primus.scores.nodes package

Submodules

• primus.scores.nodes.AgenticExtractor module
  • AgenticExtractor
    • AgenticExtractor.ExtractionOutputParser
      • AgenticExtractor.ExtractionOutputParser.model_config
      • AgenticExtractor.ExtractionOutputParser.parse()
    • AgenticExtractor.GraphState
      • AgenticExtractor.GraphState.entity
      • AgenticExtractor.GraphState.model_config
      • AgenticExtractor.GraphState.quote
      • AgenticExtractor.GraphState.text
    • AgenticExtractor.Parameters
      • AgenticExtractor.Parameters.input
      • AgenticExtractor.Parameters.model_config
      • AgenticExtractor.Parameters.output
      • AgenticExtractor.Parameters.system_message
      • AgenticExtractor.Parameters.user_message
    • AgenticExtractor.__init__()
    • AgenticExtractor.add_core_nodes()
    • AgenticExtractor.clean_quote()
    • AgenticExtractor.get_extractor_node()
• primus.scores.nodes.BaseNode module
  • BaseNode
    • BaseNode.GraphState
      • BaseNode.GraphState.model_config
    • BaseNode.Parameters
      • BaseNode.Parameters.example_refinement_message
      • BaseNode.Parameters.input
      • BaseNode.Parameters.model_config
      • BaseNode.Parameters.name
      • BaseNode.Parameters.output
      • BaseNode.Parameters.single_line_messages
      • BaseNode.Parameters.system_message
      • BaseNode.Parameters.user_message
    • BaseNode.__init__()
    • BaseNode.add_core_nodes()
    • BaseNode.build_compiled_workflow()
    • BaseNode.get_example_refinement_template()
    • BaseNode.get_prompt_templates()
    • BaseNode.log_state()
    • BaseNode.node_name
    • BaseNode.normalize_text_output()
• primus.scores.nodes.BeforeAfterSlicer module
  • BeforeAfterSlicer
    • BeforeAfterSlicer.GraphState
      • BeforeAfterSlicer.GraphState.after
      • BeforeAfterSlicer.GraphState.before
      • BeforeAfterSlicer.GraphState.model_config
    • BeforeAfterSlicer.SlicingOutputParser
      • BeforeAfterSlicer.SlicingOutputParser.Config
      • BeforeAfterSlicer.SlicingOutputParser.FUZZY_MATCH_SCORE_CUTOFF
      • BeforeAfterSlicer.SlicingOutputParser.__init__()
      • BeforeAfterSlicer.SlicingOutputParser.model_config
      • BeforeAfterSlicer.SlicingOutputParser.model_post_init()
      • BeforeAfterSlicer.SlicingOutputParser.parse()
      • BeforeAfterSlicer.SlicingOutputParser.text
      • BeforeAfterSlicer.SlicingOutputParser.tokenize()
    • BeforeAfterSlicer.__init__()
    • BeforeAfterSlicer.add_core_nodes()
    • BeforeAfterSlicer.get_slicer_node()
• primus.scores.nodes.Classifier module
  • Classifier
    • Classifier.ClassificationOutputParser
      • Classifier.ClassificationOutputParser.__init__()
      • Classifier.ClassificationOutputParser.find_matches_in_text()
      • Classifier.ClassificationOutputParser.model_config
      • Classifier.ClassificationOutputParser.normalize_text()
      • Classifier.ClassificationOutputParser.parse()
      • Classifier.ClassificationOutputParser.parse_from_start
      • Classifier.ClassificationOutputParser.select_match()
      • Classifier.ClassificationOutputParser.valid_classes
    • Classifier.GraphState
      • Classifier.GraphState.confidence
      • Classifier.GraphState.model_config
      • Classifier.GraphState.raw_logprobs
      • Classifier.GraphState.reasoning
    • Classifier.Parameters
      • Classifier.Parameters.confidence
      • Classifier.Parameters.explanation_message
      • Classifier.Parameters.maximum_retry_count
      • Classifier.Parameters.model_config
      • Classifier.Parameters.parse_from_start
      • Classifier.Parameters.valid_classes
    • Classifier.__init__()
    • Classifier.add_core_nodes()
    • Classifier.batch
    • Classifier.get_confidence_node()
    • Classifier.get_llm_call_node()
    • Classifier.get_llm_prompt_node()
    • Classifier.get_max_retries_node()
    • Classifier.get_parser_node()
    • Classifier.get_retry_node()
    • Classifier.handle_max_retries()
    • Classifier.llm_call()
    • Classifier.llm_request()
    • Classifier.should_retry()
• primus.scores.nodes.ContextExtractor module
  • ContextExtractor
    • ContextExtractor.ExtractionOutputParser
      • ContextExtractor.ExtractionOutputParser.Config
      • ContextExtractor.ExtractionOutputParser.FUZZY_MATCH_THRESHOLD
      • ContextExtractor.ExtractionOutputParser.__init__()
      • ContextExtractor.ExtractionOutputParser.context_after
      • ContextExtractor.ExtractionOutputParser.context_before
      • ContextExtractor.ExtractionOutputParser.model_config
      • ContextExtractor.ExtractionOutputParser.model_post_init()
      • ContextExtractor.ExtractionOutputParser.parse()
      • ContextExtractor.ExtractionOutputParser.text
      • ContextExtractor.ExtractionOutputParser.tokenize()
      • ContextExtractor.ExtractionOutputParser.use_sentence_boundaries
    • ContextExtractor.GraphState
      • ContextExtractor.GraphState.context_chunk
      • ContextExtractor.GraphState.match_end_index
      • ContextExtractor.GraphState.match_start_index
      • ContextExtractor.GraphState.matched_sequence
      • ContextExtractor.GraphState.model_config
    • ContextExtractor.Parameters
      • ContextExtractor.Parameters.context_after
      • ContextExtractor.Parameters.context_before
      • ContextExtractor.Parameters.fuzzy_match_threshold
      • ContextExtractor.Parameters.model_config
      • ContextExtractor.Parameters.system_message
      • ContextExtractor.Parameters.use_sentence_boundaries
      • ContextExtractor.Parameters.user_message
    • ContextExtractor.__init__()
    • ContextExtractor.add_core_nodes()
    • ContextExtractor.get_extractor_node()
• primus.scores.nodes.Extractor module
  • Extractor
    • Extractor.ExtractionOutputParser
      • Extractor.ExtractionOutputParser.Config
      • Extractor.ExtractionOutputParser.FUZZY_MATCH_SCORE_CUTOFF
      • Extractor.ExtractionOutputParser.__init__()
      • Extractor.ExtractionOutputParser.model_config
      • Extractor.ExtractionOutputParser.model_post_init()
      • Extractor.ExtractionOutputParser.parse()
      • Extractor.ExtractionOutputParser.text
      • Extractor.ExtractionOutputParser.tokenize()
      • Extractor.ExtractionOutputParser.trust_model_output
      • Extractor.ExtractionOutputParser.use_exact_matching
    • Extractor.GraphState
      • Extractor.GraphState.extracted_text
      • Extractor.GraphState.model_config
      • Extractor.GraphState.reasoning
    • Extractor.Parameters
      • Extractor.Parameters.fuzzy_match_score_cutoff
      • Extractor.Parameters.model_config
      • Extractor.Parameters.trust_model_output
      • Extractor.Parameters.use_exact_matching
    • Extractor.__init__()
    • Extractor.add_core_nodes()
    • Extractor.execute()
    • Extractor.get_extractor_node()
• primus.scores.nodes.FuzzyMatchClassifier module
  • FuzzyMatchClassifier
    • FuzzyMatchClassifier.GraphState
      • FuzzyMatchClassifier.GraphState.match_found
      • FuzzyMatchClassifier.GraphState.matches
      • FuzzyMatchClassifier.GraphState.model_config
    • FuzzyMatchClassifier.Parameters
      • FuzzyMatchClassifier.Parameters.classification_mapping
      • FuzzyMatchClassifier.Parameters.data_paths
      • FuzzyMatchClassifier.Parameters.default_classification
      • FuzzyMatchClassifier.Parameters.model_config
      • FuzzyMatchClassifier.Parameters.targets
    • FuzzyMatchClassifier.__init__()
    • FuzzyMatchClassifier.add_core_nodes()
    • FuzzyMatchClassifier.get_classifier_node()
• primus.scores.nodes.FuzzyMatchExtractor module
  • FuzzyMatchExtractor
    • FuzzyMatchExtractor.GraphState
      • FuzzyMatchExtractor.GraphState.match_found
      • FuzzyMatchExtractor.GraphState.matches
      • FuzzyMatchExtractor.GraphState.model_config
    • FuzzyMatchExtractor.Parameters
      • FuzzyMatchExtractor.Parameters.model_config
      • FuzzyMatchExtractor.Parameters.targets
    • FuzzyMatchExtractor.__init__()
    • FuzzyMatchExtractor.add_core_nodes()
    • FuzzyMatchExtractor.get_matcher_node()
• primus.scores.nodes.Generator module
  • Generator
    • Generator.GraphState
      • Generator.GraphState.completion
      • Generator.GraphState.explanation
      • Generator.GraphState.model_config
      • Generator.GraphState.retry_count
    • Generator.Parameters
      • Generator.Parameters.maximum_retry_count
      • Generator.Parameters.model_config
    • Generator.__init__()
    • Generator.add_core_nodes()
    • Generator.batch
    • Generator.get_llm_call_node()
    • Generator.get_llm_prompt_node()
    • Generator.get_max_retries_node()
    • Generator.get_retry_node()
    • Generator.should_retry()
• primus.scores.nodes.LogicalClassifier module
  • LogicalClassifier
    • LogicalClassifier.GraphState
      • LogicalClassifier.GraphState.classification
      • LogicalClassifier.GraphState.criteria_met
      • LogicalClassifier.GraphState.explanation
      • LogicalClassifier.GraphState.model_config
    • LogicalClassifier.Parameters
      • LogicalClassifier.Parameters.code
      • LogicalClassifier.Parameters.conditions
      • LogicalClassifier.Parameters.model_config
    • LogicalClassifier.__init__()
    • LogicalClassifier.add_core_nodes()
    • LogicalClassifier.get_score_node()
• primus.scores.nodes.LogicalNode module
  • LogicalNode
    • LogicalNode.GraphState
      • LogicalNode.GraphState.model_config
    • LogicalNode.Parameters
      • LogicalNode.Parameters.code
      • LogicalNode.Parameters.function_name
      • LogicalNode.Parameters.model_config
      • LogicalNode.Parameters.output_mapping
    • LogicalNode.__init__()
    • LogicalNode.add_core_nodes()
    • LogicalNode.build_compiled_workflow()
    • LogicalNode.get_execute_node()
• primus.scores.nodes.MultiClassClassifier module
  • MultiClassClassifier
    • MultiClassClassifier.ClassificationOutputParser
      • MultiClassClassifier.ClassificationOutputParser.__init__()
      • MultiClassClassifier.ClassificationOutputParser.fuzzy_match
      • MultiClassClassifier.ClassificationOutputParser.fuzzy_match_threshold
      • MultiClassClassifier.ClassificationOutputParser.model_config
      • MultiClassClassifier.ClassificationOutputParser.parse()
      • MultiClassClassifier.ClassificationOutputParser.parse_from_start
      • MultiClassClassifier.ClassificationOutputParser.valid_classes
    • MultiClassClassifier.GraphState
      • MultiClassClassifier.GraphState.classification
      • MultiClassClassifier.GraphState.explanation
      • MultiClassClassifier.GraphState.model_config
      • MultiClassClassifier.GraphState.retry_count
    • MultiClassClassifier.Parameters
      • MultiClassClassifier.Parameters.explanation_message
      • MultiClassClassifier.Parameters.explanation_model
      • MultiClassClassifier.Parameters.fuzzy_match
      • MultiClassClassifier.Parameters.fuzzy_match_threshold
      • MultiClassClassifier.Parameters.maximum_retry_count
      • MultiClassClassifier.Parameters.model_config
      • MultiClassClassifier.Parameters.parse_from_start
      • MultiClassClassifier.Parameters.valid_classes
    • MultiClassClassifier.__init__()
    • MultiClassClassifier.add_core_nodes()
    • MultiClassClassifier.get_classifier_node()
• primus.scores.nodes.NumericClassifier module
  • NumericClassifier
    • NumericClassifier.GraphState
      • NumericClassifier.GraphState.classification
      • NumericClassifier.GraphState.explanation
      • NumericClassifier.GraphState.model_config
    • NumericClassifier.NumericOutputParser
      • NumericClassifier.NumericOutputParser.__init__()
      • NumericClassifier.NumericOutputParser.model_config
      • NumericClassifier.NumericOutputParser.numeric_max
      • NumericClassifier.NumericOutputParser.numeric_min
      • NumericClassifier.NumericOutputParser.parse()
    • NumericClassifier.Parameters
      • NumericClassifier.Parameters.model_config
      • NumericClassifier.Parameters.numeric_max
      • NumericClassifier.Parameters.numeric_min
    • NumericClassifier.__init__()
    • NumericClassifier.add_core_nodes()
    • NumericClassifier.get_classifier_node()
• primus.scores.nodes.YesOrNoClassifier module
  • YesOrNoClassifier
    • YesOrNoClassifier.ClassificationOutputParser
      • YesOrNoClassifier.ClassificationOutputParser.model_config
      • YesOrNoClassifier.ClassificationOutputParser.parse()
      • YesOrNoClassifier.ClassificationOutputParser.parse_from_start
    • YesOrNoClassifier.GraphState
      • YesOrNoClassifier.GraphState.classification
      • YesOrNoClassifier.GraphState.explanation
      • YesOrNoClassifier.GraphState.model_config
      • YesOrNoClassifier.GraphState.retry_count
    • YesOrNoClassifier.Parameters
      • YesOrNoClassifier.Parameters.explanation_message
      • YesOrNoClassifier.Parameters.explanation_model
      • YesOrNoClassifier.Parameters.maximum_retry_count
      • YesOrNoClassifier.Parameters.model_config
      • YesOrNoClassifier.Parameters.parse_from_start
    • YesOrNoClassifier.__init__()
    • YesOrNoClassifier.add_core_nodes()
    • YesOrNoClassifier.get_classifier_node()
• primus.scores.nodes.test_classifier_confidence_harmonized module
  • create_mock_logprobs_response()
  • test_confidence_multiple_matches_same_class()
  • test_confidence_no_matching_tokens()
  • test_confidence_parse_from_start_false()
  • test_confidence_parse_from_start_true()
  • test_confidence_single_token_response()
• primus.scores.nodes.test_classifier_confidence_integration module
  • openai_confidence_config()
  • test_confidence_with_real_openai_api()
  • test_confidence_workflow_integration()
• primus.scores.nodes.test_logprobs_uncertainty module
  • test_multiple_cases_for_uncertainty()
• primus.scores.nodes.test_raw_openai_logprobs module
  • test_raw_openai_logprobs()
• primus.scores.nodes.test_simple_confidence module
  • test_simple_confidence()