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pypomp
pypomp

Getting Started

  • Tutorials
  • Model Structure Components
  • Best Practices and Performance Guidelines

Reference

  • API Reference
    • Pomp Class
      • pypomp.core.pomp.Pomp.simulate
      • pypomp.core.pomp.Pomp.pfilter
      • pypomp.core.pomp.Pomp.mif
      • pypomp.core.pomp.Pomp.train
      • pypomp.core.pomp.Pomp.dpop_train
      • pypomp.core.pomp.Pomp.sample_params
      • pypomp.core.pomp.Pomp.prune
      • pypomp.core.pomp.Pomp.results
      • pypomp.core.pomp.Pomp.traces
      • pypomp.core.pomp.Pomp.CLL
      • pypomp.core.pomp.Pomp.ESS
      • pypomp.core.pomp.Pomp.time
      • pypomp.core.pomp.Pomp.arma
      • pypomp.core.pomp.Pomp.negbin
      • pypomp.core.pomp.Pomp.probe
      • pypomp.core.pomp.Pomp.print_summary
      • pypomp.core.pomp.Pomp.print_metadata
      • pypomp.core.pomp.Pomp.plot_traces
      • pypomp.core.pomp.Pomp.plot_simulations
      • pypomp.core.pomp.Pomp.merge
    • PanelPomp Class
      • pypomp.panel.panel.PanelPomp.simulate
      • pypomp.panel.panel.PanelPomp.pfilter
      • pypomp.panel.panel.PanelPomp.mif
      • pypomp.panel.panel.PanelPomp.train
      • pypomp.panel.panel.PanelPomp.get_unit_names
      • pypomp.panel.panel.PanelPomp.get_unit_parameters
      • pypomp.panel.panel.PanelPomp.sample_params
      • pypomp.panel.panel.PanelPomp.prune
      • pypomp.panel.panel.PanelPomp.mix_and_match
      • pypomp.panel.panel.PanelPomp.results
      • pypomp.panel.panel.PanelPomp.CLL
      • pypomp.panel.panel.PanelPomp.ESS
      • pypomp.panel.panel.PanelPomp.time
      • pypomp.panel.panel.PanelPomp.traces
      • pypomp.panel.panel.PanelPomp.probe
      • pypomp.panel.panel.PanelPomp.arma
      • pypomp.panel.panel.PanelPomp.negbin
      • pypomp.panel.panel.PanelPomp.plot_traces
      • pypomp.panel.panel.PanelPomp.plot_simulations
      • pypomp.panel.panel.PanelPomp.print_metadata
      • pypomp.panel.panel.PanelPomp.print_summary
      • pypomp.panel.panel.PanelPomp.merge
    • Parameters
      • pypomp.core.parameters.PompParameters.logLik
      • pypomp.core.parameters.PompParameters.to_jax_array
      • pypomp.core.parameters.PompParameters.to_jax_array_canonical
      • pypomp.core.parameters.PompParameters.num_replicates
      • pypomp.core.parameters.PompParameters.num_params
      • pypomp.core.parameters.PompParameters.subset
      • pypomp.core.parameters.PompParameters.get_param_names
      • pypomp.core.parameters.PompParameters.to_list
      • pypomp.core.parameters.PompParameters.transform
      • pypomp.core.parameters.PompParameters.prune
      • pypomp.core.parameters.PompParameters.merge
      • pypomp.core.parameters.PanelParameters.logLik
      • pypomp.core.parameters.PanelParameters.logLik_unit
      • pypomp.core.parameters.PanelParameters.theta
      • pypomp.core.parameters.PanelParameters.num_replicates
      • pypomp.core.parameters.PanelParameters.get_param_names
      • pypomp.core.parameters.PanelParameters.get_shared_param_names
      • pypomp.core.parameters.PanelParameters.get_unit_param_names
      • pypomp.core.parameters.PanelParameters.get_unit_names
      • pypomp.core.parameters.PanelParameters.subset
      • pypomp.core.parameters.PanelParameters.to_jax_array
      • pypomp.core.parameters.PanelParameters.transform
      • pypomp.core.parameters.PanelParameters.prune
      • pypomp.core.parameters.PanelParameters.mix_and_match
    • Results
      • pypomp.core.results.ResultsHistory
        • pypomp.core.results.ResultsHistory.CLL
        • pypomp.core.results.ResultsHistory.ESS
        • pypomp.core.results.ResultsHistory.__init__
        • pypomp.core.results.ResultsHistory.add
        • pypomp.core.results.ResultsHistory.append
        • pypomp.core.results.ResultsHistory.clear
        • pypomp.core.results.ResultsHistory.last
        • pypomp.core.results.ResultsHistory.merge
        • pypomp.core.results.ResultsHistory.print_summary
        • pypomp.core.results.ResultsHistory.results
        • pypomp.core.results.ResultsHistory.time
        • pypomp.core.results.ResultsHistory.traces
      • pypomp.core.results.PompPFilterResult
        • pypomp.core.results.PompPFilterResult.CLL
        • pypomp.core.results.PompPFilterResult.ESS
        • pypomp.core.results.PompPFilterResult.__init__
        • pypomp.core.results.PompPFilterResult.merge
        • pypomp.core.results.PompPFilterResult.print_summary
        • pypomp.core.results.PompPFilterResult.to_dataframe
        • pypomp.core.results.PompPFilterResult.traces
      • pypomp.core.results.PompMIFResult
        • pypomp.core.results.PompMIFResult.CLL
        • pypomp.core.results.PompMIFResult.ESS
        • pypomp.core.results.PompMIFResult.__init__
        • pypomp.core.results.PompMIFResult.merge
        • pypomp.core.results.PompMIFResult.print_summary
        • pypomp.core.results.PompMIFResult.to_dataframe
        • pypomp.core.results.PompMIFResult.traces
      • pypomp.core.results.PompTrainResult
        • pypomp.core.results.PompTrainResult.CLL
        • pypomp.core.results.PompTrainResult.ESS
        • pypomp.core.results.PompTrainResult.__init__
        • pypomp.core.results.PompTrainResult.merge
        • pypomp.core.results.PompTrainResult.print_summary
        • pypomp.core.results.PompTrainResult.to_dataframe
        • pypomp.core.results.PompTrainResult.traces
      • pypomp.core.results.PanelPompPFilterResult
        • pypomp.core.results.PanelPompPFilterResult.CLL
        • pypomp.core.results.PanelPompPFilterResult.ESS
        • pypomp.core.results.PanelPompPFilterResult.__init__
        • pypomp.core.results.PanelPompPFilterResult.merge
        • pypomp.core.results.PanelPompPFilterResult.print_summary
        • pypomp.core.results.PanelPompPFilterResult.to_dataframe
        • pypomp.core.results.PanelPompPFilterResult.traces
      • pypomp.core.results.PanelPompMIFResult
        • pypomp.core.results.PanelPompMIFResult.CLL
        • pypomp.core.results.PanelPompMIFResult.ESS
        • pypomp.core.results.PanelPompMIFResult.__init__
        • pypomp.core.results.PanelPompMIFResult.merge
        • pypomp.core.results.PanelPompMIFResult.print_summary
        • pypomp.core.results.PanelPompMIFResult.to_dataframe
        • pypomp.core.results.PanelPompMIFResult.traces
      • pypomp.core.results.PanelPompTrainResult
        • pypomp.core.results.PanelPompTrainResult.CLL
        • pypomp.core.results.PanelPompTrainResult.ESS
        • pypomp.core.results.PanelPompTrainResult.__init__
        • pypomp.core.results.PanelPompTrainResult.merge
        • pypomp.core.results.PanelPompTrainResult.print_summary
        • pypomp.core.results.PanelPompTrainResult.to_dataframe
        • pypomp.core.results.PanelPompTrainResult.traces
    • Parameter Transformations
      • pypomp.core.par_trans.ParTrans.panel_transform
      • pypomp.core.par_trans.ParTrans.panel_transform_list
      • pypomp.core.par_trans.ParTrans.to_floats
      • pypomp.core.par_trans.ParTrans.transform_array
      • pypomp.core.par_trans.ParTrans.transform_panel_traces
    • Random Walk Standard Deviation
      • pypomp.core.rw_sigma.RWSigma.cool
    • Learning Rate
      • pypomp.core.learning_rate.LearningRate.to_array
      • pypomp.core.learning_rate.LearningRate.cosine_decay
      • pypomp.core.learning_rate.LearningRate.geometric_decay
      • pypomp.core.learning_rate.LearningRate.linear_decay
    • Optimizers
      • pypomp.core.optimizer.Optimizer
      • pypomp.core.optimizer.SGD
      • pypomp.core.optimizer.Adam
      • pypomp.core.optimizer.FullMatrixAdam
      • pypomp.core.optimizer.BFGS
      • pypomp.core.optimizer.Newton
      • pypomp.core.optimizer.WeightedNewton
    • Functional API
      • pypomp.functional.PompStruct
        • pypomp.functional.PompStruct.__init__
        • pypomp.functional.PompStruct.count
        • pypomp.functional.PompStruct.index
      • pypomp.functional.pfilter
      • pypomp.functional.mif
      • pypomp.functional.simulate
      • pypomp.functional.train
      • pypomp.functional.mop
      • pypomp.functional.dpop
    • Mathematical Utilities
      • pypomp.maths.logmeanexp
      • pypomp.maths.logmeanexp_se
      • pypomp.maths.expit
      • pypomp.maths.logit
    • Fast Random Number Generation on GPUs
      • pypomp.random.fast_poisson
      • pypomp.random.fast_binomial
      • pypomp.random.fast_multinomial
      • pypomp.random.fast_gamma
      • pypomp.random.fast_nbinomial
    • Monte Carlo Adjusted Profile
    • Example Models
      • pypomp.models.dhaka
      • pypomp.models.spx
      • pypomp.models.UKMeasles.Pomp
      • pypomp.models.LG

Resources

  • Quantitative Tests
  • GitHub
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pypomp.core.results.ResultsHistory.merge¶

static ResultsHistory.merge(*histories: ResultsHistory) → ResultsHistory[source]¶

Merge multiple histories into one by merging entries at each index.

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pypomp.core.results.ResultsHistory.print_summary
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  • pypomp.core.results.ResultsHistory.merge
    • merge()