Tuning

This version of ibm-watsonx-ai client introduces support for Tune Experiments.

This section shows how to create a tuning experiment, deploy a model and use the ModelInference module with the created deployment.

• Working with TuneExperiment and PromptTuner
  • Configure PromptTuner
  • Get configuration parameters
  • Run prompt tuning
  • Get run status, get run details
  • Get data connections
  • Summary
  • Plot learning curves
  • Get the model identifier
• Working with TuneExperiment and FineTuner
  • Configure FineTuner
  • Get configuration parameters
  • Run fine tuning
  • Get run status, get run details
  • Get data connections
  • Summary
  • Plot learning curves
  • Get the model identifier
• Working with TuneExperiment and ILabTuner (BETA)
  • Preparations
  • Configure ILabTuner
  • Document extraction
  • Taxonomy import
  • Taxonomy tree update
  • Synthetic data generation
  • Run ilab tuning
  • Get run status, get run details
  • Get data connections
• Tuned Model Inference
  • Working with deployments
  • Creating ModelInference instance
  • Importing data
  • Analyzing satisfaction
  • Generate methods
• Tune Experiment
  • TuneExperiment
    • TuneExperiment
      • TuneExperiment.fine_tuner()
      • TuneExperiment.ilab_tuner()
      • TuneExperiment.prompt_tuner()
      • TuneExperiment.runs()
  • Tune Runs
    • TuneRuns
      • TuneRuns.get_run_details()
      • TuneRuns.get_tuner()
      • TuneRuns.list()
  • Prompt Tuner
    • PromptTuner
      • PromptTuner.cancel_run()
      • PromptTuner.get_data_connections()
      • PromptTuner.get_model_id()
      • PromptTuner.get_params()
      • PromptTuner.get_run_details()
      • PromptTuner.get_run_status()
      • PromptTuner.plot_learning_curve()
      • PromptTuner.run()
      • PromptTuner.summary()
  • Enums
    • PromptTuningTypes
      • PromptTuningTypes.PT
    • PromptTuningInitMethods
      • PromptTuningInitMethods.RANDOM
      • PromptTuningInitMethods.TEXT
    • TuneExperimentTasks
      • TuneExperimentTasks.CLASSIFICATION
      • TuneExperimentTasks.CODE_GENERATION_AND_CONVERSION
      • TuneExperimentTasks.EXTRACTION
      • TuneExperimentTasks.GENERATION
      • TuneExperimentTasks.QUESTION_ANSWERING
      • TuneExperimentTasks.RETRIEVAL_AUGMENTED_GENERATION
      • TuneExperimentTasks.SUMMARIZATION
    • PromptTunableModels
• InstructLab Experiment (BETA)
  • ILabTuner
    • ILabTuner
      • ILabTuner.cancel_run()
      • ILabTuner.delete_run()
      • ILabTuner.get_data_connections()
      • ILabTuner.get_params()
      • ILabTuner.get_run_details()
      • ILabTuner.get_run_status()
      • ILabTuner.run()
  • Taxonomy import
    • Taxonomy
      • Taxonomy
        • Taxonomy.delete()
        • Taxonomy.get_details()
        • Taxonomy.get_taxonomy_import()
        • Taxonomy.get_taxonomy_tree()
        • Taxonomy.update_taxonomy_tree()
    • TaxonomyImport
      • TaxonomyImport
        • TaxonomyImport.cancel_run()
        • TaxonomyImport.delete_run()
        • TaxonomyImport.get_run_details()
        • TaxonomyImport.get_run_status()
        • TaxonomyImport.get_taxonomy()
    • TaxonomiesRuns
      • TaxonomiesRuns
        • TaxonomiesRuns.get_taxonomy_import()
    • Taxonomies
      • Taxonomies
        • Taxonomies.run_import()
        • Taxonomies.runs()
  • Document extraction
    • DocumentExtraction
      • DocumentExtraction
        • DocumentExtraction.cancel_run()
        • DocumentExtraction.delete_run()
        • DocumentExtraction.get_run_details()
        • DocumentExtraction.get_run_status()
    • DocumentExtractionsRuns
      • DocumentExtractionsRuns
        • DocumentExtractionsRuns.get_document_extraction()
    • DocumentExtractions
      • DocumentExtractions
        • DocumentExtractions.extract()
        • DocumentExtractions.runs()
  • Synthetic data generation
    • SyntheticDataGeneration
      • SyntheticDataGeneration
        • SyntheticDataGeneration.cancel_run()
        • SyntheticDataGeneration.delete_run()
        • SyntheticDataGeneration.get_results_reference()
        • SyntheticDataGeneration.get_run_details()
        • SyntheticDataGeneration.get_run_status()
    • SDGRuns
      • SDGRuns
        • SDGRuns.get_synthetic_data_generation()
    • SyntheticData
      • SyntheticData
        • SyntheticData.generate()
        • SyntheticData.runs()