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https://github.com/graphdeco-inria/gaussian-splatting
synced 2024-11-22 08:18:17 +00:00
fix gradient missing during densify&prune
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472689c0dc
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9e54fc93e4
@ -277,15 +277,14 @@ class GaussianModel:
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if stored_state is not None:
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stored_state["exp_avg"] = stored_state["exp_avg"][mask]
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stored_state["exp_avg_sq"] = stored_state["exp_avg_sq"][mask]
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del self.optimizer.state[group['params'][0]]
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group["params"][0] = nn.Parameter((group["params"][0][mask].requires_grad_(True)))
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self.optimizer.state[group['params'][0]] = stored_state
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optimizable_tensors[group["name"]] = group["params"][0]
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else:
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grad = group["params"][0].grad[mask].clone()
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group["params"][0] = nn.Parameter(group["params"][0][mask].requires_grad_(True))
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group["params"][0].grad = grad
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optimizable_tensors[group["name"]] = group["params"][0]
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return optimizable_tensors
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def prune_points(self, mask):
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@ -314,14 +313,12 @@ class GaussianModel:
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stored_state["exp_avg"] = torch.cat((stored_state["exp_avg"], torch.zeros_like(extension_tensor)), dim=0)
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stored_state["exp_avg_sq"] = torch.cat((stored_state["exp_avg_sq"], torch.zeros_like(extension_tensor)), dim=0)
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del self.optimizer.state[group['params'][0]]
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group["params"][0] = nn.Parameter(torch.cat((group["params"][0], extension_tensor), dim=0).requires_grad_(True))
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self.optimizer.state[group['params'][0]] = stored_state
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optimizable_tensors[group["name"]] = group["params"][0]
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else:
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grad = torch.cat((group["params"][0].grad, torch.zeros_like(extension_tensor)), dim=0).clone()
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group["params"][0] = nn.Parameter(torch.cat((group["params"][0], extension_tensor), dim=0).requires_grad_(True))
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group["params"][0].grad = grad
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optimizable_tensors[group["name"]] = group["params"][0]
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return optimizable_tensors
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