Update app.py
Browse files
app.py
CHANGED
@@ -8,47 +8,45 @@ def generate_3d_model(prompt, output_path="assistant_3d.obj"):
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Generate a 3D model using ShapE and export it in a Blender-compatible format
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"""
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try:
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# Load pipeline
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pipe = ShapEPipeline.from_pretrained(
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"openai/shap-e",
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torch_dtype=torch.float32,
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low_cpu_mem_usage=True
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).to("cpu")
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# Generate
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outputs = pipe(
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prompt=prompt,
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num_inference_steps=8, # Reduced
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guidance_scale=5.0
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)
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#
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faces = outputs["faces"][0].detach().cpu().numpy()
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#
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mesh_obj = trimesh.Trimesh(vertices=vertices, faces=faces, process=True)
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# Export model in desired format with robust handling for compatibility
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try:
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print(f"
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mesh_obj.export(backup_path)
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print(f"Exported backup model to: {backup_path}")
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return output_path
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except Exception as e:
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print(f"Error during generation: {e}")
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print(f"Error type: {type(e)}")
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print(f"Full error details: {str(e)}")
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raise
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if __name__ == "__main__":
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Generate a 3D model using ShapE and export it in a Blender-compatible format
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"""
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try:
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# Load pipeline optimized for CPU usage
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pipe = ShapEPipeline.from_pretrained(
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"openai/shap-e",
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torch_dtype=torch.float32,
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low_cpu_mem_usage=True
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).to("cpu")
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# Generate model
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outputs = pipe(
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prompt=prompt,
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num_inference_steps=8, # Reduced for CPU efficiency
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guidance_scale=5.0 # Lower guidance to conserve resources
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)
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# Check output structure for debugging
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print("Output structure:", outputs.keys())
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# Attempt to extract vertices and faces
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try:
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vertices = outputs["vertices"][0].detach().cpu().numpy()
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faces = outputs["faces"][0].detach().cpu().numpy()
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except KeyError as ke:
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print(f"Key error: {ke}")
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print(f"Available keys in output: {list(outputs.keys())}")
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return None
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# Construct the 3D mesh object
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mesh_obj = trimesh.Trimesh(vertices=vertices, faces=faces, process=True)
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# Export mesh object
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if output_path.endswith('.obj'):
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mesh_obj.export(output_path, include_normals=True)
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else:
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mesh_obj.export(output_path)
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print(f"Successfully exported 3D model to: {output_path}")
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return output_path
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except Exception as e:
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print(f"Error during generation: {e}")
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raise
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if __name__ == "__main__":
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