum=2048, step=8, value=1024)
|
| 767 |
-
|
| 768 |
def update_prompt_from_sliders(azimuth, elevation):
|
|
|
|
| 769 |
prompt = build_lighting_prompt(azimuth, elevation)
|
| 770 |
return prompt
|
| 771 |
-
|
| 772 |
def sync_3d_to_sliders(lighting_value):
|
|
|
|
| 773 |
if lighting_value and isinstance(lighting_value, dict):
|
| 774 |
az = lighting_value.get('azimuth', 0)
|
| 775 |
el = lighting_value.get('elevation', 0)
|
| 776 |
prompt = build_lighting_prompt(az, el)
|
| 777 |
return az, el, prompt
|
| 778 |
return gr.update(), gr.update(), gr.update()
|
| 779 |
-
|
| 780 |
def sync_sliders_to_3d(azimuth, elevation):
|
|
|
|
| 781 |
return {"azimuth": azimuth, "elevation": elevation}
|
| 782 |
-
|
| 783 |
def update_3d_image(image):
|
|
|
|
| 784 |
if image is None:
|
| 785 |
return gr.update(imageUrl=None)
|
| 786 |
import base64
|
|
@@ -790,33 +835,33 @@ with gr.Blocks(css=css) as demo:
|
|
| 790 |
img_str = base64.b64encode(buffered.getvalue()).decode()
|
| 791 |
data_url = f"data:image/png;base64,{img_str}"
|
| 792 |
return gr.update(imageUrl=data_url)
|
| 793 |
-
|
| 794 |
for slider in [azimuth_slider, elevation_slider]:
|
| 795 |
slider.change(
|
| 796 |
fn=update_prompt_from_sliders,
|
| 797 |
inputs=[azimuth_slider, elevation_slider],
|
| 798 |
outputs=[prompt_preview]
|
| 799 |
)
|
| 800 |
-
|
| 801 |
lighting_3d.change(
|
| 802 |
fn=sync_3d_to_sliders,
|
| 803 |
inputs=[lighting_3d],
|
| 804 |
outputs=[azimuth_slider, elevation_slider, prompt_preview]
|
| 805 |
)
|
| 806 |
-
|
| 807 |
for slider in [azimuth_slider, elevation_slider]:
|
| 808 |
slider.release(
|
| 809 |
fn=sync_sliders_to_3d,
|
| 810 |
inputs=[azimuth_slider, elevation_slider],
|
| 811 |
outputs=[lighting_3d]
|
| 812 |
)
|
| 813 |
-
|
| 814 |
run_btn.click(
|
| 815 |
fn=infer_lighting_edit,
|
| 816 |
inputs=[image, azimuth_slider, elevation_slider, seed, randomize_seed, guidance_scale, num_inference_steps, height, width],
|
| 817 |
outputs=[result, seed, prompt_preview]
|
| 818 |
)
|
| 819 |
-
|
| 820 |
image.upload(
|
| 821 |
fn=update_dimensions_on_upload,
|
| 822 |
inputs=[image],
|
|
@@ -826,12 +871,12 @@ with gr.Blocks(css=css) as demo:
|
|
| 826 |
inputs=[image],
|
| 827 |
outputs=[lighting_3d]
|
| 828 |
)
|
| 829 |
-
|
| 830 |
image.clear(
|
| 831 |
fn=lambda: gr.update(imageUrl=None),
|
| 832 |
outputs=[lighting_3d]
|
| 833 |
)
|
| 834 |
-
|
| 835 |
if __name__ == "__main__":
|
| 836 |
head = '<script src="https://cdnjs.cloudflare.com/ajax/libs/three.js/r128/three.min.js"></script>'
|
| 837 |
css = '.fillable{max-width: 1200px !important}'
|
|
|
|
| 9 |
from qwenimage.pipeline_qwenimage_edit_plus import QwenImageEditPlusPipeline
|
| 10 |
from qwenimage.transformer_qwenimage import QwenImageTransformer2DModel
|
| 11 |
from qwenimage.qwen_fa3_processor import QwenDoubleStreamAttnProcessorFA3
|
| 12 |
+
|
| 13 |
from gradio.themes import Soft
|
| 14 |
from gradio.themes.utils import colors, fonts, sizes
|
| 15 |
|
| 16 |
+
# --- Theme Configuration ---
|
| 17 |
colors.orange_red = colors.Color(
|
| 18 |
name="orange_red",
|
| 19 |
c50="#FFF0E5",
|
|
|
|
| 82 |
|
| 83 |
orange_red_theme = OrangeRedTheme()
|
| 84 |
|
| 85 |
+
# --- Global Constants & Model Setup ---
|
| 86 |
MAX_SEED = np.iinfo(np.int32).max
|
| 87 |
+
|
| 88 |
dtype = torch.bfloat16
|
| 89 |
device = "cuda" if torch.cuda.is_available() else "cpu"
|
|
|
|
| 90 |
pipe = QwenImageEditPlusPipeline.from_pretrained(
|
| 91 |
"Qwen/Qwen-Image-Edit-2511",
|
| 92 |
transformer=QwenImageTransformer2DModel.from_pretrained(
|
|
|
|
| 96 |
),
|
| 97 |
torch_dtype=dtype
|
| 98 |
).to(device)
|
|
|
|
| 99 |
try:
|
| 100 |
pipe.transformer.set_attn_processor(QwenDoubleStreamAttnProcessorFA3())
|
| 101 |
print("Flash Attention 3 Processor set successfully.")
|
|
|
|
| 109 |
"adapter_name": "multi-angle-lighting"
|
| 110 |
},
|
| 111 |
}
|
|
|
|
| 112 |
loaded = False
|
| 113 |
|
| 114 |
AZIMUTH_MAP = {
|
|
|
|
| 128 |
90: "Above"
|
| 129 |
}
|
| 130 |
|
| 131 |
+
# --- Helper Functions ---
|
| 132 |
+
|
| 133 |
def snap_to_nearest(value, options):
|
| 134 |
+
"""Snap a value to the nearest option in a list."""
|
| 135 |
return min(options, key=lambda x: abs(x - value))
|
| 136 |
|
| 137 |
def build_lighting_prompt(azimuth: float, elevation: float) -> str:
|
| 138 |
+
"""
|
| 139 |
+
Build a lighting prompt from azimuth and elevation values.
|
| 140 |
+
"""
|
| 141 |
azimuth_snapped = snap_to_nearest(azimuth, list(AZIMUTH_MAP.keys()))
|
| 142 |
elevation_snapped = snap_to_nearest(elevation, list(ELEVATION_MAP.keys()))
|
| 143 |
+
|
| 144 |
if elevation_snapped == 0:
|
| 145 |
return f"Light source from the {AZIMUTH_MAP[azimuth_snapped]}"
|
| 146 |
else:
|
|
|
|
| 159 |
width: int = 1024,
|
| 160 |
):
|
| 161 |
global loaded
|
| 162 |
+
progress = gr.Progress(track_tqdm=True)
|
| 163 |
+
|
| 164 |
if not loaded:
|
| 165 |
pipe.load_lora_weights(
|
| 166 |
ADAPTER_SPECS["Multi-Angle-Lighting"]["repo"],
|
|
|
|
| 169 |
)
|
| 170 |
pipe.set_adapters([ADAPTER_SPECS["Multi-Angle-Lighting"]["adapter_name"]], adapter_weights=[1.0])
|
| 171 |
loaded = True
|
| 172 |
+
|
| 173 |
prompt = build_lighting_prompt(azimuth, elevation)
|
| 174 |
print(f"Generated Prompt: {prompt}")
|
|
|
|
| 175 |
if randomize_seed:
|
| 176 |
seed = random.randint(0, MAX_SEED)
|
|
|
|
| 177 |
generator = torch.Generator(device=device).manual_seed(seed)
|
|
|
|
| 178 |
if image is None:
|
| 179 |
raise gr.Error("Please upload an image first.")
|
|
|
|
| 180 |
pil_image = image.convert("RGB") if isinstance(image, Image.Image) else Image.open(image).convert("RGB")
|
|
|
|
| 181 |
result = pipe(
|
| 182 |
image=[pil_image],
|
| 183 |
prompt=prompt,
|
|
|
|
| 188 |
guidance_scale=guidance_scale,
|
| 189 |
num_images_per_prompt=1,
|
| 190 |
).images[0]
|
|
|
|
| 191 |
return result, seed, prompt
|
| 192 |
|
| 193 |
def update_dimensions_on_upload(image):
|
|
|
|
| 206 |
new_height = (new_height // 8) * 8
|
| 207 |
return new_width, new_height
|
| 208 |
|
| 209 |
+
# --- Custom 3D Component ---
|
| 210 |
+
|
| 211 |
class LightingControl3D(gr.HTML):
|
| 212 |
+
"""
|
| 213 |
+
A 3D lighting control component using Three.js.
|
| 214 |
+
"""
|
| 215 |
def __init__(self, value=None, imageUrl=None, **kwargs):
|
| 216 |
if value is None:
|
| 217 |
value = {"azimuth": 0, "elevation": 0}
|
| 218 |
+
|
| 219 |
html_template = """
|
| 220 |
<div id="lighting-control-wrapper" style="width: 100%; height: 450px; position: relative; background: #1a1a1a; border-radius: 12px; overflow: hidden;">
|
| 221 |
<div id="prompt-overlay" style="position: absolute; bottom: 10px; left: 50%; transform: translateX(-50%); background: rgba(0,0,0,0.8); padding: 8px 16px; border-radius: 8px; font-family: monospace; font-size: 12px; color: #00ff88; white-space: nowrap; z-index: 10;"></div>
|
| 222 |
</div>
|
| 223 |
"""
|
| 224 |
+
|
| 225 |
js_on_load = """
|
| 226 |
(() => {
|
| 227 |
const wrapper = element.querySelector('#lighting-control-wrapper');
|
| 228 |
const promptOverlay = element.querySelector('#prompt-overlay');
|
| 229 |
+
|
| 230 |
+
// Wait for THREE to load
|
| 231 |
const initScene = () => {
|
| 232 |
if (typeof THREE === 'undefined') {
|
| 233 |
setTimeout(initScene, 100);
|
| 234 |
return;
|
| 235 |
}
|
| 236 |
+
|
| 237 |
+
// Scene setup
|
| 238 |
const scene = new THREE.Scene();
|
| 239 |
scene.background = new THREE.Color(0x1a1a1a);
|
| 240 |
+
|
| 241 |
const camera = new THREE.PerspectiveCamera(50, wrapper.clientWidth / wrapper.clientHeight, 0.1, 1000);
|
| 242 |
+
camera.position.set(4.5, 3, 4.5);
|
| 243 |
+
camera.lookAt(0, 0.75, 0);
|
| 244 |
+
|
| 245 |
const renderer = new THREE.WebGLRenderer({ antialias: true });
|
| 246 |
renderer.setSize(wrapper.clientWidth, wrapper.clientHeight);
|
| 247 |
renderer.setPixelRatio(Math.min(window.devicePixelRatio, 2));
|
| 248 |
renderer.shadowMap.enabled = true;
|
| 249 |
renderer.shadowMap.type = THREE.PCFSoftShadowMap;
|
| 250 |
wrapper.insertBefore(renderer.domElement, promptOverlay);
|
| 251 |
+
|
| 252 |
+
// Lighting (Ambient)
|
| 253 |
+
scene.add(new THREE.AmbientLight(0xffffff, 0.1));
|
| 254 |
+
|
| 255 |
+
// Ground plane for shadows
|
| 256 |
const ground = new THREE.Mesh(
|
| 257 |
+
new THREE.PlaneGeometry(10, 10),
|
| 258 |
+
new THREE.ShadowMaterial({ opacity: 0.3 })
|
| 259 |
);
|
| 260 |
ground.rotation.x = -Math.PI / 2;
|
| 261 |
+
ground.position.y = 0;
|
| 262 |
ground.receiveShadow = true;
|
| 263 |
scene.add(ground);
|
| 264 |
+
|
| 265 |
+
// Grid
|
| 266 |
+
scene.add(new THREE.GridHelper(8, 16, 0x333333, 0x222222));
|
| 267 |
+
|
| 268 |
+
// Constants
|
| 269 |
+
const CENTER = new THREE.Vector3(0, 0.75, 0);
|
| 270 |
+
const BASE_DISTANCE = 2.5;
|
| 271 |
+
const AZIMUTH_RADIUS = 2.4;
|
| 272 |
+
const ELEVATION_RADIUS = 1.8;
|
| 273 |
+
|
| 274 |
+
// State
|
| 275 |
let azimuthAngle = props.value?.azimuth || 0;
|
| 276 |
let elevationAngle = props.value?.elevation || 0;
|
| 277 |
+
|
| 278 |
+
// Mappings
|
| 279 |
const azimuthSteps = [0, 45, 90, 135, 180, 225, 270, 315];
|
| 280 |
const elevationSteps = [-90, 0, 90];
|
| 281 |
const azimuthNames = {
|
|
|
|
| 284 |
270: 'Left', 315: 'Left Front'
|
| 285 |
};
|
| 286 |
const elevationNames = { '-90': 'Below', '0': '', '90': 'Above' };
|
| 287 |
+
|
| 288 |
function snapToNearest(value, steps) {
|
| 289 |
return steps.reduce((prev, curr) => Math.abs(curr - value) < Math.abs(prev - value) ? curr : prev);
|
| 290 |
}
|
| 291 |
+
|
| 292 |
+
// Create placeholder texture (smiley face)
|
| 293 |
function createPlaceholderTexture() {
|
| 294 |
const canvas = document.createElement('canvas');
|
| 295 |
canvas.width = 256;
|
|
|
|
| 313 |
ctx.stroke();
|
| 314 |
return new THREE.CanvasTexture(canvas);
|
| 315 |
}
|
| 316 |
+
|
| 317 |
+
// Target image plane
|
| 318 |
let currentTexture = createPlaceholderTexture();
|
| 319 |
+
const planeMaterial = new THREE.MeshStandardMaterial({ map: currentTexture, side: THREE.DoubleSide, roughness: 0.5, metalness: 0 });
|
| 320 |
+
let targetPlane = new THREE.Mesh(new THREE.PlaneGeometry(1.2, 1.2), planeMaterial);
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 321 |
targetPlane.position.copy(CENTER);
|
| 322 |
targetPlane.receiveShadow = true;
|
| 323 |
scene.add(targetPlane);
|
| 324 |
+
|
| 325 |
+
// Function to update texture from image URL
|
| 326 |
function updateTextureFromUrl(url) {
|
| 327 |
if (!url) {
|
| 328 |
planeMaterial.map = createPlaceholderTexture();
|
| 329 |
planeMaterial.needsUpdate = true;
|
| 330 |
+
scene.remove(targetPlane);
|
| 331 |
+
targetPlane = new THREE.Mesh(new THREE.PlaneGeometry(1.2, 1.2), planeMaterial);
|
| 332 |
+
targetPlane.position.copy(CENTER);
|
| 333 |
+
targetPlane.receiveShadow = true;
|
| 334 |
+
scene.add(targetPlane);
|
| 335 |
return;
|
| 336 |
}
|
| 337 |
+
|
| 338 |
const loader = new THREE.TextureLoader();
|
| 339 |
loader.crossOrigin = 'anonymous';
|
| 340 |
loader.load(url, (texture) => {
|
|
|
|
| 342 |
texture.magFilter = THREE.LinearFilter;
|
| 343 |
planeMaterial.map = texture;
|
| 344 |
planeMaterial.needsUpdate = true;
|
| 345 |
+
|
| 346 |
const img = texture.image;
|
| 347 |
if (img && img.width && img.height) {
|
| 348 |
const aspect = img.width / img.height;
|
| 349 |
+
const maxSize = 1.5;
|
| 350 |
+
let planeWidth, planeHeight;
|
| 351 |
+
if (aspect > 1) {
|
| 352 |
+
planeWidth = maxSize;
|
| 353 |
+
planeHeight = maxSize / aspect;
|
| 354 |
+
} else {
|
| 355 |
planeHeight = maxSize;
|
| 356 |
planeWidth = maxSize * aspect;
|
| 357 |
}
|
|
|
|
| 364 |
targetPlane.receiveShadow = true;
|
| 365 |
scene.add(targetPlane);
|
| 366 |
}
|
| 367 |
+
}, undefined, (err) => {
|
| 368 |
+
console.error('Failed to load texture:', err);
|
| 369 |
});
|
| 370 |
}
|
| 371 |
+
|
| 372 |
if (props.imageUrl) {
|
| 373 |
updateTextureFromUrl(props.imageUrl);
|
| 374 |
}
|
| 375 |
+
|
| 376 |
+
// --- LIGHT MODEL REDESIGN (Softbox) ---
|
| 377 |
+
const lightGroup = new THREE.Group();
|
| 378 |
+
|
| 379 |
+
// Box Geometry for Softbox
|
| 380 |
+
const sbGeometry = new THREE.BoxGeometry(0.6, 0.6, 0.3);
|
| 381 |
+
|
| 382 |
+
// Materials: Red body, White light face
|
| 383 |
+
const sbMatRed = new THREE.MeshStandardMaterial({ color: 0xff0000, roughness: 0.5 });
|
| 384 |
+
const sbMatWhite = new THREE.MeshStandardMaterial({ color: 0xffffff, emissive: 0xffffff, emissiveIntensity: 2 });
|
| 385 |
+
|
| 386 |
+
// In Three.js, Face 4 is +Z. When we lookAt(), +Z points to target.
|
| 387 |
+
// 0:+x, 1:-x, 2:+y, 3:-y, 4:+z, 5:-z
|
| 388 |
+
const sbMaterials = [
|
| 389 |
+
sbMatRed, // Right
|
| 390 |
+
sbMatRed, // Left
|
| 391 |
+
sbMatRed, // Top
|
| 392 |
+
sbMatRed, // Bottom
|
| 393 |
+
sbMatWhite, // Front (Light Face)
|
| 394 |
+
sbMatRed // Back
|
| 395 |
+
];
|
| 396 |
+
|
| 397 |
+
const softbox = new THREE.Mesh(sbGeometry, sbMaterials);
|
| 398 |
+
lightGroup.add(softbox);
|
| 399 |
+
|
| 400 |
+
// Actual SpotLight source
|
| 401 |
+
const spotLight = new THREE.SpotLight(0xffffff, 10, 10, Math.PI / 3, 1, 1);
|
| 402 |
+
spotLight.position.set(0, 0, 0.1); // Slightly in front of the box center
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 403 |
spotLight.castShadow = true;
|
| 404 |
+
spotLight.shadow.mapSize.width = 1024;
|
| 405 |
+
spotLight.shadow.mapSize.height = 1024;
|
| 406 |
+
spotLight.shadow.camera.near = 0.5;
|
| 407 |
+
spotLight.shadow.camera.far = 500;
|
| 408 |
+
spotLight.shadow.bias = -0.005;
|
| 409 |
+
lightGroup.add(spotLight);
|
| 410 |
+
|
| 411 |
const lightTarget = new THREE.Object3D();
|
| 412 |
lightTarget.position.copy(CENTER);
|
| 413 |
scene.add(lightTarget);
|
| 414 |
spotLight.target = lightTarget;
|
| 415 |
+
|
| 416 |
+
scene.add(lightGroup);
|
| 417 |
+
|
| 418 |
+
// --- HANDLES REDESIGN ---
|
| 419 |
+
|
| 420 |
+
// YELLOW: Azimuth ring
|
| 421 |
const azimuthRing = new THREE.Mesh(
|
| 422 |
+
new THREE.TorusGeometry(AZIMUTH_RADIUS, 0.04, 16, 64),
|
| 423 |
+
new THREE.MeshStandardMaterial({ color: 0xffff00, emissive: 0xffff00, emissiveIntensity: 0.3 })
|
| 424 |
);
|
| 425 |
azimuthRing.rotation.x = Math.PI / 2;
|
| 426 |
azimuthRing.position.y = 0.05;
|
| 427 |
scene.add(azimuthRing);
|
| 428 |
+
|
| 429 |
const azimuthHandle = new THREE.Mesh(
|
| 430 |
+
new THREE.SphereGeometry(0.18, 16, 16),
|
| 431 |
+
new THREE.MeshStandardMaterial({ color: 0xffff00, emissive: 0xffff00, emissiveIntensity: 0.5 })
|
| 432 |
);
|
| 433 |
azimuthHandle.userData.type = 'azimuth';
|
| 434 |
scene.add(azimuthHandle);
|
| 435 |
+
|
| 436 |
+
// BLUE: Elevation arc
|
| 437 |
+
const arcPoints = [];
|
| 438 |
+
for (let i = 0; i <= 32; i++) {
|
| 439 |
+
const angle = THREE.MathUtils.degToRad(-90 + (180 * i / 32));
|
| 440 |
+
arcPoints.push(new THREE.Vector3(-0.8, ELEVATION_RADIUS * Math.sin(angle) + CENTER.y, ELEVATION_RADIUS * Math.cos(angle)));
|
| 441 |
+
}
|
| 442 |
+
const arcCurve = new THREE.CatmullRomCurve3(arcPoints);
|
| 443 |
const elevationArc = new THREE.Mesh(
|
| 444 |
+
new THREE.TubeGeometry(arcCurve, 32, 0.04, 8, false),
|
| 445 |
+
new THREE.MeshStandardMaterial({ color: 0x0000ff, emissive: 0x0000ff, emissiveIntensity: 0.3 })
|
| 446 |
);
|
|
|
|
|
|
|
| 447 |
scene.add(elevationArc);
|
| 448 |
+
|
| 449 |
const elevationHandle = new THREE.Mesh(
|
| 450 |
+
new THREE.SphereGeometry(0.18, 16, 16),
|
| 451 |
+
new THREE.MeshStandardMaterial({ color: 0x0000ff, emissive: 0x0000ff, emissiveIntensity: 0.5 })
|
| 452 |
);
|
| 453 |
elevationHandle.userData.type = 'elevation';
|
| 454 |
scene.add(elevationHandle);
|
| 455 |
+
|
| 456 |
+
// --- RESET BUTTON REDESIGN ---
|
| 457 |
+
const refreshBtn = document.createElement('button');
|
| 458 |
+
refreshBtn.innerHTML = 'Reset View';
|
| 459 |
+
refreshBtn.style.position = 'absolute';
|
| 460 |
+
refreshBtn.style.top = '15px';
|
| 461 |
+
refreshBtn.style.right = '15px';
|
| 462 |
+
refreshBtn.style.background = 'rgba(255, 255, 255, 0.9)';
|
| 463 |
+
refreshBtn.style.border = 'none';
|
| 464 |
+
refreshBtn.style.borderRadius = '20px'; // Pill shape
|
| 465 |
+
refreshBtn.style.padding = '8px 16px';
|
| 466 |
+
refreshBtn.style.fontFamily = 'sans-serif';
|
| 467 |
+
refreshBtn.style.fontWeight = 'bold';
|
| 468 |
+
refreshBtn.style.fontSize = '12px';
|
| 469 |
+
refreshBtn.style.color = '#333';
|
| 470 |
+
refreshBtn.style.cursor = 'pointer';
|
| 471 |
+
refreshBtn.style.zIndex = '20';
|
| 472 |
+
refreshBtn.style.boxShadow = '0 2px 5px rgba(0,0,0,0.3)';
|
| 473 |
+
refreshBtn.style.transition = 'background 0.2s';
|
| 474 |
+
|
| 475 |
+
refreshBtn.onmouseover = () => { refreshBtn.style.background = '#ffffff'; };
|
| 476 |
+
refreshBtn.onmouseout = () => { refreshBtn.style.background = 'rgba(255, 255, 255, 0.9)'; };
|
| 477 |
+
|
| 478 |
+
wrapper.appendChild(refreshBtn);
|
| 479 |
+
|
| 480 |
+
refreshBtn.addEventListener('click', () => {
|
| 481 |
azimuthAngle = 0;
|
| 482 |
elevationAngle = 0;
|
| 483 |
updatePositions();
|
| 484 |
updatePropsAndTrigger();
|
| 485 |
});
|
| 486 |
+
|
| 487 |
function updatePositions() {
|
| 488 |
+
const distance = BASE_DISTANCE;
|
| 489 |
const azRad = THREE.MathUtils.degToRad(azimuthAngle);
|
| 490 |
const elRad = THREE.MathUtils.degToRad(elevationAngle);
|
| 491 |
+
|
| 492 |
+
const lightX = distance * Math.sin(azRad) * Math.cos(elRad);
|
| 493 |
+
const lightY = distance * Math.sin(elRad) + CENTER.y;
|
| 494 |
+
const lightZ = distance * Math.cos(azRad) * Math.cos(elRad);
|
| 495 |
+
|
| 496 |
+
lightGroup.position.set(lightX, lightY, lightZ);
|
| 497 |
+
lightGroup.lookAt(CENTER);
|
| 498 |
+
|
| 499 |
+
azimuthHandle.position.set(AZIMUTH_RADIUS * Math.sin(azRad), 0.05, AZIMUTH_RADIUS * Math.cos(azRad));
|
| 500 |
+
elevationHandle.position.set(-0.8, ELEVATION_RADIUS * Math.sin(elRad) + CENTER.y, ELEVATION_RADIUS * Math.cos(elRad));
|
| 501 |
+
|
| 502 |
+
// Update prompt
|
| 503 |
const azSnap = snapToNearest(azimuthAngle, azimuthSteps);
|
| 504 |
const elSnap = snapToNearest(elevationAngle, elevationSteps);
|
| 505 |
+
let prompt = 'Light source from';
|
| 506 |
if (elSnap !== 0) {
|
| 507 |
+
prompt += ' ' + elevationNames[String(elSnap)];
|
| 508 |
} else {
|
| 509 |
+
prompt += ' the ' + azimuthNames[azSnap];
|
| 510 |
}
|
| 511 |
+
promptOverlay.textContent = prompt;
|
| 512 |
}
|
| 513 |
+
|
| 514 |
function updatePropsAndTrigger() {
|
| 515 |
const azSnap = snapToNearest(azimuthAngle, azimuthSteps);
|
| 516 |
const elSnap = snapToNearest(elevationAngle, elevationSteps);
|
| 517 |
+
|
| 518 |
props.value = { azimuth: azSnap, elevation: elSnap };
|
| 519 |
trigger('change', props.value);
|
| 520 |
}
|
| 521 |
+
|
| 522 |
+
// Raycasting
|
| 523 |
const raycaster = new THREE.Raycaster();
|
| 524 |
const mouse = new THREE.Vector2();
|
| 525 |
let isDragging = false;
|
| 526 |
let dragTarget = null;
|
| 527 |
+
let dragStartMouse = new THREE.Vector2();
|
| 528 |
+
const intersection = new THREE.Vector3();
|
| 529 |
+
|
| 530 |
const canvas = renderer.domElement;
|
| 531 |
+
|
| 532 |
canvas.addEventListener('mousedown', (e) => {
|
| 533 |
const rect = canvas.getBoundingClientRect();
|
| 534 |
mouse.x = ((e.clientX - rect.left) / rect.width) * 2 - 1;
|
| 535 |
mouse.y = -((e.clientY - rect.top) / rect.height) * 2 + 1;
|
| 536 |
+
|
| 537 |
raycaster.setFromCamera(mouse, camera);
|
| 538 |
const intersects = raycaster.intersectObjects([azimuthHandle, elevationHandle]);
|
| 539 |
+
|
| 540 |
if (intersects.length > 0) {
|
| 541 |
isDragging = true;
|
| 542 |
dragTarget = intersects[0].object;
|
| 543 |
+
dragTarget.material.emissiveIntensity = 1.0;
|
| 544 |
+
dragTarget.scale.setScalar(1.3);
|
| 545 |
+
dragStartMouse.copy(mouse);
|
| 546 |
canvas.style.cursor = 'grabbing';
|
| 547 |
}
|
| 548 |
});
|
| 549 |
+
|
| 550 |
canvas.addEventListener('mousemove', (e) => {
|
| 551 |
const rect = canvas.getBoundingClientRect();
|
| 552 |
mouse.x = ((e.clientX - rect.left) / rect.width) * 2 - 1;
|
| 553 |
mouse.y = -((e.clientY - rect.top) / rect.height) * 2 + 1;
|
| 554 |
+
|
| 555 |
if (isDragging && dragTarget) {
|
| 556 |
raycaster.setFromCamera(mouse, camera);
|
| 557 |
+
|
| 558 |
if (dragTarget.userData.type === 'azimuth') {
|
| 559 |
const plane = new THREE.Plane(new THREE.Vector3(0, 1, 0), -0.05);
|
| 560 |
+
if (raycaster.ray.intersectPlane(plane, intersection)) {
|
| 561 |
+
azimuthAngle = THREE.MathUtils.radToDeg(Math.atan2(intersection.x, intersection.z));
|
|
|
|
|
|
|
| 562 |
if (azimuthAngle < 0) azimuthAngle += 360;
|
| 563 |
}
|
| 564 |
} else if (dragTarget.userData.type === 'elevation') {
|
| 565 |
+
const plane = new THREE.Plane(new THREE.Vector3(1, 0, 0), -0.8);
|
| 566 |
+
if (raycaster.ray.intersectPlane(plane, intersection)) {
|
| 567 |
+
const relY = intersection.y - CENTER.y;
|
| 568 |
+
const relZ = intersection.z;
|
|
|
|
|
|
|
| 569 |
elevationAngle = THREE.MathUtils.clamp(THREE.MathUtils.radToDeg(Math.atan2(relY, relZ)), -90, 90);
|
| 570 |
}
|
| 571 |
}
|
|
|
|
| 574 |
raycaster.setFromCamera(mouse, camera);
|
| 575 |
const intersects = raycaster.intersectObjects([azimuthHandle, elevationHandle]);
|
| 576 |
[azimuthHandle, elevationHandle].forEach(h => {
|
| 577 |
+
h.material.emissiveIntensity = 0.5;
|
| 578 |
h.scale.setScalar(1);
|
| 579 |
});
|
| 580 |
if (intersects.length > 0) {
|
| 581 |
+
intersects[0].object.material.emissiveIntensity = 0.8;
|
| 582 |
+
intersects[0].object.scale.setScalar(1.1);
|
| 583 |
canvas.style.cursor = 'grab';
|
| 584 |
} else {
|
| 585 |
canvas.style.cursor = 'default';
|
| 586 |
}
|
| 587 |
}
|
| 588 |
});
|
| 589 |
+
|
| 590 |
const onMouseUp = () => {
|
| 591 |
if (dragTarget) {
|
| 592 |
+
dragTarget.material.emissiveIntensity = 0.5;
|
| 593 |
dragTarget.scale.setScalar(1);
|
| 594 |
+
|
| 595 |
+
// Snap and animate
|
| 596 |
const targetAz = snapToNearest(azimuthAngle, azimuthSteps);
|
| 597 |
const targetEl = snapToNearest(elevationAngle, elevationSteps);
|
| 598 |
+
|
| 599 |
const startAz = azimuthAngle, startEl = elevationAngle;
|
| 600 |
const startTime = Date.now();
|
| 601 |
+
|
| 602 |
function animateSnap() {
|
| 603 |
const t = Math.min((Date.now() - startTime) / 200, 1);
|
| 604 |
const ease = 1 - Math.pow(1 - t, 3);
|
| 605 |
+
|
| 606 |
let azDiff = targetAz - startAz;
|
| 607 |
if (azDiff > 180) azDiff -= 360;
|
| 608 |
if (azDiff < -180) azDiff += 360;
|
| 609 |
azimuthAngle = startAz + azDiff * ease;
|
| 610 |
if (azimuthAngle < 0) azimuthAngle += 360;
|
| 611 |
if (azimuthAngle >= 360) azimuthAngle -= 360;
|
| 612 |
+
|
| 613 |
elevationAngle = startEl + (targetEl - startEl) * ease;
|
| 614 |
+
|
| 615 |
updatePositions();
|
| 616 |
if (t < 1) requestAnimationFrame(animateSnap);
|
| 617 |
else updatePropsAndTrigger();
|
|
|
|
| 622 |
dragTarget = null;
|
| 623 |
canvas.style.cursor = 'default';
|
| 624 |
};
|
| 625 |
+
|
| 626 |
canvas.addEventListener('mouseup', onMouseUp);
|
| 627 |
canvas.addEventListener('mouseleave', onMouseUp);
|
| 628 |
+
// Touch support
|
|
|
|
| 629 |
canvas.addEventListener('touchstart', (e) => {
|
| 630 |
e.preventDefault();
|
| 631 |
const touch = e.touches[0];
|
| 632 |
const rect = canvas.getBoundingClientRect();
|
| 633 |
mouse.x = ((touch.clientX - rect.left) / rect.width) * 2 - 1;
|
| 634 |
mouse.y = -((touch.clientY - rect.top) / rect.height) * 2 + 1;
|
| 635 |
+
|
| 636 |
raycaster.setFromCamera(mouse, camera);
|
| 637 |
const intersects = raycaster.intersectObjects([azimuthHandle, elevationHandle]);
|
| 638 |
+
|
| 639 |
if (intersects.length > 0) {
|
| 640 |
isDragging = true;
|
| 641 |
dragTarget = intersects[0].object;
|
| 642 |
+
dragTarget.material.emissiveIntensity = 1.0;
|
| 643 |
+
dragTarget.scale.setScalar(1.3);
|
| 644 |
+
dragStartMouse.copy(mouse);
|
| 645 |
}
|
| 646 |
}, { passive: false });
|
| 647 |
+
|
| 648 |
canvas.addEventListener('touchmove', (e) => {
|
| 649 |
e.preventDefault();
|
| 650 |
const touch = e.touches[0];
|
| 651 |
const rect = canvas.getBoundingClientRect();
|
| 652 |
mouse.x = ((touch.clientX - rect.left) / rect.width) * 2 - 1;
|
| 653 |
mouse.y = -((touch.clientY - rect.top) / rect.height) * 2 + 1;
|
| 654 |
+
|
| 655 |
if (isDragging && dragTarget) {
|
| 656 |
raycaster.setFromCamera(mouse, camera);
|
|
|
|
| 657 |
if (dragTarget.userData.type === 'azimuth') {
|
| 658 |
const plane = new THREE.Plane(new THREE.Vector3(0, 1, 0), -0.05);
|
| 659 |
+
if (raycaster.ray.intersectPlane(plane, intersection)) {
|
| 660 |
+
azimuthAngle = THREE.MathUtils.radToDeg(Math.atan2(intersection.x, intersection.z));
|
|
|
|
| 661 |
if (azimuthAngle < 0) azimuthAngle += 360;
|
| 662 |
}
|
| 663 |
} else if (dragTarget.userData.type === 'elevation') {
|
| 664 |
+
const plane = new THREE.Plane(new THREE.Vector3(1, 0, 0), -0.8);
|
| 665 |
+
if (raycaster.ray.intersectPlane(plane, intersection)) {
|
| 666 |
+
const relY = intersection.y - CENTER.y;
|
| 667 |
+
const relZ = intersection.z;
|
|
|
|
| 668 |
elevationAngle = THREE.MathUtils.clamp(THREE.MathUtils.radToDeg(Math.atan2(relY, relZ)), -90, 90);
|
| 669 |
}
|
| 670 |
}
|
| 671 |
updatePositions();
|
| 672 |
}
|
| 673 |
}, { passive: false });
|
| 674 |
+
|
| 675 |
+
canvas.addEventListener('touchend', (e) => {
|
| 676 |
+
e.preventDefault();
|
| 677 |
+
onMouseUp();
|
| 678 |
+
}, { passive: false });
|
| 679 |
+
canvas.addEventListener('touchcancel', (e) => {
|
| 680 |
+
e.preventDefault();
|
| 681 |
+
onMouseUp();
|
| 682 |
+
}, { passive: false });
|
| 683 |
+
|
| 684 |
+
// Initial update
|
| 685 |
updatePositions();
|
| 686 |
+
|
| 687 |
+
// Render loop
|
| 688 |
function render() {
|
| 689 |
requestAnimationFrame(render);
|
| 690 |
renderer.render(scene, camera);
|
| 691 |
}
|
| 692 |
render();
|
| 693 |
+
|
| 694 |
+
// Handle resize
|
| 695 |
new ResizeObserver(() => {
|
| 696 |
camera.aspect = wrapper.clientWidth / wrapper.clientHeight;
|
| 697 |
camera.updateProjectionMatrix();
|
| 698 |
renderer.setSize(wrapper.clientWidth, wrapper.clientHeight);
|
| 699 |
}).observe(wrapper);
|
| 700 |
+
|
| 701 |
+
// Store update functions for external calls
|
| 702 |
wrapper._updateFromProps = (newVal) => {
|
| 703 |
if (newVal && typeof newVal === 'object') {
|
| 704 |
azimuthAngle = newVal.azimuth ?? azimuthAngle;
|
|
|
|
| 706 |
updatePositions();
|
| 707 |
}
|
| 708 |
};
|
| 709 |
+
|
| 710 |
wrapper._updateTexture = updateTextureFromUrl;
|
| 711 |
+
|
| 712 |
+
// Watch for prop changes
|
| 713 |
let lastImageUrl = props.imageUrl;
|
| 714 |
let lastValue = JSON.stringify(props.value);
|
| 715 |
setInterval(() => {
|
|
|
|
| 728 |
}
|
| 729 |
}, 100);
|
| 730 |
};
|
| 731 |
+
|
| 732 |
initScene();
|
| 733 |
})();
|
| 734 |
"""
|
| 735 |
+
|
| 736 |
super().__init__(
|
| 737 |
value=value,
|
| 738 |
html_template=html_template,
|
|
|
|
| 741 |
**kwargs
|
| 742 |
)
|
| 743 |
|
| 744 |
+
# --- Gradio UI Layout ---
|
| 745 |
+
|
| 746 |
css = '''
|
| 747 |
#col-container { max-width: 1200px; margin: 0 auto; }
|
| 748 |
.dark .progress-text { color: white !important; }
|
|
|
|
| 750 |
.slider-row { display: flex; gap: 10px; align-items: center; }
|
| 751 |
#main-title h1 {font-size: 2.4em !important;}
|
| 752 |
'''
|
|
|
|
| 753 |
with gr.Blocks(css=css) as demo:
|
| 754 |
gr.Markdown("# **Qwen-Image-Edit-2511-3D-Lighting-Control**", elem_id="main-title")
|
| 755 |
gr.Markdown("Control lighting directions using the **3D viewport** or **sliders**. Use [Multi-Angle-Lighting](https://huggingface.co/dx8152/Qwen-Edit-2509-Multi-Angle-Lighting) LoRA for precise lighting control, paired with [Rapid-AIO-V19](https://huggingface.co/prithivMLmods/Qwen-Image-Edit-Rapid-AIO-V19).")
|
| 756 |
+
|
| 757 |
with gr.Row():
|
| 758 |
with gr.Column(scale=1):
|
| 759 |
image = gr.Image(label="Input Image", type="pil", height=300)
|
| 760 |
+
|
| 761 |
gr.Markdown("### 3D Lighting Control")
|
| 762 |
+
gr.Markdown("*Drag the colored handles: 🟡 Azimuth (Direction), 🔵 Elevation (Height)*")
|
| 763 |
+
|
| 764 |
lighting_3d = LightingControl3D(
|
| 765 |
value={"azimuth": 0, "elevation": 0},
|
| 766 |
elem_id="lighting-3d-control"
|
| 767 |
)
|
| 768 |
run_btn = gr.Button("Generate Image", variant="primary", size="lg")
|
| 769 |
+
|
| 770 |
gr.Markdown("### Slider Controls")
|
| 771 |
+
|
| 772 |
azimuth_slider = gr.Slider(
|
| 773 |
label="Azimuth (Horizontal Rotation)",
|
| 774 |
minimum=0,
|
|
|
|
| 777 |
value=0,
|
| 778 |
info="0°=front, 90°=right, 180°=rear, 270°=left"
|
| 779 |
)
|
| 780 |
+
|
| 781 |
elevation_slider = gr.Slider(
|
| 782 |
label="Elevation (Vertical Angle)",
|
| 783 |
minimum=-90,
|
|
|
|
| 786 |
value=0,
|
| 787 |
info="-90°=from below, 0°=horizontal, 90°=from above"
|
| 788 |
)
|
| 789 |
+
|
| 790 |
with gr.Row():
|
| 791 |
prompt_preview = gr.Textbox(
|
| 792 |
label="Generated Prompt",
|
|
|
|
| 794 |
interactive=True,
|
| 795 |
lines=1,
|
| 796 |
)
|
| 797 |
+
|
| 798 |
with gr.Column(scale=1):
|
| 799 |
result = gr.Image(label="Output Image", height=500)
|
| 800 |
+
|
| 801 |
with gr.Accordion("Advanced Settings", open=False):
|
| 802 |
seed = gr.Slider(label="Seed", minimum=0, maximum=MAX_SEED, step=1, value=0)
|
| 803 |
randomize_seed = gr.Checkbox(label="Randomize Seed", value=True)
|
|
|
|
| 805 |
num_inference_steps = gr.Slider(label="Inference Steps", minimum=1, maximum=20, step=1, value=4)
|
| 806 |
height = gr.Slider(label="Height", minimum=256, maximum=2048, step=8, value=1024)
|
| 807 |
width = gr.Slider(label="Width", minimum=256, maximum=2048, step=8, value=1024)
|
| 808 |
+
|
| 809 |
def update_prompt_from_sliders(azimuth, elevation):
|
| 810 |
+
"""Update prompt preview when sliders change."""
|
| 811 |
prompt = build_lighting_prompt(azimuth, elevation)
|
| 812 |
return prompt
|
| 813 |
+
|
| 814 |
def sync_3d_to_sliders(lighting_value):
|
| 815 |
+
"""Sync 3D control changes to sliders."""
|
| 816 |
if lighting_value and isinstance(lighting_value, dict):
|
| 817 |
az = lighting_value.get('azimuth', 0)
|
| 818 |
el = lighting_value.get('elevation', 0)
|
| 819 |
prompt = build_lighting_prompt(az, el)
|
| 820 |
return az, el, prompt
|
| 821 |
return gr.update(), gr.update(), gr.update()
|
| 822 |
+
|
| 823 |
def sync_sliders_to_3d(azimuth, elevation):
|
| 824 |
+
"""Sync slider changes to 3D control."""
|
| 825 |
return {"azimuth": azimuth, "elevation": elevation}
|
| 826 |
+
|
| 827 |
def update_3d_image(image):
|
| 828 |
+
"""Update the 3D component with the uploaded image."""
|
| 829 |
if image is None:
|
| 830 |
return gr.update(imageUrl=None)
|
| 831 |
import base64
|
|
|
|
| 835 |
img_str = base64.b64encode(buffered.getvalue()).decode()
|
| 836 |
data_url = f"data:image/png;base64,{img_str}"
|
| 837 |
return gr.update(imageUrl=data_url)
|
| 838 |
+
|
| 839 |
for slider in [azimuth_slider, elevation_slider]:
|
| 840 |
slider.change(
|
| 841 |
fn=update_prompt_from_sliders,
|
| 842 |
inputs=[azimuth_slider, elevation_slider],
|
| 843 |
outputs=[prompt_preview]
|
| 844 |
)
|
| 845 |
+
|
| 846 |
lighting_3d.change(
|
| 847 |
fn=sync_3d_to_sliders,
|
| 848 |
inputs=[lighting_3d],
|
| 849 |
outputs=[azimuth_slider, elevation_slider, prompt_preview]
|
| 850 |
)
|
| 851 |
+
|
| 852 |
for slider in [azimuth_slider, elevation_slider]:
|
| 853 |
slider.release(
|
| 854 |
fn=sync_sliders_to_3d,
|
| 855 |
inputs=[azimuth_slider, elevation_slider],
|
| 856 |
outputs=[lighting_3d]
|
| 857 |
)
|
| 858 |
+
|
| 859 |
run_btn.click(
|
| 860 |
fn=infer_lighting_edit,
|
| 861 |
inputs=[image, azimuth_slider, elevation_slider, seed, randomize_seed, guidance_scale, num_inference_steps, height, width],
|
| 862 |
outputs=[result, seed, prompt_preview]
|
| 863 |
)
|
| 864 |
+
|
| 865 |
image.upload(
|
| 866 |
fn=update_dimensions_on_upload,
|
| 867 |
inputs=[image],
|
|
|
|
| 871 |
inputs=[image],
|
| 872 |
outputs=[lighting_3d]
|
| 873 |
)
|
| 874 |
+
|
| 875 |
image.clear(
|
| 876 |
fn=lambda: gr.update(imageUrl=None),
|
| 877 |
outputs=[lighting_3d]
|
| 878 |
)
|
| 879 |
+
|
| 880 |
if __name__ == "__main__":
|
| 881 |
head = '<script src="https://cdnjs.cloudflare.com/ajax/libs/three.js/r128/three.min.js"></script>'
|
| 882 |
css = '.fillable{max-width: 1200px !important}'
|