Some of the sundaes Kopp’s makes with this custard are so elaborate that the management has been known to offer architectural diagrams pointing out various ingredients and their place in the construction of each concoction. (There is no seating.) As is the custom in Milwaukee, burgers ooze with butter.Ĭustard is the specialty of the house. deepxde.nn.tensorflow_compat_v1.Kopp’s is a joyful place where eaters chow down wherever they can find a place to lean, inside or out.deepxde.nn.tensorflow_compat_v1.nn module.deepxde.nn.tensorflow_compat_v1.msffn module.deepxde.nn.tensorflow_compat_v1.mionet module.deepxde.nn.tensorflow_compat_v1.mfnn module.deepxde.nn.tensorflow_compat_v1.fnn module.deepxde.nn.tensorflow_compat_v1.deeponet module.It is easy to customize DeepXDE to meet new demands. many other useful features: different (weighted) losses, learning rate schedules, metrics, etc.Īll the components of DeepXDE are loosely coupled, and thus DeepXDE is well-structured and highly configurable.uncertainty quantification using dropout.callbacks to monitor the internal states and statistics of the model during training: early stopping, etc.conveniently save the model during training, and load a trained model.different optimizers: Adam, L-BFGS, etc.4 function spaces: power series, Chebyshev polynomial, Gaussian random field (1D/2D).The training points can keep the same during training or be resampled (adaptively) every certain iterations. many sampling methods: uniform, pseudorandom, Latin hypercube sampling, Halton sequence, Hammersley sequence, and Sobol sequence.different neural networks: fully connected neural network (FNN), stacked FNN, residual neural network, (spatio-temporal) multi-scale Fourier feature networks, etc.5 types of boundary conditions (BCs): Dirichlet, Neumann, Robin, periodic, and a general BC, which can be defined on an arbitrary domain or on a point set.DeepXDE also supports a geometry represented by a point cloud. Other geometries can be constructed as constructive solid geometry (CSG) using three boolean operations: union, difference, and intersection. The primitive geometries are interval, triangle, rectangle, polygon, disk, cuboid, sphere, hypercube, and hypersphere. complex domain geometries without tyranny mesh generation.
#Kopps flavor code#
enables the user code to be compact, resembling closely the mathematical formulation.
#Kopps flavor how to#
For how to select one, see Working with different backends.ĭeepXDE has implemented many algorithms as shown above and supports many features: