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Update app_quant_latent.py
Browse files- app_quant_latent.py +66 -1
app_quant_latent.py
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@@ -247,9 +247,74 @@ log_system_stats("AFTER PIPELINE BUILD")
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from PIL import Image
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@spaces.GPU
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-
def
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"""
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Robust dual pipeline:
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- Advanced latent generation first
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from PIL import Image
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@spaces.GPU
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def generate_image(prompt, height, width, steps, seed, guidance_scale=0.0):
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LOGS = []
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latents = None
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image = None
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gallery = []
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# safe placeholder image
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placeholder = Image.new("RGB", (width, height), color=(255, 255, 255))
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try:
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generator = torch.Generator(device).manual_seed(int(seed))
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# -------------------------------
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# Try advanced latent extractor
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# -------------------------------
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try:
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latents = safe_get_latents(pipe, height, width, generator, device, LOGS)
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output = pipe(
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prompt=prompt,
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height=height,
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width=width,
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num_inference_steps=steps,
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guidance_scale=guidance_scale,
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generator=generator,
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latents=latents
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)
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image = output.images[0]
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gallery = [image]
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LOGS.append("β
Advanced latent pipeline succeeded.")
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except Exception as e:
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LOGS.append(f"β οΈ Latent mode failed: {e}")
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LOGS.append("π Switching to standard pipeline...")
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# -------------------------------
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# Standard generation fallback
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# -------------------------------
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try:
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output = pipe(
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prompt=prompt,
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height=height,
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width=width,
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num_inference_steps=steps,
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guidance_scale=guidance_scale,
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generator=generator,
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)
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image = output.images[0]
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gallery = [image]
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LOGS.append("β
Standard pipeline succeeded.")
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except Exception as e2:
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LOGS.append(f"β Standard pipeline failed: {e2}")
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image = placeholder
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gallery = [image]
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# final safe return
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return image, gallery, LOGS
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except Exception as e:
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LOGS.append(f"β Total failure: {e}")
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return placeholder, [placeholder], LOGS
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@spaces.GPU
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def generate_image_backup(prompt, height, width, steps, seed, guidance_scale=0.0, return_latents=False):
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"""
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Robust dual pipeline:
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- Advanced latent generation first
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