flow_models
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  • Welcome to flow-models’s documentation!
  • Workflow
    • Flow definition
    • Collecting of flow records
    • Cleaning the data
    • Merging of flow records
    • Data binning
    • Fitting of mixture models
    • Generating flows from models
  • Tools
    • anonymize
      • Positional Arguments
      • Named Arguments
    • convert
      • Positional Arguments
      • Named Arguments
    • cut
      • Positional Arguments
      • Named Arguments
    • fit
      • Positional Arguments
      • Named Arguments
    • generate
      • Positional Arguments
      • Named Arguments
    • hist
      • Positional Arguments
      • Named Arguments
    • hist_np
      • Positional Arguments
      • Named Arguments
    • merge
      • Positional Arguments
      • Named Arguments
    • plot
      • Positional Arguments
      • Named Arguments
    • series
      • Positional Arguments
      • Named Arguments
    • sort
      • Positional Arguments
      • Named Arguments
    • summary
      • Positional Arguments
      • Named Arguments
  • First packets mirroring
    • Programs
      • simulate
        • Positional Arguments
        • Named Arguments
  • Elephant flow classification and detection
    • Programs
      • plot_entropy
        • Positional Arguments
      • simulate_data
        • Positional Arguments
        • Named Arguments
    • Examples of scikit-learn scripts
      • plot_classifiers
        • Positional Arguments
        • Named Arguments
      • plot_regressors
        • Positional Arguments
        • Named Arguments
      • train_classifiers
        • Positional Arguments
        • Named Arguments
      • train_regressors
        • Positional Arguments
        • Named Arguments
      • tune
        • Positional Arguments
        • Named Arguments
  • Tutorial: Model creation and distribution fitting
  • Tutorial: Elephant flow classification with scikit-learn
    • Prerequisites
    • Dataset
    • Script command line parameters
    • Exploring the script code
      • Flow record control: data_par
      • Data preparation: prep_params
      • Evaluation modes: modes
      • Flow labeling: train_decision
      • Dataset shrinking: idx
      • Handling class imbalance: sample_weight
    • Running the training process
    • Parsing and plotting results
  • File formats
    • csv_flow
    • binary
    • csv_hist
    • csv_series
  • API Reference
    • flow_models package
      • flow_models.anonymize module
        • anonymize()
      • flow_models.convert module
        • convert()
      • flow_models.cut module
        • cut()
      • flow_models.fit module
        • fit()
      • flow_models.generate module
        • generate()
        • generate_flows()
      • flow_models.hist module
        • hist()
      • flow_models.hist_np module
        • hist()
      • flow_models.merge module
        • merge()
      • flow_models.plot module
      • flow_models.series module
        • series()
      • flow_models.series_plot module
      • flow_models.sort module
        • create_index()
        • sort()
        • sort_array()
      • flow_models.summary module
    • flow_models.first_mirror package
      • flow_models.first_mirror.simulate module
        • first_mirror()
    • flow_models.elephants package
      • flow_models.elephants.plot_entropy module
        • calculate_entropy()
      • flow_models.elephants.simulate_data module
        • simulate_data()
    • flow_models.elephants.skl package
      • flow_models.elephants.skl.plot_classifiers module
      • flow_models.elephants.skl.plot_regressors module
      • flow_models.elephants.skl.train_classifiers module
      • flow_models.elephants.skl.train_regressors module
      • flow_models.elephants.skl.tune module
    • flow_models.lib package
      • flow_models.lib.data module
        • avg_data()
        • calc_minmax()
        • load_data()
        • normalize_data()
        • pdf_from_cdf()
      • flow_models.lib.io module
        • Formatter
        • IOArgumentParser
        • find_array_path()
        • load_array_mv()
        • load_array_np()
        • load_arrays()
        • prepare_file_list()
        • read_flow_binary()
        • read_flow_csv()
        • read_nfcapd()
        • read_pipe()
        • write_flow_binary()
        • write_flow_csv()
        • write_line()
      • flow_models.lib.mix module
        • avg()
        • cdf()
        • cdf_comp()
        • pdf()
        • pdf_comp()
        • rvs()
      • flow_models.lib.ml module
        • calculate_reduction()
        • calculate_reduction_from_mixture()
        • interp_reduction()
        • load_arrays()
        • make_slice()
        • prepare_decision()
        • prepare_input()
        • score_reduction()
        • top_idx()
      • flow_models.lib.util module
        • bin_calc_log()
        • bin_calc_one()
        • measure_memory()
flow_models
  • Tools
  • Edit on GitHub

Tools

  • anonymize
  • convert
  • cut
  • fit
  • generate
  • hist
  • hist_np
  • merge
  • plot
  • series
  • sort
  • summary
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© Copyright 2024, Piotr Jurkiewicz. Revision 5c0c1872.

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