import gradio as gr import numpy as np import random import torch import spaces from PIL import Image from diffusers import FlowMatchEulerDiscreteScheduler, QwenImageEditPlusPipeline #from qwenimage.pipeline_qwenimage_edit_plus import QwenImageEditPlusPipeline #from qwenimage.transformer_qwenimage import QwenImageTransformer2DModel MAX_SEED = np.iinfo(np.int32).max # --- Model Loading --- dtype = torch.bfloat16 device = "cuda" if torch.cuda.is_available() else "cpu" pipe = QwenImageEditPlusPipeline.from_pretrained( "Qwen/Qwen-Image-Edit-2511", torch_dtype=dtype ).to(device) # Load the lightning LoRA for fast inference pipe.load_lora_weights( "lightx2v/Qwen-Image-Edit-2511-Lightning", weight_name="Qwen-Image-Edit-2511-Lightning-4steps-V1.0-bf16.safetensors", adapter_name="lightning" ) # Load the multi-angles LoRA pipe.load_lora_weights( "fal/Qwen-Image-Edit-2511-Multiple-Angles-LoRA", weight_name="qwen-image-edit-2511-multiple-angles-lora.safetensors", adapter_name="angles" ) pipe.set_adapters(["lightning", "angles"], adapter_weights=[1.0, 1.0]) # --- Prompt Building --- # Azimuth mappings (8 positions) AZIMUTH_MAP = { 0: "front view", 45: "front-right quarter view", 90: "right side view", 135: "back-right quarter view", 180: "back view", 225: "back-left quarter view", 270: "left side view", 315: "front-left quarter view" } # Elevation mappings (4 positions) ELEVATION_MAP = { -30: "low-angle shot", 0: "eye-level shot", 30: "elevated shot", 60: "high-angle shot" } # Distance mappings (3 positions) DISTANCE_MAP = { 0.6: "close-up", 1.0: "medium shot", 1.8: "wide shot" } def snap_to_nearest(value, options): """Snap a value to the nearest option in a list.""" return min(options, key=lambda x: abs(x - value)) def build_camera_prompt(azimuth: float, elevation: float, distance: float) -> str: """ Build a camera prompt from azimuth, elevation, and distance values. Args: azimuth: Horizontal rotation in degrees (0-360) elevation: Vertical angle in degrees (-30 to 60) distance: Distance factor (0.6 to 1.8) Returns: Formatted prompt string for the LoRA """ # Snap to nearest valid values azimuth_snapped = snap_to_nearest(azimuth, list(AZIMUTH_MAP.keys())) elevation_snapped = snap_to_nearest(elevation, list(ELEVATION_MAP.keys())) distance_snapped = snap_to_nearest(distance, list(DISTANCE_MAP.keys())) azimuth_name = AZIMUTH_MAP[azimuth_snapped] elevation_name = ELEVATION_MAP[elevation_snapped] distance_name = DISTANCE_MAP[distance_snapped] return f" {azimuth_name} {elevation_name} {distance_name}" @spaces.GPU def infer_camera_edit( image: Image.Image, azimuth: float = 0.0, elevation: float = 0.0, distance: float = 1.0, seed: int = 0, randomize_seed: bool = True, guidance_scale: float = 1.0, num_inference_steps: int = 4, height: int = 1024, width: int = 1024, ): """ Edit the camera angle of an image using Qwen Image Edit 2511 with multi-angles LoRA. """ progress = gr.Progress(track_tqdm=True) prompt = build_camera_prompt(azimuth, elevation, distance) print(f"Generated Prompt: {prompt}") if randomize_seed: seed = random.randint(0, MAX_SEED) generator = torch.Generator(device=device).manual_seed(seed) if image is None: raise gr.Error("Please upload an image first.") pil_image = image.convert("RGB") if isinstance(image, Image.Image) else Image.open(image).convert("RGB") result = pipe( image=[pil_image], prompt=prompt, height=height if height != 0 else None, width=width if width != 0 else None, num_inference_steps=num_inference_steps, generator=generator, guidance_scale=guidance_scale, num_images_per_prompt=1, ).images[0] return result, seed, prompt def update_dimensions_on_upload(image): """Compute recommended dimensions preserving aspect ratio.""" if image is None: return 1024, 1024 original_width, original_height = image.size if original_width > original_height: new_width = 1024 aspect_ratio = original_height / original_width new_height = int(new_width * aspect_ratio) else: new_height = 1024 aspect_ratio = original_width / original_height new_width = int(new_height * aspect_ratio) new_width = (new_width // 8) * 8 new_height = (new_height // 8) * 8 return new_width, new_height # --- 3D Camera Control Component --- class CameraControl3D(gr.HTML): """ A 3D camera control component using Three.js. Outputs: { azimuth: number, elevation: number, distance: number } Accepts imageUrl prop to display user's uploaded image on the plane. """ def __init__(self, value=None, imageUrl=None, **kwargs): if value is None: value = {"azimuth": 0, "elevation": 0, "distance": 1.0} html_template = """
""" js_on_load = """ (() => { const wrapper = element.querySelector('#camera-control-wrapper'); const promptOverlay = element.querySelector('#prompt-overlay'); // Wait for THREE to load const initScene = () => { if (typeof THREE === 'undefined') { setTimeout(initScene, 100); return; } // Scene setup const scene = new THREE.Scene(); scene.background = new THREE.Color(0x1a1a1a); const camera = new THREE.PerspectiveCamera(50, wrapper.clientWidth / wrapper.clientHeight, 0.1, 1000); camera.position.set(4.5, 3, 4.5); camera.lookAt(0, 0.75, 0); const renderer = new THREE.WebGLRenderer({ antialias: true }); renderer.setSize(wrapper.clientWidth, wrapper.clientHeight); renderer.setPixelRatio(Math.min(window.devicePixelRatio, 2)); wrapper.insertBefore(renderer.domElement, promptOverlay); // Lighting scene.add(new THREE.AmbientLight(0xffffff, 0.6)); const dirLight = new THREE.DirectionalLight(0xffffff, 0.6); dirLight.position.set(5, 10, 5); scene.add(dirLight); // Grid scene.add(new THREE.GridHelper(8, 16, 0x333333, 0x222222)); // Constants - reduced distances for tighter framing const CENTER = new THREE.Vector3(0, 0.75, 0); const BASE_DISTANCE = 1.6; const AZIMUTH_RADIUS = 2.4; const ELEVATION_RADIUS = 1.8; // State let azimuthAngle = props.value?.azimuth || 0; let elevationAngle = props.value?.elevation || 0; let distanceFactor = props.value?.distance || 1.0; // Mappings - reduced wide shot multiplier const azimuthSteps = [0, 45, 90, 135, 180, 225, 270, 315]; const elevationSteps = [-30, 0, 30, 60]; const distanceSteps = [0.6, 1.0, 1.4]; const azimuthNames = { 0: 'front view', 45: 'front-right quarter view', 90: 'right side view', 135: 'back-right quarter view', 180: 'back view', 225: 'back-left quarter view', 270: 'left side view', 315: 'front-left quarter view' }; const elevationNames = { '-30': 'low-angle shot', '0': 'eye-level shot', '30': 'elevated shot', '60': 'high-angle shot' }; const distanceNames = { '0.6': 'close-up', '1': 'medium shot', '1.4': 'wide shot' }; function snapToNearest(value, steps) { return steps.reduce((prev, curr) => Math.abs(curr - value) < Math.abs(prev - value) ? curr : prev); } // Create placeholder texture (smiley face) function createPlaceholderTexture() { const canvas = document.createElement('canvas'); canvas.width = 256; canvas.height = 256; const ctx = canvas.getContext('2d'); ctx.fillStyle = '#3a3a4a'; ctx.fillRect(0, 0, 256, 256); ctx.fillStyle = '#ffcc99'; ctx.beginPath(); ctx.arc(128, 128, 80, 0, Math.PI * 2); ctx.fill(); ctx.fillStyle = '#333'; ctx.beginPath(); ctx.arc(100, 110, 10, 0, Math.PI * 2); ctx.arc(156, 110, 10, 0, Math.PI * 2); ctx.fill(); ctx.strokeStyle = '#333'; ctx.lineWidth = 3; ctx.beginPath(); ctx.arc(128, 130, 35, 0.2, Math.PI - 0.2); ctx.stroke(); return new THREE.CanvasTexture(canvas); } // Target image plane let currentTexture = createPlaceholderTexture(); const planeMaterial = new THREE.MeshBasicMaterial({ map: currentTexture, side: THREE.DoubleSide }); let targetPlane = new THREE.Mesh(new THREE.PlaneGeometry(1.2, 1.2), planeMaterial); targetPlane.position.copy(CENTER); scene.add(targetPlane); // Function to update texture from image URL function updateTextureFromUrl(url) { if (!url) { // Reset to placeholder planeMaterial.map = createPlaceholderTexture(); planeMaterial.needsUpdate = true; // Reset plane to square scene.remove(targetPlane); targetPlane = new THREE.Mesh(new THREE.PlaneGeometry(1.2, 1.2), planeMaterial); targetPlane.position.copy(CENTER); scene.add(targetPlane); return; } const loader = new THREE.TextureLoader(); loader.crossOrigin = 'anonymous'; loader.load(url, (texture) => { texture.minFilter = THREE.LinearFilter; texture.magFilter = THREE.LinearFilter; planeMaterial.map = texture; planeMaterial.needsUpdate = true; // Adjust plane aspect ratio to match image const img = texture.image; if (img && img.width && img.height) { const aspect = img.width / img.height; const maxSize = 1.5; let planeWidth, planeHeight; if (aspect > 1) { planeWidth = maxSize; planeHeight = maxSize / aspect; } else { planeHeight = maxSize; planeWidth = maxSize * aspect; } scene.remove(targetPlane); targetPlane = new THREE.Mesh( new THREE.PlaneGeometry(planeWidth, planeHeight), planeMaterial ); targetPlane.position.copy(CENTER); scene.add(targetPlane); } }, undefined, (err) => { console.error('Failed to load texture:', err); }); } // Check for initial imageUrl if (props.imageUrl) { updateTextureFromUrl(props.imageUrl); } // Camera model const cameraGroup = new THREE.Group(); const bodyMat = new THREE.MeshStandardMaterial({ color: 0x6699cc, metalness: 0.5, roughness: 0.3 }); const body = new THREE.Mesh(new THREE.BoxGeometry(0.3, 0.22, 0.38), bodyMat); cameraGroup.add(body); const lens = new THREE.Mesh( new THREE.CylinderGeometry(0.09, 0.11, 0.18, 16), new THREE.MeshStandardMaterial({ color: 0x6699cc, metalness: 0.5, roughness: 0.3 }) ); lens.rotation.x = Math.PI / 2; lens.position.z = 0.26; cameraGroup.add(lens); scene.add(cameraGroup); // GREEN: Azimuth ring const azimuthRing = new THREE.Mesh( new THREE.TorusGeometry(AZIMUTH_RADIUS, 0.04, 16, 64), new THREE.MeshStandardMaterial({ color: 0x00ff88, emissive: 0x00ff88, emissiveIntensity: 0.3 }) ); azimuthRing.rotation.x = Math.PI / 2; azimuthRing.position.y = 0.05; scene.add(azimuthRing); const azimuthHandle = new THREE.Mesh( new THREE.SphereGeometry(0.18, 16, 16), new THREE.MeshStandardMaterial({ color: 0x00ff88, emissive: 0x00ff88, emissiveIntensity: 0.5 }) ); azimuthHandle.userData.type = 'azimuth'; scene.add(azimuthHandle); // PINK: Elevation arc const arcPoints = []; for (let i = 0; i <= 32; i++) { const angle = THREE.MathUtils.degToRad(-30 + (90 * i / 32)); arcPoints.push(new THREE.Vector3(-0.8, ELEVATION_RADIUS * Math.sin(angle) + CENTER.y, ELEVATION_RADIUS * Math.cos(angle))); } const arcCurve = new THREE.CatmullRomCurve3(arcPoints); const elevationArc = new THREE.Mesh( new THREE.TubeGeometry(arcCurve, 32, 0.04, 8, false), new THREE.MeshStandardMaterial({ color: 0xff69b4, emissive: 0xff69b4, emissiveIntensity: 0.3 }) ); scene.add(elevationArc); const elevationHandle = new THREE.Mesh( new THREE.SphereGeometry(0.18, 16, 16), new THREE.MeshStandardMaterial({ color: 0xff69b4, emissive: 0xff69b4, emissiveIntensity: 0.5 }) ); elevationHandle.userData.type = 'elevation'; scene.add(elevationHandle); // ORANGE: Distance line & handle const distanceLineGeo = new THREE.BufferGeometry(); const distanceLine = new THREE.Line(distanceLineGeo, new THREE.LineBasicMaterial({ color: 0xffa500 })); scene.add(distanceLine); const distanceHandle = new THREE.Mesh( new THREE.SphereGeometry(0.18, 16, 16), new THREE.MeshStandardMaterial({ color: 0xffa500, emissive: 0xffa500, emissiveIntensity: 0.5 }) ); distanceHandle.userData.type = 'distance'; scene.add(distanceHandle); function updatePositions() { const distance = BASE_DISTANCE * distanceFactor; const azRad = THREE.MathUtils.degToRad(azimuthAngle); const elRad = THREE.MathUtils.degToRad(elevationAngle); const camX = distance * Math.sin(azRad) * Math.cos(elRad); const camY = distance * Math.sin(elRad) + CENTER.y; const camZ = distance * Math.cos(azRad) * Math.cos(elRad); cameraGroup.position.set(camX, camY, camZ); cameraGroup.lookAt(CENTER); azimuthHandle.position.set(AZIMUTH_RADIUS * Math.sin(azRad), 0.05, AZIMUTH_RADIUS * Math.cos(azRad)); elevationHandle.position.set(-0.8, ELEVATION_RADIUS * Math.sin(elRad) + CENTER.y, ELEVATION_RADIUS * Math.cos(elRad)); const orangeDist = distance - 0.5; distanceHandle.position.set( orangeDist * Math.sin(azRad) * Math.cos(elRad), orangeDist * Math.sin(elRad) + CENTER.y, orangeDist * Math.cos(azRad) * Math.cos(elRad) ); distanceLineGeo.setFromPoints([cameraGroup.position.clone(), CENTER.clone()]); // Update prompt const azSnap = snapToNearest(azimuthAngle, azimuthSteps); const elSnap = snapToNearest(elevationAngle, elevationSteps); const distSnap = snapToNearest(distanceFactor, distanceSteps); const distKey = distSnap === 1 ? '1' : distSnap.toFixed(1); const prompt = ' ' + azimuthNames[azSnap] + ' ' + elevationNames[String(elSnap)] + ' ' + distanceNames[distKey]; promptOverlay.textContent = prompt; } function updatePropsAndTrigger() { const azSnap = snapToNearest(azimuthAngle, azimuthSteps); const elSnap = snapToNearest(elevationAngle, elevationSteps); const distSnap = snapToNearest(distanceFactor, distanceSteps); props.value = { azimuth: azSnap, elevation: elSnap, distance: distSnap }; trigger('change', props.value); } // Raycasting const raycaster = new THREE.Raycaster(); const mouse = new THREE.Vector2(); let isDragging = false; let dragTarget = null; let dragStartMouse = new THREE.Vector2(); let dragStartDistance = 1.0; const intersection = new THREE.Vector3(); const canvas = renderer.domElement; canvas.addEventListener('mousedown', (e) => { const rect = canvas.getBoundingClientRect(); mouse.x = ((e.clientX - rect.left) / rect.width) * 2 - 1; mouse.y = -((e.clientY - rect.top) / rect.height) * 2 + 1; raycaster.setFromCamera(mouse, camera); const intersects = raycaster.intersectObjects([azimuthHandle, elevationHandle, distanceHandle]); if (intersects.length > 0) { isDragging = true; dragTarget = intersects[0].object; dragTarget.material.emissiveIntensity = 1.0; dragTarget.scale.setScalar(1.3); dragStartMouse.copy(mouse); dragStartDistance = distanceFactor; canvas.style.cursor = 'grabbing'; } }); canvas.addEventListener('mousemove', (e) => { const rect = canvas.getBoundingClientRect(); mouse.x = ((e.clientX - rect.left) / rect.width) * 2 - 1; mouse.y = -((e.clientY - rect.top) / rect.height) * 2 + 1; if (isDragging && dragTarget) { raycaster.setFromCamera(mouse, camera); if (dragTarget.userData.type === 'azimuth') { const plane = new THREE.Plane(new THREE.Vector3(0, 1, 0), -0.05); if (raycaster.ray.intersectPlane(plane, intersection)) { azimuthAngle = THREE.MathUtils.radToDeg(Math.atan2(intersection.x, intersection.z)); if (azimuthAngle < 0) azimuthAngle += 360; } } else if (dragTarget.userData.type === 'elevation') { const plane = new THREE.Plane(new THREE.Vector3(1, 0, 0), -0.8); if (raycaster.ray.intersectPlane(plane, intersection)) { const relY = intersection.y - CENTER.y; const relZ = intersection.z; elevationAngle = THREE.MathUtils.clamp(THREE.MathUtils.radToDeg(Math.atan2(relY, relZ)), -30, 60); } } else if (dragTarget.userData.type === 'distance') { const deltaY = mouse.y - dragStartMouse.y; distanceFactor = THREE.MathUtils.clamp(dragStartDistance - deltaY * 1.5, 0.6, 1.4); } updatePositions(); } else { raycaster.setFromCamera(mouse, camera); const intersects = raycaster.intersectObjects([azimuthHandle, elevationHandle, distanceHandle]); [azimuthHandle, elevationHandle, distanceHandle].forEach(h => { h.material.emissiveIntensity = 0.5; h.scale.setScalar(1); }); if (intersects.length > 0) { intersects[0].object.material.emissiveIntensity = 0.8; intersects[0].object.scale.setScalar(1.1); canvas.style.cursor = 'grab'; } else { canvas.style.cursor = 'default'; } } }); const onMouseUp = () => { if (dragTarget) { dragTarget.material.emissiveIntensity = 0.5; dragTarget.scale.setScalar(1); // Snap and animate const targetAz = snapToNearest(azimuthAngle, azimuthSteps); const targetEl = snapToNearest(elevationAngle, elevationSteps); const targetDist = snapToNearest(distanceFactor, distanceSteps); const startAz = azimuthAngle, startEl = elevationAngle, startDist = distanceFactor; const startTime = Date.now(); function animateSnap() { const t = Math.min((Date.now() - startTime) / 200, 1); const ease = 1 - Math.pow(1 - t, 3); let azDiff = targetAz - startAz; if (azDiff > 180) azDiff -= 360; if (azDiff < -180) azDiff += 360; azimuthAngle = startAz + azDiff * ease; if (azimuthAngle < 0) azimuthAngle += 360; if (azimuthAngle >= 360) azimuthAngle -= 360; elevationAngle = startEl + (targetEl - startEl) * ease; distanceFactor = startDist + (targetDist - startDist) * ease; updatePositions(); if (t < 1) requestAnimationFrame(animateSnap); else updatePropsAndTrigger(); } animateSnap(); } isDragging = false; dragTarget = null; canvas.style.cursor = 'default'; }; canvas.addEventListener('mouseup', onMouseUp); canvas.addEventListener('mouseleave', onMouseUp); // Touch support for mobile canvas.addEventListener('touchstart', (e) => { e.preventDefault(); const touch = e.touches[0]; const rect = canvas.getBoundingClientRect(); mouse.x = ((touch.clientX - rect.left) / rect.width) * 2 - 1; mouse.y = -((touch.clientY - rect.top) / rect.height) * 2 + 1; raycaster.setFromCamera(mouse, camera); const intersects = raycaster.intersectObjects([azimuthHandle, elevationHandle, distanceHandle]); if (intersects.length > 0) { isDragging = true; dragTarget = intersects[0].object; dragTarget.material.emissiveIntensity = 1.0; dragTarget.scale.setScalar(1.3); dragStartMouse.copy(mouse); dragStartDistance = distanceFactor; } }, { passive: false }); canvas.addEventListener('touchmove', (e) => { e.preventDefault(); const touch = e.touches[0]; const rect = canvas.getBoundingClientRect(); mouse.x = ((touch.clientX - rect.left) / rect.width) * 2 - 1; mouse.y = -((touch.clientY - rect.top) / rect.height) * 2 + 1; if (isDragging && dragTarget) { raycaster.setFromCamera(mouse, camera); if (dragTarget.userData.type === 'azimuth') { const plane = new THREE.Plane(new THREE.Vector3(0, 1, 0), -0.05); if (raycaster.ray.intersectPlane(plane, intersection)) { azimuthAngle = THREE.MathUtils.radToDeg(Math.atan2(intersection.x, intersection.z)); if (azimuthAngle < 0) azimuthAngle += 360; } } else if (dragTarget.userData.type === 'elevation') { const plane = new THREE.Plane(new THREE.Vector3(1, 0, 0), -0.8); if (raycaster.ray.intersectPlane(plane, intersection)) { const relY = intersection.y - CENTER.y; const relZ = intersection.z; elevationAngle = THREE.MathUtils.clamp(THREE.MathUtils.radToDeg(Math.atan2(relY, relZ)), -30, 60); } } else if (dragTarget.userData.type === 'distance') { const deltaY = mouse.y - dragStartMouse.y; distanceFactor = THREE.MathUtils.clamp(dragStartDistance - deltaY * 1.5, 0.6, 1.4); } updatePositions(); } }, { passive: false }); canvas.addEventListener('touchend', (e) => { e.preventDefault(); onMouseUp(); }, { passive: false }); canvas.addEventListener('touchcancel', (e) => { e.preventDefault(); onMouseUp(); }, { passive: false }); // Initial update updatePositions(); // Render loop function render() { requestAnimationFrame(render); renderer.render(scene, camera); } render(); // Handle resize new ResizeObserver(() => { camera.aspect = wrapper.clientWidth / wrapper.clientHeight; camera.updateProjectionMatrix(); renderer.setSize(wrapper.clientWidth, wrapper.clientHeight); }).observe(wrapper); // Store update functions for external calls wrapper._updateFromProps = (newVal) => { if (newVal && typeof newVal === 'object') { azimuthAngle = newVal.azimuth ?? azimuthAngle; elevationAngle = newVal.elevation ?? elevationAngle; distanceFactor = newVal.distance ?? distanceFactor; updatePositions(); } }; wrapper._updateTexture = updateTextureFromUrl; // Watch for prop changes (imageUrl and value) let lastImageUrl = props.imageUrl; let lastValue = JSON.stringify(props.value); setInterval(() => { // Check imageUrl changes if (props.imageUrl !== lastImageUrl) { lastImageUrl = props.imageUrl; updateTextureFromUrl(props.imageUrl); } // Check value changes (from sliders) const currentValue = JSON.stringify(props.value); if (currentValue !== lastValue) { lastValue = currentValue; if (props.value && typeof props.value === 'object') { azimuthAngle = props.value.azimuth ?? azimuthAngle; elevationAngle = props.value.elevation ?? elevationAngle; distanceFactor = props.value.distance ?? distanceFactor; updatePositions(); } } }, 100); }; initScene(); })(); """ super().__init__( value=value, html_template=html_template, js_on_load=js_on_load, imageUrl=imageUrl, **kwargs ) # --- UI --- css = ''' #col-container { max-width: 1200px; margin: 0 auto; } .dark .progress-text { color: white !important; } #camera-3d-control { min-height: 450px; } .slider-row { display: flex; gap: 10px; align-items: center; } ''' with gr.Blocks(css=css, theme=gr.themes.Soft()) as demo: gr.Markdown(""" # 🎬 Qwen Image Edit 2511 — 3D Camera Control Control camera angles using the **3D viewport** or **sliders**. Using [fal's Qwen-Image-Edit-2511-Multiple-Angles-LoRA](https://huggingface.co/fal/Qwen-Image-Edit-2511-Multiple-Angles-LoRA) for precise camera control. """) with gr.Row(): # Left column: Input image and controls with gr.Column(scale=1): image = gr.Image(label="Input Image", type="pil", height=300) gr.Markdown("### 🎮 3D Camera Control") gr.Markdown("*Drag the colored handles: 🟢 Azimuth, 🩷 Elevation, 🟠 Distance*") camera_3d = CameraControl3D( value={"azimuth": 0, "elevation": 0, "distance": 1.0}, elem_id="camera-3d-control" ) run_btn = gr.Button("🚀 Generate", variant="primary", size="lg") gr.Markdown("### 🎚️ Slider Controls") azimuth_slider = gr.Slider( label="Azimuth (Horizontal Rotation)", minimum=0, maximum=315, step=45, value=0, info="0°=front, 90°=right, 180°=back, 270°=left" ) elevation_slider = gr.Slider( label="Elevation (Vertical Angle)", minimum=-30, maximum=60, step=30, value=0, info="-30°=low angle, 0°=eye level, 60°=high angle" ) distance_slider = gr.Slider( label="Distance", minimum=0.6, maximum=1.4, step=0.4, value=1.0, info="0.6=close-up, 1.0=medium, 1.4=wide" ) prompt_preview = gr.Textbox( label="Generated Prompt", value=" front view eye-level shot medium shot", interactive=False ) # Right column: Output with gr.Column(scale=1): result = gr.Image(label="Output Image", height=500) with gr.Accordion("⚙️ Advanced Settings", open=False): seed = gr.Slider(label="Seed", minimum=0, maximum=MAX_SEED, step=1, value=0) randomize_seed = gr.Checkbox(label="Randomize Seed", value=True) guidance_scale = gr.Slider(label="Guidance Scale", minimum=1.0, maximum=10.0, step=0.1, value=1.0) num_inference_steps = gr.Slider(label="Inference Steps", minimum=1, maximum=20, step=1, value=4) height = gr.Slider(label="Height", minimum=256, maximum=2048, step=8, value=1024) width = gr.Slider(label="Width", minimum=256, maximum=2048, step=8, value=1024) # --- Event Handlers --- def update_prompt_from_sliders(azimuth, elevation, distance): """Update prompt preview when sliders change.""" prompt = build_camera_prompt(azimuth, elevation, distance) return prompt def sync_3d_to_sliders(camera_value): """Sync 3D control changes to sliders.""" if camera_value and isinstance(camera_value, dict): az = camera_value.get('azimuth', 0) el = camera_value.get('elevation', 0) dist = camera_value.get('distance', 1.0) prompt = build_camera_prompt(az, el, dist) return az, el, dist, prompt return gr.update(), gr.update(), gr.update(), gr.update() def sync_sliders_to_3d(azimuth, elevation, distance): """Sync slider changes to 3D control.""" return {"azimuth": azimuth, "elevation": elevation, "distance": distance} def update_3d_image(image): """Update the 3D component with the uploaded image.""" if image is None: return gr.update(imageUrl=None) # Convert PIL image to base64 data URL import base64 from io import BytesIO buffered = BytesIO() image.save(buffered, format="PNG") img_str = base64.b64encode(buffered.getvalue()).decode() data_url = f"data:image/png;base64,{img_str}" return gr.update(imageUrl=data_url) # Slider -> Prompt preview for slider in [azimuth_slider, elevation_slider, distance_slider]: slider.change( fn=update_prompt_from_sliders, inputs=[azimuth_slider, elevation_slider, distance_slider], outputs=[prompt_preview] ) # 3D control -> Sliders + Prompt camera_3d.change( fn=sync_3d_to_sliders, inputs=[camera_3d], outputs=[azimuth_slider, elevation_slider, distance_slider, prompt_preview] ) # Sliders -> 3D control for slider in [azimuth_slider, elevation_slider, distance_slider]: slider.release( fn=sync_sliders_to_3d, inputs=[azimuth_slider, elevation_slider, distance_slider], outputs=[camera_3d] ) # Generate button run_btn.click( fn=infer_camera_edit, inputs=[image, azimuth_slider, elevation_slider, distance_slider, seed, randomize_seed, guidance_scale, num_inference_steps, height, width], outputs=[result, seed, prompt_preview] ) # Image upload -> update dimensions AND update 3D preview image.upload( fn=update_dimensions_on_upload, inputs=[image], outputs=[width, height] ).then( fn=update_3d_image, inputs=[image], outputs=[camera_3d] ) # Also handle image clear image.clear( fn=lambda: gr.update(imageUrl=None), outputs=[camera_3d] ) # Examples # gr.Examples( # examples=[ # ["example1.jpg", 90, 0, 1.0], # ["example2.jpg", 0, 30, 0.6], # ["example3.jpg", 180, -30, 1.8], # ], # inputs=[image, azimuth_slider, elevation_slider, distance_slider], # outputs=[result, seed, prompt_preview], # fn=lambda img, az, el, dist: infer_camera_edit(img, az, el, dist), # cache_examples=False, #) if __name__ == "__main__": head = '' css = '.fillable{max-width: 1200px !important}' demo.launch(head=head, css=css)