Spaces:
Running on Zero
Running on Zero
Update app.py
Browse files
app.py
CHANGED
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@@ -1,106 +1,141 @@
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import gradio as gr
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import numpy as np
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import random
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import torch
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import base64
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from io import BytesIO
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from PIL import Image
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from diffusers import
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MAX_SEED = np.iinfo(np.int32).max
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#
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#
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pipe = None
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def load_model():
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"""Load the model only when needed to avoid initialization errors."""
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global pipe
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if pipe is None:
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pipe = QwenImageEditPlusPipeline.from_pretrained(
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"Qwen/Qwen-Image-Edit-2511",
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torch_dtype=dtype
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).to(device)
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# Load the lightning LoRA for fast inference
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pipe.load_lora_weights(
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"lightx2v/Qwen-Image-Edit-2511-Lightning",
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weight_name="Qwen-Image-Edit-2511-Lightning-4steps-V1.0-bf16.safetensors",
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adapter_name="lightning"
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)
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# Load the multi-angles LoRA
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pipe.load_lora_weights(
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"fal/Qwen-Image-Edit-2511-Multiple-Angles-LoRA",
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weight_name="qwen-image-edit-2511-multiple-angles-lora.safetensors",
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adapter_name="angles"
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)
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pipe.set_adapters(["lightning", "angles"], adapter_weights=[1.0, 1.0])
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return pipe
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AZIMUTH_MAP = {
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0: "front view",
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45: "front-right quarter view",
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90: "right side view",
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135: "back-right quarter view",
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180: "back view",
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225: "back-left quarter view",
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270: "left side view",
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315: "front-left quarter view"
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}
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ELEVATION_MAP = {
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-30: "low-angle shot",
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0: "eye-level shot",
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30: "elevated shot",
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60: "high-angle shot"
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}
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DISTANCE_MAP = {
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0.6: "close-up",
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1.0: "medium shot",
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1.8: "wide shot"
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}
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def snap_to_nearest(value, steps):
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"""Snap value to nearest step."""
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return min(steps, key=lambda x: abs(x - value))
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def build_camera_prompt(azimuth, elevation, distance):
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if randomize_seed:
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seed = random.randint(0, MAX_SEED)
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generator = torch.Generator(device=device).manual_seed(seed)
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# Load model if not already loaded
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model = load_model()
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# Generate the new view
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result = model(
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image=image,
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prompt=prompt,
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@@ -108,386 +143,506 @@ def infer_camera_edit(image, azimuth, elevation, distance, seed, randomize_seed,
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width=width,
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guidance_scale=guidance_scale,
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num_inference_steps=num_inference_steps,
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generator=generator
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).images[0]
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return result, seed, prompt
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value="<sks> front view eye-level shot medium shot",
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interactive=False
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)
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)
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buffered = BytesIO()
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uploaded_image.save(buffered, format="PNG")
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img_str = base64.b64encode(buffered.getvalue()).decode()
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data_url = f"data:image/png;base64,{img_str}"
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print(f"DEBUG: Converting image to data URL. Image size: {uploaded_image.size}, Data URL length: {len(data_url)}")
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print(f"DEBUG: Data URL starts with: {data_url[:100]}...")
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# Add timestamp to prevent caching
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import time
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timestamp = int(time.time() * 1000) # milliseconds
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print(f"DEBUG: Updating HTML with timestamp {timestamp}")
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return gr.update(value=f"""
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<div style="width: 100%; height: 500px; background: #f8f8f8; border: 2px solid #e0e0e0; border-radius: 12px;
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position: relative; display: flex; align-items: center; justify-content: center;"
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onmouseenter="this.querySelector('#arrow-controls').style.opacity='1'"
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onmouseleave="this.querySelector('#arrow-controls').style.opacity='0'">
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<!-- Image with timestamp to prevent caching -->
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<img src="{data_url}" style="max-width: 100%; max-height: 100%; object-fit: contain;" data-timestamp="{timestamp}">
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<!-- Arrow controls -->
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<div id="arrow-controls" style="position: absolute; inset: 0; opacity: 0; transition: opacity 0.3s ease; z-index: 10;">
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<!-- Left Arrow -->
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<button onclick="
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console.log('Left arrow clicked');
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var azInputElement = document.getElementById('js-azimuth');
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console.log('azInputElement:', azInputElement);
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if (!azInputElement) {{ console.error('js-azimuth element not found'); return; }}
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// Try multiple selectors for Gradio textbox input
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var azInput = azInputElement.querySelector('input') ||
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azInputElement.querySelector('textarea') ||
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azInputElement.querySelector('[contenteditable]') ||
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azInputElement.querySelector('.gr-textbox input') ||
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azInputElement.querySelector('input[type=text]');
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console.log('azInput:', azInput);
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console.log('All inputs in element:', azInputElement.querySelectorAll('input, textarea'));
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if (!azInput) {{
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console.error('No input found. Element HTML:', azInputElement.innerHTML);
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console.error('Trying to find any input in the container...');
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var allInputs = document.querySelectorAll('#js-azimuth input, #js-azimuth textarea');
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console.log('All matching inputs:', allInputs);
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if (allInputs.length > 0) azInput = allInputs[0];
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}}
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if (!azInput) {{ console.error('Still no input found'); return; }}
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var currentAz = parseInt(azInput.value) || 0;
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var newAz = (currentAz - 45 + 360) % 360;
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console.log('Setting azimuth from', currentAz, 'to', newAz);
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azInput.value = newAz;
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azInput.dispatchEvent(new Event('input', {{bubbles: true}}));
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azInput.dispatchEvent(new Event('change', {{bubbles: true}}));
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var statusAz = document.getElementById('status-az');
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if (statusAz) statusAz.textContent = newAz;
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"
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style="position: absolute; left: 20px; top: 50%; transform: translateY(-50%);
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width: 60px; height: 60px; background: rgba(0,255,136,0.9); border: none;
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border-radius: 50%; color: white; font-size: 24px; cursor: pointer;
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box-shadow: 0 4px 12px rgba(0,0,0,0.3); transition: transform 0.2s;"
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onmouseover="this.style.transform += ' scale(1.1)'"
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onmouseout="this.style.transform = this.style.transform.replace(' scale(1.1)', '')"
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title="Rotate Left">
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β
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</button>
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<!-- Right Arrow -->
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<button onclick="
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console.log('Right arrow clicked');
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var azInputElement = document.getElementById('js-azimuth');
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if (!azInputElement) {{ console.error('js-azimuth element not found'); return; }}
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var azInput = azInputElement.querySelector('input') || azInputElement.querySelector('textarea');
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if (!azInput) {{ console.error('input within js-azimuth not found'); return; }}
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var currentAz = parseInt(azInput.value) || 0;
|
| 289 |
-
var newAz = (currentAz + 45) % 360;
|
| 290 |
-
console.log('Setting azimuth from', currentAz, 'to', newAz);
|
| 291 |
-
azInput.value = newAz;
|
| 292 |
-
azInput.dispatchEvent(new Event('input', {{bubbles: true}}));
|
| 293 |
-
azInput.dispatchEvent(new Event('change', {{bubbles: true}}));
|
| 294 |
-
var statusAz = document.getElementById('status-az');
|
| 295 |
-
if (statusAz) statusAz.textContent = newAz;
|
| 296 |
-
"
|
| 297 |
-
style="position: absolute; right: 20px; top: 50%; transform: translateY(-50%);
|
| 298 |
-
width: 60px; height: 60px; background: rgba(0,255,136,0.9); border: none;
|
| 299 |
-
border-radius: 50%; color: white; font-size: 24px; cursor: pointer;
|
| 300 |
-
box-shadow: 0 4px 12px rgba(0,0,0,0.3); transition: transform 0.2s;"
|
| 301 |
-
onmouseover="this.style.transform += ' scale(1.1)'"
|
| 302 |
-
onmouseout="this.style.transform = this.style.transform.replace(' scale(1.1)', '')"
|
| 303 |
-
title="Rotate Right">
|
| 304 |
-
β
|
| 305 |
-
</button>
|
| 306 |
-
|
| 307 |
-
<!-- Up Arrow -->
|
| 308 |
-
<button onclick="
|
| 309 |
-
console.log('Up arrow clicked');
|
| 310 |
-
var elInputElement = document.getElementById('js-elevation');
|
| 311 |
-
if (!elInputElement) {{ console.error('js-elevation element not found'); return; }}
|
| 312 |
-
var elInput = elInputElement.querySelector('input') || elInputElement.querySelector('textarea');
|
| 313 |
-
if (!elInput) {{ console.error('input within js-elevation not found'); return; }}
|
| 314 |
-
var currentEl = parseInt(elInput.value) || 0;
|
| 315 |
-
var newEl = Math.min(60, currentEl + 30);
|
| 316 |
-
console.log('Setting elevation from', currentEl, 'to', newEl);
|
| 317 |
-
elInput.value = newEl;
|
| 318 |
-
elInput.dispatchEvent(new Event('input', {{bubbles: true}}));
|
| 319 |
-
elInput.dispatchEvent(new Event('change', {{bubbles: true}}));
|
| 320 |
-
var statusEl = document.getElementById('status-el');
|
| 321 |
-
if (statusEl) statusEl.textContent = newEl;
|
| 322 |
-
"
|
| 323 |
-
style="position: absolute; top: 20px; left: 50%; transform: translateX(-50%);
|
| 324 |
-
width: 60px; height: 60px; background: rgba(255,105,180,0.9); border: none;
|
| 325 |
-
border-radius: 50%; color: white; font-size: 24px; cursor: pointer;
|
| 326 |
-
box-shadow: 0 4px 12px rgba(0,0,0,0.3); transition: transform 0.2s;"
|
| 327 |
-
onmouseover="this.style.transform += ' scale(1.1)'"
|
| 328 |
-
onmouseout="this.style.transform = this.style.transform.replace(' scale(1.1)', '')"
|
| 329 |
-
title="Look Up">
|
| 330 |
-
β
|
| 331 |
-
</button>
|
| 332 |
-
|
| 333 |
-
<!-- Down Arrow -->
|
| 334 |
-
<button onclick="
|
| 335 |
-
console.log('Down arrow clicked');
|
| 336 |
-
var elInputElement = document.getElementById('js-elevation');
|
| 337 |
-
if (!elInputElement) {{ console.error('js-elevation element not found'); return; }}
|
| 338 |
-
var elInput = elInputElement.querySelector('input') || elInputElement.querySelector('textarea');
|
| 339 |
-
if (!elInput) {{ console.error('input within js-elevation not found'); return; }}
|
| 340 |
-
var currentEl = parseInt(elInput.value) || 0;
|
| 341 |
-
var newEl = Math.max(-30, currentEl - 30);
|
| 342 |
-
console.log('Setting elevation from', currentEl, 'to', newEl);
|
| 343 |
-
elInput.value = newEl;
|
| 344 |
-
elInput.dispatchEvent(new Event('input', {{bubbles: true}}));
|
| 345 |
-
elInput.dispatchEvent(new Event('change', {{bubbles: true}}));
|
| 346 |
-
var statusEl = document.getElementById('status-el');
|
| 347 |
-
if (statusEl) statusEl.textContent = newEl;
|
| 348 |
-
"
|
| 349 |
-
style="position: absolute; bottom: 80px; left: 50%; transform: translateX(-50%);
|
| 350 |
-
width: 60px; height: 60px; background: rgba(255,105,180,0.9); border: none;
|
| 351 |
-
border-radius: 50%; color: white; font-size: 24px; cursor: pointer;
|
| 352 |
-
box-shadow: 0 4px 12px rgba(0,0,0,0.3); transition: transform 0.2s;"
|
| 353 |
-
onmouseover="this.style.transform += ' scale(1.1)'"
|
| 354 |
-
onmouseout="this.style.transform = this.style.transform.replace(' scale(1.1)', '')"
|
| 355 |
-
title="Look Down">
|
| 356 |
-
β
|
| 357 |
-
</button>
|
| 358 |
-
|
| 359 |
-
<!-- Zoom Controls -->
|
| 360 |
-
<div style="position: absolute; bottom: 20px; left: 50%; transform: translateX(-50%);
|
| 361 |
-
display: flex; gap: 15px;">
|
| 362 |
-
|
| 363 |
-
<button onclick="
|
| 364 |
-
console.log('Zoom out clicked');
|
| 365 |
-
var distInputElement = document.getElementById('js-distance');
|
| 366 |
-
if (!distInputElement) {{ console.error('js-distance element not found'); return; }}
|
| 367 |
-
var distInput = distInputElement.querySelector('input') || distInputElement.querySelector('textarea');
|
| 368 |
-
if (!distInput) {{ console.error('input within js-distance not found'); return; }}
|
| 369 |
-
var currentDist = parseFloat(distInput.value) || 1.0;
|
| 370 |
-
var newDist = Math.min(1.8, currentDist + 0.4);
|
| 371 |
-
console.log('Setting distance from', currentDist, 'to', newDist);
|
| 372 |
-
distInput.value = newDist.toFixed(1);
|
| 373 |
-
distInput.dispatchEvent(new Event('input', {{bubbles: true}}));
|
| 374 |
-
distInput.dispatchEvent(new Event('change', {{bubbles: true}}));
|
| 375 |
-
var statusDist = document.getElementById('status-dist');
|
| 376 |
-
if (statusDist) statusDist.textContent = newDist.toFixed(1);
|
| 377 |
-
"
|
| 378 |
-
style="width: 55px; height: 55px; background: rgba(255,165,0,0.9); border: none;
|
| 379 |
-
border-radius: 50%; color: white; font-size: 24px; cursor: pointer;
|
| 380 |
-
box-shadow: 0 4px 12px rgba(0,0,0,0.3); transition: transform 0.2s;"
|
| 381 |
-
onmouseover="this.style.transform = 'scale(1.1)'"
|
| 382 |
-
onmouseout="this.style.transform = ''"
|
| 383 |
-
title="Zoom Out">
|
| 384 |
-
β
|
| 385 |
-
</button>
|
| 386 |
-
|
| 387 |
-
<button onclick="
|
| 388 |
-
console.log('Zoom in clicked');
|
| 389 |
-
var distInputElement = document.getElementById('js-distance');
|
| 390 |
-
if (!distInputElement) {{ console.error('js-distance element not found'); return; }}
|
| 391 |
-
var distInput = distInputElement.querySelector('input') || distInputElement.querySelector('textarea');
|
| 392 |
-
if (!distInput) {{ console.error('input within js-distance not found'); return; }}
|
| 393 |
-
var currentDist = parseFloat(distInput.value) || 1.0;
|
| 394 |
-
var newDist = Math.max(0.6, currentDist - 0.4);
|
| 395 |
-
console.log('Setting distance from', currentDist, 'to', newDist);
|
| 396 |
-
distInput.value = newDist.toFixed(1);
|
| 397 |
-
distInput.dispatchEvent(new Event('input', {{bubbles: true}}));
|
| 398 |
-
distInput.dispatchEvent(new Event('change', {{bubbles: true}}));
|
| 399 |
-
var statusDist = document.getElementById('status-dist');
|
| 400 |
-
if (statusDist) statusDist.textContent = newDist.toFixed(1);
|
| 401 |
-
"
|
| 402 |
-
style="width: 55px; height: 55px; background: rgba(255,165,0,0.9); border: none;
|
| 403 |
-
border-radius: 50%; color: white; font-size: 24px; cursor: pointer;
|
| 404 |
-
box-shadow: 0 4px 12px rgba(0,0,0,0.3); transition: transform 0.2s;"
|
| 405 |
-
onmouseover="this.style.transform = 'scale(1.1)'"
|
| 406 |
-
onmouseout="this.style.transform = ''"
|
| 407 |
-
title="Zoom In">
|
| 408 |
-
+
|
| 409 |
-
</button>
|
| 410 |
-
</div>
|
| 411 |
-
|
| 412 |
-
<!-- Status Display -->
|
| 413 |
-
<div style="position: absolute; top: 15px; right: 15px; background: rgba(0,0,0,0.85);
|
| 414 |
-
color: white; padding: 10px 14px; border-radius: 8px; font-family: monospace;
|
| 415 |
-
font-size: 13px; box-shadow: 0 4px 12px rgba(0,0,0,0.4);">
|
| 416 |
-
<div>Az: <span id="status-az">0</span>Β° | El: <span id="status-el">0</span>Β° | Dist: <span id="status-dist">1.0</span></div>
|
| 417 |
-
</div>
|
| 418 |
-
</div>
|
| 419 |
-
</div>
|
| 420 |
-
""")
|
| 421 |
-
|
| 422 |
-
def handle_parameter_change(az, el, dist, input_image, seed_val, randomize_seed_val, guidance_val, steps_val, h_val, w_val):
|
| 423 |
-
"""Handle camera parameter changes and generate new view."""
|
| 424 |
-
try:
|
| 425 |
-
azimuth = float(az)
|
| 426 |
-
elevation = float(el)
|
| 427 |
-
distance = float(dist)
|
| 428 |
-
|
| 429 |
-
# Build prompt
|
| 430 |
-
prompt = build_camera_prompt(azimuth, elevation, distance)
|
| 431 |
-
|
| 432 |
-
if input_image is not None:
|
| 433 |
-
# Generate new image using the actual Qwen model
|
| 434 |
-
generated_image, final_seed, final_prompt = infer_camera_edit(
|
| 435 |
-
image=input_image,
|
| 436 |
-
azimuth=azimuth,
|
| 437 |
-
elevation=elevation,
|
| 438 |
-
distance=distance,
|
| 439 |
-
seed=seed_val,
|
| 440 |
-
randomize_seed=randomize_seed_val,
|
| 441 |
-
guidance_scale=guidance_val,
|
| 442 |
-
num_inference_steps=steps_val,
|
| 443 |
-
height=int(h_val),
|
| 444 |
-
width=int(w_val)
|
| 445 |
-
)
|
| 446 |
-
|
| 447 |
-
# Update the HTML display with the generated image
|
| 448 |
-
updated_html = show_uploaded_image_with_arrows(generated_image)
|
| 449 |
-
return updated_html, prompt, f"Generated view: Az={azimuth}Β°, El={elevation}Β°, Dist={distance}, Seed={final_seed}"
|
| 450 |
-
|
| 451 |
-
return gr.update(), prompt, f"Parameters updated: Az={azimuth}Β°, El={elevation}Β°, Dist={distance}"
|
| 452 |
-
|
| 453 |
-
except Exception as e:
|
| 454 |
-
return gr.update(), f"Error: {str(e)}", f"Error processing parameters: {str(e)}"
|
| 455 |
-
|
| 456 |
-
# Update dimensions when image is uploaded
|
| 457 |
-
image.upload(
|
| 458 |
-
fn=update_dimensions_on_upload,
|
| 459 |
-
inputs=[image],
|
| 460 |
-
outputs=[width, height]
|
| 461 |
-
)
|
| 462 |
-
|
| 463 |
-
# Image upload handler
|
| 464 |
-
image.upload(
|
| 465 |
-
fn=show_uploaded_image_with_arrows,
|
| 466 |
-
inputs=[image],
|
| 467 |
-
outputs=[result_display]
|
| 468 |
-
)
|
| 469 |
-
|
| 470 |
-
# Parameter change handlers (triggered by arrow clicks)
|
| 471 |
-
js_azimuth.change(
|
| 472 |
-
fn=handle_parameter_change,
|
| 473 |
-
inputs=[js_azimuth, js_elevation, js_distance, image, seed, randomize_seed, guidance_scale, num_inference_steps, height, width],
|
| 474 |
-
outputs=[result_display, prompt_display, debug_output]
|
| 475 |
)
|
| 476 |
-
|
| 477 |
-
|
| 478 |
-
|
| 479 |
-
|
| 480 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 481 |
)
|
| 482 |
-
|
| 483 |
-
|
| 484 |
-
fn=
|
| 485 |
-
inputs=[
|
| 486 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 487 |
)
|
| 488 |
-
|
| 489 |
return demo
|
| 490 |
|
|
|
|
| 491 |
if __name__ == "__main__":
|
| 492 |
-
demo =
|
| 493 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# third
|
| 2 |
+
|
| 3 |
+
"""
|
| 4 |
+
3D Camera View Generator
|
| 5 |
+
- Qwen Image Edit + Lightning LoRA + Multi-Angle LoRA
|
| 6 |
+
- gr.HTML custom component (Gradio 6)
|
| 7 |
+
- ZeroGPU (HuggingFace Spaces)
|
| 8 |
+
|
| 9 |
+
Fixes vs previous version
|
| 10 |
+
ββββββββββββββββββββββββββ
|
| 11 |
+
1. Removed CameraViewComponent subclass entirely.
|
| 12 |
+
Gradio calls inspect.getfile() on subclasses during registration; when the
|
| 13 |
+
code runs in a Jupyter / IPython cell there is no source file, so it raises
|
| 14 |
+
OSError: source code not available. Plain gr.HTML with a dict value avoids
|
| 15 |
+
this path completely β Gradio 6 accepts Any as value.
|
| 16 |
+
|
| 17 |
+
2. Moved `theme` and `css` from gr.Blocks() to demo.launch() as required by
|
| 18 |
+
Gradio 6.0 (the Blocks constructor no longer accepts those kwargs).
|
| 19 |
+
|
| 20 |
+
3. Removed `from gradio.data_classes import GradioModel` β no longer needed.
|
| 21 |
+
"""
|
| 22 |
+
|
| 23 |
import gradio as gr
|
| 24 |
import numpy as np
|
| 25 |
import random
|
| 26 |
import torch
|
| 27 |
import base64
|
| 28 |
+
import spaces
|
| 29 |
from io import BytesIO
|
| 30 |
from PIL import Image
|
| 31 |
+
from diffusers import QwenImageEditPlusPipeline
|
| 32 |
|
| 33 |
MAX_SEED = np.iinfo(np.int32).max
|
| 34 |
+
dtype = torch.bfloat16
|
| 35 |
+
device = "cuda" if torch.cuda.is_available() else "cpu"
|
| 36 |
|
| 37 |
+
# ββ Model (lazy-loaded inside @spaces.GPU) βββββββββββββββββββββββββββββββββββββ
|
| 38 |
+
#
|
| 39 |
+
# HOW MODEL LOADING WORKS ON ZEROGPU
|
| 40 |
+
# ββββββββββββββββββββββββββββββββββββ
|
| 41 |
+
# β’ Weights are downloaded to the HF cache on disk the first time
|
| 42 |
+
# from_pretrained() is called (happens inside the @spaces.GPU window).
|
| 43 |
+
# β’ They are NOT loaded into GPU VRAM at app startup β only when the first
|
| 44 |
+
# @spaces.GPU-decorated function actually runs.
|
| 45 |
+
# β’ After the first call `pipe` stays alive in CPU process memory, so
|
| 46 |
+
# subsequent requests skip the download and just run inference.
|
| 47 |
+
# β’ ZeroGPU allocates an H200 for the duration of the decorated function
|
| 48 |
+
# then releases it, so nothing holds the GPU between user requests.
|
| 49 |
+
#
|
| 50 |
pipe = None
|
| 51 |
|
| 52 |
def load_model():
|
|
|
|
| 53 |
global pipe
|
| 54 |
if pipe is None:
|
| 55 |
pipe = QwenImageEditPlusPipeline.from_pretrained(
|
| 56 |
"Qwen/Qwen-Image-Edit-2511",
|
| 57 |
+
torch_dtype=dtype,
|
| 58 |
).to(device)
|
| 59 |
|
|
|
|
| 60 |
pipe.load_lora_weights(
|
| 61 |
"lightx2v/Qwen-Image-Edit-2511-Lightning",
|
| 62 |
weight_name="Qwen-Image-Edit-2511-Lightning-4steps-V1.0-bf16.safetensors",
|
| 63 |
+
adapter_name="lightning",
|
| 64 |
)
|
|
|
|
|
|
|
| 65 |
pipe.load_lora_weights(
|
| 66 |
"fal/Qwen-Image-Edit-2511-Multiple-Angles-LoRA",
|
| 67 |
weight_name="qwen-image-edit-2511-multiple-angles-lora.safetensors",
|
| 68 |
+
adapter_name="angles",
|
| 69 |
)
|
|
|
|
| 70 |
pipe.set_adapters(["lightning", "angles"], adapter_weights=[1.0, 1.0])
|
| 71 |
return pipe
|
| 72 |
|
| 73 |
+
|
| 74 |
+
# ββ Camera parameter tables ββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 75 |
AZIMUTH_MAP = {
|
| 76 |
0: "front view",
|
| 77 |
+
45: "front-right quarter view",
|
| 78 |
90: "right side view",
|
| 79 |
135: "back-right quarter view",
|
| 80 |
180: "back view",
|
| 81 |
225: "back-left quarter view",
|
| 82 |
+
270: "left side view",
|
| 83 |
+
315: "front-left quarter view",
|
| 84 |
}
|
|
|
|
| 85 |
ELEVATION_MAP = {
|
| 86 |
-30: "low-angle shot",
|
| 87 |
+
0: "eye-level shot",
|
| 88 |
30: "elevated shot",
|
| 89 |
+
60: "high-angle shot",
|
| 90 |
}
|
|
|
|
| 91 |
DISTANCE_MAP = {
|
| 92 |
0.6: "close-up",
|
| 93 |
1.0: "medium shot",
|
| 94 |
+
1.8: "wide shot",
|
| 95 |
}
|
| 96 |
|
| 97 |
+
# Default viewer state β plain dict, no custom class needed
|
| 98 |
+
DEFAULT_CAM_VALUE = {"img": "", "az": 0.0, "el": 0.0, "dist": 1.0}
|
| 99 |
+
|
| 100 |
+
|
| 101 |
def snap_to_nearest(value, steps):
|
|
|
|
| 102 |
return min(steps, key=lambda x: abs(x - value))
|
| 103 |
|
| 104 |
+
|
| 105 |
def build_camera_prompt(azimuth, elevation, distance):
|
| 106 |
+
az = snap_to_nearest(azimuth, list(AZIMUTH_MAP.keys()))
|
| 107 |
+
el = snap_to_nearest(elevation, list(ELEVATION_MAP.keys()))
|
| 108 |
+
dist = snap_to_nearest(distance, list(DISTANCE_MAP.keys()))
|
| 109 |
+
return f"<sks> {AZIMUTH_MAP[az]} {ELEVATION_MAP[el]} {DISTANCE_MAP[dist]}"
|
| 110 |
+
|
| 111 |
+
|
| 112 |
+
def pil_to_data_url(img: Image.Image) -> str:
|
| 113 |
+
buf = BytesIO()
|
| 114 |
+
fmt = getattr(img, "format", None)
|
| 115 |
+
if fmt and fmt.upper() == "WEBP":
|
| 116 |
+
img.save(buf, format="WEBP")
|
| 117 |
+
mime = "image/webp"
|
| 118 |
+
else:
|
| 119 |
+
img.save(buf, format="PNG")
|
| 120 |
+
mime = "image/png"
|
| 121 |
+
b64 = base64.b64encode(buf.getvalue()).decode()
|
| 122 |
+
return f"data:{mime};base64,{b64}"
|
| 123 |
+
|
| 124 |
+
|
| 125 |
+
# ββ Inference ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 126 |
+
@spaces.GPU(duration=120)
|
| 127 |
+
def infer_camera_edit(
|
| 128 |
+
image, azimuth, elevation, distance,
|
| 129 |
+
seed, randomize_seed, guidance_scale,
|
| 130 |
+
num_inference_steps, height, width,
|
| 131 |
+
):
|
| 132 |
if randomize_seed:
|
| 133 |
seed = random.randint(0, MAX_SEED)
|
| 134 |
+
|
| 135 |
generator = torch.Generator(device=device).manual_seed(seed)
|
| 136 |
+
prompt = build_camera_prompt(azimuth, elevation, distance)
|
| 137 |
+
model = load_model()
|
| 138 |
+
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 139 |
result = model(
|
| 140 |
image=image,
|
| 141 |
prompt=prompt,
|
|
|
|
| 143 |
width=width,
|
| 144 |
guidance_scale=guidance_scale,
|
| 145 |
num_inference_steps=num_inference_steps,
|
| 146 |
+
generator=generator,
|
| 147 |
).images[0]
|
| 148 |
+
|
| 149 |
return result, seed, prompt
|
| 150 |
|
| 151 |
+
|
| 152 |
+
# ββ gr.HTML templates ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 153 |
+
# Using plain gr.HTML (no subclass) with a dict value.
|
| 154 |
+
#
|
| 155 |
+
# Gradio 6 passes the dict as `value` to the template; all keys (img, az, el,
|
| 156 |
+
# dist) are accessible as value.img, value.az, etc. in both ${} and {{}} syntax.
|
| 157 |
+
#
|
| 158 |
+
# BUG FIX: multi-line ${} β Handlebars {{#if}} for the img/empty conditional.
|
| 159 |
+
# BUG FIX: onmouseenter/onmouseleave removed from markup; hover via CSS :hover.
|
| 160 |
+
|
| 161 |
+
HTML_TEMPLATE = """
|
| 162 |
+
<div class="cv-wrap">
|
| 163 |
+
{{#if value.img}}
|
| 164 |
+
<img class="cv-img" src="{{value.img}}">
|
| 165 |
+
<div class="cv-scanline"></div>
|
| 166 |
+
{{else}}
|
| 167 |
+
<div class="cv-empty">
|
| 168 |
+
<div class="cv-reticle"><div class="cv-reticle-inner"></div></div>
|
| 169 |
+
<p class="cv-empty-title">No image loaded</p>
|
| 170 |
+
<p class="cv-empty-sub">Upload an image on the left, then hover here to orbit</p>
|
| 171 |
+
</div>
|
| 172 |
+
{{/if}}
|
| 173 |
+
|
| 174 |
+
<div class="cv-hud">
|
| 175 |
+
<div class="cv-readout">
|
| 176 |
+
<span class="cv-lbl">AZ</span><span class="cv-val">${value.az}°</span>
|
| 177 |
+
<span class="cv-sep">·</span>
|
| 178 |
+
<span class="cv-lbl">EL</span><span class="cv-val">${value.el}°</span>
|
| 179 |
+
<span class="cv-sep">·</span>
|
| 180 |
+
<span class="cv-lbl">DIST</span><span class="cv-val">${value.dist}×</span>
|
| 181 |
+
</div>
|
| 182 |
+
<div class="cv-controls">
|
| 183 |
+
<div class="cv-dpad">
|
| 184 |
+
<button class="cv-btn cv-up" data-action="el-plus" title="Elevate">▲</button>
|
| 185 |
+
<button class="cv-btn cv-left" data-action="az-minus" title="Rotate Left">◀</button>
|
| 186 |
+
<div class="cv-dot"></div>
|
| 187 |
+
<button class="cv-btn cv-right" data-action="az-plus" title="Rotate Right">▶</button>
|
| 188 |
+
<button class="cv-btn cv-down" data-action="el-minus" title="Lower">▼</button>
|
| 189 |
+
</div>
|
| 190 |
+
<div class="cv-zoom">
|
| 191 |
+
<button class="cv-zbtn" data-action="dist-minus" title="Zoom In">+</button>
|
| 192 |
+
<button class="cv-zbtn" data-action="dist-plus" title="Zoom Out">-</button>
|
| 193 |
+
</div>
|
| 194 |
+
</div>
|
| 195 |
+
</div>
|
| 196 |
+
</div>
|
| 197 |
+
"""
|
| 198 |
+
|
| 199 |
+
CSS_TEMPLATE = """
|
| 200 |
+
*, *::before, *::after { box-sizing: border-box; margin: 0; padding: 0; }
|
| 201 |
+
|
| 202 |
+
.cv-wrap {
|
| 203 |
+
position: relative;
|
| 204 |
+
width: 100%; height: 540px;
|
| 205 |
+
background: #08080f;
|
| 206 |
+
border: 1px solid rgba(34,211,238,0.15);
|
| 207 |
+
border-radius: 18px;
|
| 208 |
+
overflow: hidden;
|
| 209 |
+
display: flex; align-items: center; justify-content: center;
|
| 210 |
+
font-family: 'IBM Plex Mono', 'Courier New', monospace;
|
| 211 |
+
}
|
| 212 |
+
|
| 213 |
+
.cv-img {
|
| 214 |
+
max-width: 100%; max-height: 100%;
|
| 215 |
+
object-fit: contain; border-radius: 4px; display: block;
|
| 216 |
+
}
|
| 217 |
+
|
| 218 |
+
.cv-scanline {
|
| 219 |
+
position: absolute; inset: 0;
|
| 220 |
+
background: repeating-linear-gradient(
|
| 221 |
+
to bottom,
|
| 222 |
+
transparent 0px, transparent 3px,
|
| 223 |
+
rgba(0,0,0,0.05) 3px, rgba(0,0,0,0.05) 4px
|
| 224 |
+
);
|
| 225 |
+
pointer-events: none; border-radius: inherit;
|
| 226 |
+
}
|
| 227 |
+
|
| 228 |
+
.cv-empty {
|
| 229 |
+
text-align: center; user-select: none;
|
| 230 |
+
display: flex; flex-direction: column; align-items: center; gap: 10px;
|
| 231 |
+
}
|
| 232 |
+
.cv-reticle {
|
| 233 |
+
width: 72px; height: 72px;
|
| 234 |
+
border: 2px solid rgba(34,211,238,0.3); border-radius: 50%;
|
| 235 |
+
display: flex; align-items: center; justify-content: center;
|
| 236 |
+
position: relative; margin-bottom: 4px;
|
| 237 |
+
}
|
| 238 |
+
.cv-reticle::before, .cv-reticle::after {
|
| 239 |
+
content: ''; position: absolute; background: rgba(34,211,238,0.25);
|
| 240 |
+
}
|
| 241 |
+
.cv-reticle::before { width: 1px; height: 100%; }
|
| 242 |
+
.cv-reticle::after { width: 100%; height: 1px; }
|
| 243 |
+
.cv-reticle-inner {
|
| 244 |
+
width: 12px; height: 12px; border-radius: 50%;
|
| 245 |
+
background: rgba(34,211,238,0.6); z-index: 1;
|
| 246 |
+
}
|
| 247 |
+
.cv-empty-title {
|
| 248 |
+
font-size: 11px; letter-spacing: 0.08em; text-transform: uppercase;
|
| 249 |
+
color: rgba(255,255,255,0.45);
|
| 250 |
+
}
|
| 251 |
+
.cv-empty-sub {
|
| 252 |
+
font-size: 11px; color: rgba(255,255,255,0.2);
|
| 253 |
+
max-width: 240px; line-height: 1.6;
|
| 254 |
+
}
|
| 255 |
+
|
| 256 |
+
/* HUD: hidden by default, shown on CSS :hover β survives template re-renders */
|
| 257 |
+
.cv-hud {
|
| 258 |
+
position: absolute; bottom: 16px; right: 16px;
|
| 259 |
+
display: flex; flex-direction: column; align-items: flex-end; gap: 8px;
|
| 260 |
+
opacity: 0; transition: opacity 0.2s ease; pointer-events: auto;
|
| 261 |
+
}
|
| 262 |
+
.cv-wrap:hover .cv-hud { opacity: 1; }
|
| 263 |
+
|
| 264 |
+
.cv-readout {
|
| 265 |
+
display: flex; align-items: center; gap: 6px;
|
| 266 |
+
background: rgba(5,5,15,0.88); border: 1px solid rgba(34,211,238,0.3);
|
| 267 |
+
border-radius: 8px; padding: 5px 14px;
|
| 268 |
+
font-size: 11px; letter-spacing: 0.08em; white-space: nowrap;
|
| 269 |
+
backdrop-filter: blur(10px); -webkit-backdrop-filter: blur(10px);
|
| 270 |
+
}
|
| 271 |
+
.cv-lbl { color: rgba(34,211,238,0.5); font-size: 9px; text-transform: uppercase; }
|
| 272 |
+
.cv-val { color: #22d3ee; font-weight: 600; }
|
| 273 |
+
.cv-sep { color: rgba(255,255,255,0.15); }
|
| 274 |
+
|
| 275 |
+
.cv-controls {
|
| 276 |
+
display: flex; align-items: center; gap: 10px;
|
| 277 |
+
background: rgba(5,5,15,0.82); border: 1px solid rgba(255,255,255,0.07);
|
| 278 |
+
border-radius: 14px; padding: 10px 12px;
|
| 279 |
+
backdrop-filter: blur(12px); -webkit-backdrop-filter: blur(12px);
|
| 280 |
+
}
|
| 281 |
+
|
| 282 |
+
.cv-dpad {
|
| 283 |
+
display: grid;
|
| 284 |
+
grid-template-columns: repeat(3, 36px);
|
| 285 |
+
grid-template-rows: repeat(3, 36px);
|
| 286 |
+
gap: 3px;
|
| 287 |
+
}
|
| 288 |
+
.cv-btn {
|
| 289 |
+
width: 36px; height: 36px;
|
| 290 |
+
border: 1px solid rgba(255,255,255,0.08); border-radius: 8px;
|
| 291 |
+
background: rgba(255,255,255,0.05); color: rgba(255,255,255,0.65);
|
| 292 |
+
font-size: 11px; cursor: pointer;
|
| 293 |
+
display: flex; align-items: center; justify-content: center;
|
| 294 |
+
transition: background .12s, border-color .12s, transform .1s, color .12s;
|
| 295 |
+
padding: 0; line-height: 1;
|
| 296 |
+
}
|
| 297 |
+
.cv-btn:hover {
|
| 298 |
+
background: rgba(34,211,238,0.2); border-color: rgba(34,211,238,0.5);
|
| 299 |
+
color: #22d3ee; transform: scale(1.12);
|
| 300 |
+
}
|
| 301 |
+
.cv-btn:active { transform: scale(0.9); }
|
| 302 |
+
|
| 303 |
+
.cv-up { grid-column:2; grid-row:1; }
|
| 304 |
+
.cv-left { grid-column:1; grid-row:2; }
|
| 305 |
+
.cv-dot {
|
| 306 |
+
grid-column:2; grid-row:2; width:36px; height:36px; border-radius:50%;
|
| 307 |
+
background: rgba(34,211,238,0.07); border: 1px solid rgba(34,211,238,0.12);
|
| 308 |
+
}
|
| 309 |
+
.cv-right { grid-column:3; grid-row:2; }
|
| 310 |
+
.cv-down { grid-column:2; grid-row:3; }
|
| 311 |
+
|
| 312 |
+
.cv-zoom { display: flex; flex-direction: column; gap: 4px; }
|
| 313 |
+
.cv-zbtn {
|
| 314 |
+
width: 36px; height: 42px;
|
| 315 |
+
border: 1px solid rgba(255,255,255,0.08); border-radius: 8px;
|
| 316 |
+
background: rgba(255,255,255,0.05); color: rgba(255,255,255,0.65);
|
| 317 |
+
font-size: 16px; font-weight: 500; cursor: pointer;
|
| 318 |
+
display: flex; align-items: center; justify-content: center;
|
| 319 |
+
transition: background .12s, border-color .12s, transform .1s, color .12s;
|
| 320 |
+
padding: 0; line-height: 1;
|
| 321 |
+
}
|
| 322 |
+
.cv-zbtn:hover {
|
| 323 |
+
background: rgba(251,191,36,0.2); border-color: rgba(251,191,36,0.5);
|
| 324 |
+
color: #fbbf24; transform: scale(1.12);
|
| 325 |
+
}
|
| 326 |
+
.cv-zbtn:active { transform: scale(0.9); }
|
| 327 |
+
"""
|
| 328 |
+
|
| 329 |
+
# BUG FIX: distance uses shiftDist() to jump between the exact snap points
|
| 330 |
+
# [0.6, 1.0, 1.8] instead of a fixed Β±0.4 offset.
|
| 331 |
+
JS_ON_LOAD = """
|
| 332 |
+
const DIST_STEPS = [0.6, 1.0, 1.8];
|
| 333 |
+
|
| 334 |
+
function snapDist(d) {
|
| 335 |
+
return DIST_STEPS.reduce((p, c) => Math.abs(c - d) < Math.abs(p - d) ? c : p);
|
| 336 |
+
}
|
| 337 |
+
function shiftDist(d, dir) {
|
| 338 |
+
const idx = DIST_STEPS.indexOf(snapDist(Number(d)));
|
| 339 |
+
return DIST_STEPS[Math.max(0, Math.min(DIST_STEPS.length - 1, idx + dir))];
|
| 340 |
+
}
|
| 341 |
+
|
| 342 |
+
// Delegated click listener β attached once, survives template re-renders.
|
| 343 |
+
element.addEventListener('click', function(e) {
|
| 344 |
+
const btn = e.target.closest('[data-action]');
|
| 345 |
+
if (!btn) return;
|
| 346 |
+
|
| 347 |
+
const v = Object.assign({}, props.value);
|
| 348 |
+
let az = Number(v.az) || 0;
|
| 349 |
+
let el = Number(v.el) || 0;
|
| 350 |
+
let dist = Number(v.dist) || 1.0;
|
| 351 |
+
|
| 352 |
+
switch (btn.dataset.action) {
|
| 353 |
+
case 'az-minus': az = (az - 45 + 360) % 360; break;
|
| 354 |
+
case 'az-plus': az = (az + 45) % 360; break;
|
| 355 |
+
case 'el-plus': el = Math.min(60, el + 30); break;
|
| 356 |
+
case 'el-minus': el = Math.max(-30, el - 30); break;
|
| 357 |
+
case 'dist-minus': dist = shiftDist(dist, -1); break;
|
| 358 |
+
case 'dist-plus': dist = shiftDist(dist, +1); break;
|
| 359 |
+
}
|
| 360 |
+
|
| 361 |
+
props.value = { ...v, az, el, dist };
|
| 362 |
+
trigger('submit');
|
| 363 |
+
});
|
| 364 |
+
"""
|
| 365 |
+
|
| 366 |
+
|
| 367 |
+
# ββ Global Gradio CSS ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 368 |
+
GLOBAL_CSS = """
|
| 369 |
+
@import url('https://fonts.googleapis.com/css2?family=Oxanium:wght@300;400;500;600;700&family=IBM+Plex+Mono:wght@400;500;600&display=swap');
|
| 370 |
+
|
| 371 |
+
body,
|
| 372 |
+
.gradio-container,
|
| 373 |
+
.gradio-container > .main,
|
| 374 |
+
footer { background: #06060d !important; }
|
| 375 |
+
|
| 376 |
+
.gradio-container {
|
| 377 |
+
font-family: 'Oxanium', sans-serif !important;
|
| 378 |
+
max-width: 1120px !important;
|
| 379 |
+
margin: 0 auto !important;
|
| 380 |
+
padding: 0 20px 40px !important;
|
| 381 |
+
}
|
| 382 |
+
|
| 383 |
+
.app-heading {
|
| 384 |
+
text-align: center;
|
| 385 |
+
padding: 36px 0 16px;
|
| 386 |
+
}
|
| 387 |
+
.app-heading h1 {
|
| 388 |
+
font-family: 'Oxanium', sans-serif;
|
| 389 |
+
font-size: clamp(28px, 4vw, 44px);
|
| 390 |
+
font-weight: 700;
|
| 391 |
+
letter-spacing: -0.025em;
|
| 392 |
+
background: linear-gradient(125deg, #22d3ee 0%, #818cf8 55%, #c084fc 100%);
|
| 393 |
+
-webkit-background-clip: text;
|
| 394 |
+
-webkit-text-fill-color: transparent;
|
| 395 |
+
background-clip: text;
|
| 396 |
+
line-height: 1.1;
|
| 397 |
+
margin: 0 0 10px;
|
| 398 |
+
}
|
| 399 |
+
.app-heading p {
|
| 400 |
+
font-family: 'IBM Plex Mono', monospace;
|
| 401 |
+
font-size: 11px;
|
| 402 |
+
color: rgba(255,255,255,0.28);
|
| 403 |
+
letter-spacing: 0.14em;
|
| 404 |
+
text-transform: uppercase;
|
| 405 |
+
}
|
| 406 |
+
|
| 407 |
+
.gradio-container .block,
|
| 408 |
+
.gradio-container .form {
|
| 409 |
+
background: rgba(255,255,255,0.025) !important;
|
| 410 |
+
border: 1px solid rgba(255,255,255,0.06) !important;
|
| 411 |
+
border-radius: 14px !important;
|
| 412 |
+
box-shadow: none !important;
|
| 413 |
+
}
|
| 414 |
+
|
| 415 |
+
label > span,
|
| 416 |
+
.label-wrap span {
|
| 417 |
+
font-family: 'IBM Plex Mono', monospace !important;
|
| 418 |
+
font-size: 10px !important;
|
| 419 |
+
text-transform: uppercase !important;
|
| 420 |
+
letter-spacing: 0.1em !important;
|
| 421 |
+
color: rgba(255,255,255,0.32) !important;
|
| 422 |
+
}
|
| 423 |
+
|
| 424 |
+
textarea,
|
| 425 |
+
input[type=text],
|
| 426 |
+
input[type=number] {
|
| 427 |
+
background: rgba(255,255,255,0.04) !important;
|
| 428 |
+
border: 1px solid rgba(255,255,255,0.08) !important;
|
| 429 |
+
color: rgba(255,255,255,0.8) !important;
|
| 430 |
+
border-radius: 8px !important;
|
| 431 |
+
font-family: 'IBM Plex Mono', monospace !important;
|
| 432 |
+
font-size: 11px !important;
|
| 433 |
+
}
|
| 434 |
+
textarea:focus, input:focus {
|
| 435 |
+
border-color: rgba(34,211,238,0.4) !important;
|
| 436 |
+
box-shadow: 0 0 0 2px rgba(34,211,238,0.06) !important;
|
| 437 |
+
}
|
| 438 |
+
|
| 439 |
+
input[type=range] { accent-color: #22d3ee !important; }
|
| 440 |
+
|
| 441 |
+
.accordion > button,
|
| 442 |
+
details > summary {
|
| 443 |
+
background: rgba(255,255,255,0.03) !important;
|
| 444 |
+
border-radius: 8px !important;
|
| 445 |
+
color: rgba(255,255,255,0.5) !important;
|
| 446 |
+
font-family: 'IBM Plex Mono', monospace !important;
|
| 447 |
+
font-size: 11px !important;
|
| 448 |
+
letter-spacing: 0.06em !important;
|
| 449 |
+
}
|
| 450 |
+
|
| 451 |
+
input[type=checkbox] { accent-color: #22d3ee; }
|
| 452 |
+
|
| 453 |
+
.gradio-container h3 {
|
| 454 |
+
font-family: 'Oxanium', sans-serif;
|
| 455 |
+
font-size: 12px; font-weight: 600;
|
| 456 |
+
letter-spacing: 0.1em; text-transform: uppercase;
|
| 457 |
+
color: rgba(255,255,255,0.35);
|
| 458 |
+
margin-bottom: 6px;
|
| 459 |
+
}
|
| 460 |
+
|
| 461 |
+
.status-box textarea {
|
| 462 |
+
color: rgba(34,211,238,0.8) !important;
|
| 463 |
+
font-size: 11px !important;
|
| 464 |
+
}
|
| 465 |
+
|
| 466 |
+
.section-divider {
|
| 467 |
+
border: none;
|
| 468 |
+
border-top: 1px solid rgba(255,255,255,0.05);
|
| 469 |
+
margin: 8px 0;
|
| 470 |
+
}
|
| 471 |
+
|
| 472 |
+
.gallery-item { border-radius: 8px !important; overflow: hidden; }
|
| 473 |
+
"""
|
| 474 |
+
|
| 475 |
+
GRADIO_THEME = gr.themes.Base(
|
| 476 |
+
primary_hue="cyan",
|
| 477 |
+
neutral_hue="slate",
|
| 478 |
+
font=["Oxanium", "sans-serif"],
|
| 479 |
+
)
|
| 480 |
+
|
| 481 |
+
|
| 482 |
+
# ββ App ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 483 |
+
def create_app():
|
| 484 |
+
|
| 485 |
+
# FIX: theme and css are now passed to launch(), not gr.Blocks()
|
| 486 |
+
with gr.Blocks(title="3D Camera View Generator") as demo:
|
| 487 |
+
|
| 488 |
+
gr.HTML("""
|
| 489 |
+
<div class="app-heading">
|
| 490 |
+
<h1>3D Camera View Generator</h1>
|
| 491 |
+
<p>Qwen Image Edit · Lightning LoRA · Multi-Angle LoRA</p>
|
| 492 |
+
</div>
|
| 493 |
+
""")
|
| 494 |
+
|
| 495 |
+
with gr.Row(equal_height=False):
|
| 496 |
+
|
| 497 |
+
# ββ Left column ββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 498 |
+
with gr.Column(scale=4, min_width=300):
|
| 499 |
+
image_input = gr.Image(
|
| 500 |
+
label="Source Image",
|
| 501 |
+
type="pil",
|
| 502 |
+
height=340,
|
| 503 |
+
)
|
| 504 |
+
|
| 505 |
+
prompt_box = gr.Textbox(
|
| 506 |
+
label="Active Camera Prompt",
|
| 507 |
value="<sks> front view eye-level shot medium shot",
|
| 508 |
+
interactive=False,
|
| 509 |
+
lines=1,
|
| 510 |
+
elem_classes=["status-box"],
|
| 511 |
)
|
| 512 |
+
|
| 513 |
+
with gr.Accordion("β Generation Settings", open=False):
|
| 514 |
+
seed_slider = gr.Slider(0, MAX_SEED, value=42, step=1, label="Seed")
|
| 515 |
+
rand_seed_cb = gr.Checkbox(True, label="Randomise seed each generation")
|
| 516 |
+
guidance_sl = gr.Slider(1.0, 20.0, value=7.5, step=0.1, label="Guidance Scale")
|
| 517 |
+
steps_sl = gr.Slider(1, 50, value=4, step=1, label="Inference Steps")
|
| 518 |
+
width_sl = gr.Slider(256, 1024, value=1024, step=32, label="Width (px)")
|
| 519 |
+
height_sl = gr.Slider(256, 1024, value=1024, step=32, label="Height (px)")
|
| 520 |
+
|
| 521 |
+
# ββ Right column βββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 522 |
+
with gr.Column(scale=5, min_width=400):
|
| 523 |
+
gr.Markdown("### Camera View β hover to reveal orbit controls")
|
| 524 |
+
|
| 525 |
+
# FIX: plain gr.HTML with dict value β no subclass, no inspect error
|
| 526 |
+
cam_view = gr.HTML(
|
| 527 |
+
value=DEFAULT_CAM_VALUE,
|
| 528 |
+
html_template=HTML_TEMPLATE,
|
| 529 |
+
css_template=CSS_TEMPLATE,
|
| 530 |
+
js_on_load=JS_ON_LOAD,
|
| 531 |
+
apply_default_css=False,
|
| 532 |
)
|
| 533 |
+
|
| 534 |
+
status_box = gr.Textbox(
|
| 535 |
+
label="Status",
|
| 536 |
+
value="Ready β upload an image to begin",
|
| 537 |
+
interactive=False,
|
| 538 |
+
lines=1,
|
| 539 |
+
elem_classes=["status-box"],
|
| 540 |
+
)
|
| 541 |
+
|
| 542 |
+
gr.HTML('<hr class="section-divider">')
|
| 543 |
+
gr.Markdown("### Generated Views")
|
| 544 |
+
|
| 545 |
+
gallery_state = gr.State([])
|
| 546 |
+
gallery = gr.Gallery(
|
| 547 |
+
label="",
|
| 548 |
+
show_label=False,
|
| 549 |
+
columns=6,
|
| 550 |
+
height=190,
|
| 551 |
+
object_fit="cover",
|
| 552 |
+
allow_preview=True,
|
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|
|
|
|
| 553 |
)
|
| 554 |
+
|
| 555 |
+
# ββ Helpers ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 556 |
+
|
| 557 |
+
def _coerce_view(v):
|
| 558 |
+
"""Extract (az, el, dist) safely from a dict or default."""
|
| 559 |
+
if isinstance(v, dict):
|
| 560 |
+
return float(v.get("az", 0)), float(v.get("el", 0)), float(v.get("dist", 1.0))
|
| 561 |
+
return 0.0, 0.0, 1.0
|
| 562 |
+
|
| 563 |
+
def _auto_dimensions(img):
|
| 564 |
+
if img is None:
|
| 565 |
+
return 1024, 1024
|
| 566 |
+
w, h = img.size
|
| 567 |
+
ar = w / h
|
| 568 |
+
if ar > 1:
|
| 569 |
+
nw = 1024
|
| 570 |
+
nh = round(1024 / ar / 32) * 32
|
| 571 |
+
else:
|
| 572 |
+
nh = 1024
|
| 573 |
+
nw = round(1024 * ar / 32) * 32
|
| 574 |
+
return max(256, min(1024, nw)), max(256, min(1024, nh))
|
| 575 |
+
|
| 576 |
+
# ββ Event handlers ββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 577 |
+
|
| 578 |
+
# BUG FIX: single upload handler (was two concurrent handlers β race condition)
|
| 579 |
+
def on_image_upload(img, current_view):
|
| 580 |
+
nw, nh = _auto_dimensions(img)
|
| 581 |
+
if img is None:
|
| 582 |
+
return DEFAULT_CAM_VALUE.copy(), nw, nh, "No image"
|
| 583 |
+
az, el, dist = _coerce_view(current_view)
|
| 584 |
+
return (
|
| 585 |
+
{"img": pil_to_data_url(img), "az": az, "el": el, "dist": dist},
|
| 586 |
+
nw,
|
| 587 |
+
nh,
|
| 588 |
+
"Image loaded β hover the viewer and click an arrow to generate",
|
| 589 |
+
)
|
| 590 |
+
|
| 591 |
+
def on_camera_submit(
|
| 592 |
+
current_view, src_img,
|
| 593 |
+
seed_val, rand_seed, guidance, steps, h, w,
|
| 594 |
+
gallery_imgs,
|
| 595 |
+
):
|
| 596 |
+
try:
|
| 597 |
+
az, el, dist = _coerce_view(current_view)
|
| 598 |
+
prompt = build_camera_prompt(az, el, dist)
|
| 599 |
+
|
| 600 |
+
if src_img is None:
|
| 601 |
+
return current_view, prompt, "β Upload an image first", gallery_imgs, gallery_imgs
|
| 602 |
+
|
| 603 |
+
gen_img, final_seed, final_prompt = infer_camera_edit(
|
| 604 |
+
image=src_img,
|
| 605 |
+
azimuth=az, elevation=el, distance=dist,
|
| 606 |
+
seed=seed_val, randomize_seed=rand_seed,
|
| 607 |
+
guidance_scale=guidance,
|
| 608 |
+
num_inference_steps=int(steps),
|
| 609 |
+
height=int(h), width=int(w),
|
| 610 |
+
)
|
| 611 |
+
|
| 612 |
+
new_view = {"img": pil_to_data_url(gen_img), "az": az, "el": el, "dist": dist}
|
| 613 |
+
gallery_imgs = list(gallery_imgs) + [gen_img]
|
| 614 |
+
status = f"β {final_prompt} | seed {final_seed}"
|
| 615 |
+
|
| 616 |
+
return new_view, final_prompt, status, gallery_imgs, gallery_imgs
|
| 617 |
+
|
| 618 |
+
except Exception as exc:
|
| 619 |
+
return current_view, "", f"β {str(exc)}", gallery_imgs, gallery_imgs
|
| 620 |
+
|
| 621 |
+
image_input.upload(
|
| 622 |
+
fn=on_image_upload,
|
| 623 |
+
inputs=[image_input, cam_view],
|
| 624 |
+
outputs=[cam_view, width_sl, height_sl, status_box],
|
| 625 |
)
|
| 626 |
+
|
| 627 |
+
cam_view.submit(
|
| 628 |
+
fn=on_camera_submit,
|
| 629 |
+
inputs=[
|
| 630 |
+
cam_view, image_input,
|
| 631 |
+
seed_slider, rand_seed_cb, guidance_sl, steps_sl,
|
| 632 |
+
height_sl, width_sl,
|
| 633 |
+
gallery_state,
|
| 634 |
+
],
|
| 635 |
+
outputs=[cam_view, prompt_box, status_box, gallery_state, gallery],
|
| 636 |
)
|
| 637 |
+
|
| 638 |
return demo
|
| 639 |
|
| 640 |
+
|
| 641 |
if __name__ == "__main__":
|
| 642 |
+
demo = create_app()
|
| 643 |
+
# FIX: theme and css passed to launch() as required by Gradio 6.0
|
| 644 |
+
demo.launch(
|
| 645 |
+
debug=True,
|
| 646 |
+
theme=GRADIO_THEME,
|
| 647 |
+
css=GLOBAL_CSS,
|
| 648 |
+
)
|