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Description
import nbi
# hyperparameters
featurizer = {
"type": "resnet-gru",
"dim_in": 1,
"max_hidden": 64
}
flow = {
"n_dims": 1, # parameter space dimension
"flow_hidden": 32, # generally no larger than max_hidden
"num_blocks": 10 # depends on complexity of posterior shape
}
engine = nbi.NBI(
flow,
featurizer,
simulator,
noise,
priors,
device='cpu' # 'cuda', 'cuda:0', 'mps' for M1/M2 Mac GPU
)
engine.fit(
n_sims=1000,
n_rounds=1,
n_epochs=100
)
y_pred, weights = engine.predict(x_obs, x_err, n_samples=2000)Reactions are currently unavailable
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