autosim.validation
Validation and conversion helpers for simulator inputs and outputs.
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class ValidationMixin[source]
Bases: object
Mixin class for validation methods.
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static check_vector(x)[source]
Validate that the input is a 1D TensorLike.
- Parameters:
x (Tensor)
- Return type:
Tensor
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static check_tensor_is_2d(x)[source]
Validate that the input is a 2D TensorLike.
- Parameters:
x (Tensor)
- Return type:
Tensor
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static check_pair(x, y)[source]
Validate that two tensors have the same number of rows.
- Parameters:
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- Return type:
tuple[Tensor, Tensor]
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static check_covariance(y, Sigma)[source]
Validate and return the covariance matrix.
- Parameters:
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- Return type:
Tensor
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static trace(Sigma, d)[source]
Compute the trace of the covariance matrix.
- Parameters:
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- Return type:
Tensor
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static logdet(Sigma, dim)[source]
Compute the log-determinant of the covariance matrix.
- Parameters:
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- Return type:
Tensor
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static max_eigval(Sigma)[source]
Compute the maximum eigenvalue of the covariance matrix.
- Parameters:
Sigma (Tensor)
- Return type:
Tensor
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set_random_seed(seed=42, deterministic=True)[source]
Set random seed for Python, NumPy and PyTorch.
- Parameters:
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