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fix(ai): advance the progress bar during upscale and background removal (#608)
RealESRGAN's enhance() and rembg's remove() run in one opaque call, so the progress bar froze at 30% for the whole inference. Add a time-based heartbeat that advances the bar in a background thread while the model runs and stops when it returns, so the bar moves instead of freezing. Verified end to end on a GPU box (forced CPU): a 55s upscale emitted 26 steady ticks then completed; background removal too. Fixes #591
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@@ -144,20 +144,29 @@ def main():
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img_array = np.array(img.convert("RGB"))
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emit_progress(30, "Enhancing image with AI")
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try:
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output_array, _ = upsampler.enhance(img_array, outscale=scale)
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except RuntimeError as oom_err:
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if "out of memory" not in str(oom_err).lower():
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raise
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torch.cuda.empty_cache()
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print(
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f"[upscale] OOM with tile={tile_size}, retrying with tile=256",
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file=sys.stderr,
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flush=True,
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)
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emit_progress(35, "Retrying with smaller tiles")
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upsampler.tile = 256
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output_array, _ = upsampler.enhance(img_array, outscale=scale)
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# enhance() runs the whole model in one opaque call with no
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# per-tile callback, so advance the bar in the background to
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# show the job is alive instead of freezing at 30% (#591).
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from progress_heartbeat import run_with_heartbeat
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def _enhance():
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try:
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return upsampler.enhance(img_array, outscale=scale)
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except RuntimeError as oom_err:
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if "out of memory" not in str(oom_err).lower():
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raise
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torch.cuda.empty_cache()
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print(
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f"[upscale] OOM with tile={tile_size}, retrying with tile=256",
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file=sys.stderr,
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flush=True,
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)
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upsampler.tile = 256
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return upsampler.enhance(img_array, outscale=scale)
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output_array, _ = run_with_heartbeat(
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_enhance, emit_progress, 30, 80, "Enhancing image with AI"
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)
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emit_progress(80, "AI enhancement complete")
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result = Image.fromarray(output_array)
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