Index

_

__getitem__() (kerb.testing.TestDataset method) __init__() (kerb.agent.Agent method) (kerb.agent.AgentResult method) (kerb.agent.Tool method) (kerb.cache.BaseCache method) (kerb.cache.CacheEntry method) (kerb.cache.CacheStats method) (kerb.cache.DiskCache method) (kerb.cache.LLMCache method) (kerb.cache.MemoryCache method) (kerb.cache.TieredCache method) (kerb.chunk.CodeChunker method) (kerb.chunk.MarkdownChunker method) (kerb.chunk.RecursiveChunker method) (kerb.chunk.SemanticChunker method) (kerb.chunk.SentenceChunker method) (kerb.config.AppConfig method) (kerb.config.ConfigManager method) (kerb.config.ModelConfig method) (kerb.config.ProviderConfig method) (kerb.context.CompressionResult method) (kerb.context.ContextItem method) (kerb.context.ContextWindow method) (kerb.core.Document method) (kerb.core.Message method) (kerb.document.Document method) (kerb.embedding.LocalEmbedder method) (kerb.embedding.OpenAIEmbedder method) (kerb.embedding.SentenceTransformerEmbedder method) (kerb.evaluation.BenchmarkResult method) (kerb.evaluation.ComparisonResult method) (kerb.evaluation.EvaluationResult method) (kerb.evaluation.TestCase method) (kerb.fine_tuning.DatasetStats method) (kerb.fine_tuning.TrainingConfig method) (kerb.fine_tuning.TrainingDataset method) (kerb.fine_tuning.TrainingExample method) (kerb.fine_tuning.ValidationResult method) (kerb.generation.AnthropicGenerator method) (kerb.generation.BaseProvider method) (kerb.generation.CostTracker method) (kerb.generation.GenerationConfig method) (kerb.generation.GenerationResponse method) (kerb.generation.Generator method) (kerb.generation.GoogleGenerator method) (kerb.generation.Message method) (kerb.generation.OpenAIGenerator method) (kerb.generation.RateLimiter method) (kerb.generation.ResponseCache method) (kerb.generation.StreamChunk method) (kerb.generation.Usage method) (kerb.memory.ConversationBuffer method) (kerb.memory.ConversationSummary method) (kerb.memory.Entity method) (kerb.multimodal.AudioInfo method) (kerb.multimodal.ImageInfo method) (kerb.multimodal.MultiModalContent method) (kerb.multimodal.TranscriptionResult method) (kerb.multimodal.VideoInfo method) (kerb.multimodal.VisionAnalysis method) (kerb.parsing.ParseResult method) (kerb.parsing.ValidationResult method) (kerb.preprocessing.LanguageResult method) (kerb.preprocessing.NormalizationConfig method) (kerb.preprocessing.QualityMetrics method) (kerb.prompt.ExampleSelector method) (kerb.prompt.FewShotExample method) (kerb.prompt.PromptRegistry method) (kerb.prompt.PromptVersion method) (kerb.retrieval.Document method) (kerb.retrieval.FilterConfig method) (kerb.retrieval.HybridSearchConfig method) (kerb.retrieval.SearchResult method) (kerb.safety.Guardrail method) (kerb.safety.ModerationResult method) (kerb.safety.PIIMatch method) (kerb.safety.SafetyResult method) (kerb.testing.CostReport method) (kerb.testing.FixtureData method) (kerb.testing.FixtureManager method) (kerb.testing.MockLLM method) (kerb.testing.MockResponse method) (kerb.testing.MockStreamingLLM method) (kerb.testing.PerformanceMetrics method) (kerb.testing.PromptFixture method) (kerb.testing.PromptTestCase method) (kerb.testing.ResponseFixture method) (kerb.testing.SnapshotData method) (kerb.testing.TestCase method) (kerb.testing.TestDataset method) (kerb.testing.TestResult method)

__iter__() (kerb.testing.TestDataset method) __len__() (kerb.core.Document method) (kerb.document.Document method) (kerb.retrieval.Document method) (kerb.testing.TestDataset method) __lt__() (kerb.context.ContextItem method) __post_init__() (kerb.core.Message method) (kerb.generation.Message method) __repr__() (kerb.agent.Tool method) (kerb.core.Document method) (kerb.core.Message method) (kerb.document.Document method) (kerb.generation.Message method) (kerb.retrieval.Document method) __str__() (kerb.agent.Tool method)

A

AAC (kerb.multimodal.AudioFormat attribute) ab_test() (in module kerb.evaluation) ABBREVIATE (kerb.context.CompressionMethod attribute) access_count (kerb.cache.CacheEntry attribute) ACCOUNT_NUMBER (kerb.safety.PIIType attribute) ACCURACY (kerb.evaluation.JudgmentCriterion attribute) ACCURATE (kerb.preprocessing.LanguageDetectionMode attribute) actual_output (kerb.testing.TestResult attribute) add() (kerb.prompt.ExampleSelector method) add_change_listener() (kerb.config.ConfigManager method) add_error() (kerb.fine_tuning.ValidationResult method) add_example() (kerb.testing.TestDataset method) add_fixture() (kerb.testing.FixtureManager method) add_item() (kerb.context.ContextWindow method) add_message() (kerb.memory.ConversationBuffer method) add_model() (kerb.config.ConfigManager method) add_provider() (kerb.config.ConfigManager method) add_request() (kerb.generation.CostTracker method) add_warning() (kerb.fine_tuning.ValidationResult method) ADDRESS (kerb.safety.PIIType attribute) Agent (class in kerb.agent) AgentResult (class in kerb.agent) AGGRESSIVE (kerb.preprocessing.NormalizationLevel attribute) ALL_MINILM_L12_V2 (kerb.embedding.EmbeddingModel attribute) ALL_MINILM_L6_V2 (kerb.embedding.EmbeddingModel attribute) ALL_MPNET_BASE_V2 (kerb.embedding.EmbeddingModel attribute) alternatives (kerb.preprocessing.LanguageResult attribute) analyze_dataset() (in module kerb.fine_tuning) analyze_image_with_vision_model() (in module kerb.multimodal) analyze_prompt() (in module kerb.prompt) anonymize_text() (in module kerb.safety) ANTHROPIC (kerb.config.ProviderType attribute) (kerb.fine_tuning.FineTuningProvider attribute) (kerb.generation.LLMProvider attribute)

AnthropicGenerator (class in kerb.generation) api_key (kerb.config.ProviderConfig attribute), [1] api_key_env_var (kerb.config.ModelConfig attribute), [1] (kerb.config.ProviderConfig attribute), [1] api_version (kerb.config.ModelConfig attribute), [1] app_name (kerb.config.AppConfig attribute), [1] AppConfig (class in kerb.config) apply_guardrails() (in module kerb.safety) aspect_ratio (kerb.multimodal.ImageInfo attribute) assert_called() (kerb.testing.MockLLM method) assert_called_with() (kerb.testing.MockLLM method) assert_response_contains() (in module kerb.testing) assert_response_json() (in module kerb.testing) assert_response_quality() (in module kerb.testing) assess_answer_relevance() (in module kerb.evaluation) assess_coherence() (in module kerb.evaluation) assess_faithfulness() (in module kerb.evaluation) assess_fluency() (in module kerb.evaluation) assign_priorities() (in module kerb.context) ASSISTANT (kerb.generation.MessageRole attribute) async_retry_with_exponential_backoff() (in module kerb.generation) AUDIO (kerb.multimodal.MediaType attribute) AudioFormat (class in kerb.multimodal) AudioInfo (class in kerb.multimodal) auto_compress_window() (in module kerb.context) average_score (kerb.evaluation.BenchmarkResult attribute) avg_completion_tokens (kerb.fine_tuning.DatasetStats attribute) avg_latency (kerb.testing.PerformanceMetrics attribute) avg_prompt_tokens (kerb.fine_tuning.DatasetStats attribute) avg_sentence_length (kerb.preprocessing.QualityMetrics attribute) avg_tokens_per_example (kerb.fine_tuning.DatasetStats attribute) avg_word_length (kerb.preprocessing.QualityMetrics attribute) AVI (kerb.multimodal.VideoFormat attribute) AZURE_OPENAI (kerb.config.ProviderType attribute)

B

balance_dataset() (in module kerb.fine_tuning) base64_to_image() (in module kerb.multimodal) base_url (kerb.config.ProviderConfig attribute), [1] BaseCache (class in kerb.cache) BaseProvider (class in kerb.generation) BASIC (kerb.parsing.ValidationLevel attribute) batch() (kerb.generation.Generator method) batch_count_tokens() (in module kerb.tokenizer) batch_similarity() (in module kerb.embedding) batch_size (kerb.fine_tuning.TrainingConfig attribute)

benchmark_prompts() (in module kerb.evaluation) BenchmarkResult (class in kerb.evaluation) BERTSCORE (kerb.evaluation.EvaluationMetric attribute) BEST_EFFORT (kerb.parsing.ParseMode attribute) bitrate (kerb.multimodal.AudioInfo attribute) BLEU (kerb.evaluation.EvaluationMetric attribute) BMP (kerb.multimodal.ImageFormat attribute) build_anthropic_multimodal_content() (in module kerb.multimodal) build_google_multimodal_content() (in module kerb.multimodal) build_multimodal_prompt() (in module kerb.multimodal)

C

cache_embedding() (kerb.cache.LLMCache method) cache_prompt() (kerb.cache.LLMCache method) cached (kerb.generation.GenerationResponse attribute) cached() (in module kerb.cache) CacheEntry (class in kerb.cache) CacheStats (class in kerb.cache) calculate_bleu() (in module kerb.evaluation) calculate_cost() (in module kerb.generation) calculate_exact_match() (in module kerb.evaluation) calculate_f1_score() (in module kerb.evaluation) calculate_file_checksum() (in module kerb.multimodal) calculate_image_hash() (in module kerb.multimodal) calculate_meteor() (in module kerb.evaluation) calculate_rouge() (in module kerb.evaluation) calculate_semantic_similarity() (in module kerb.evaluation) calculate_statistics() (in module kerb.evaluation) CALLABLE (kerb.testing.MockBehavior attribute) categories (kerb.safety.ModerationResult attribute) category (kerb.safety.SafetyResult attribute) ChainStrategy (class in kerb.core) channels (kerb.multimodal.AudioInfo attribute) CHAR_4 (kerb.tokenizer.Tokenizer attribute) CHAR_5 (kerb.tokenizer.Tokenizer attribute) chars_to_tokens() (in module kerb.tokenizer) CHAT (kerb.fine_tuning.DatasetFormat attribute) check_content_policy() (in module kerb.safety) check_data_quality() (in module kerb.fine_tuning) check_file_upload() (in module kerb.safety) check_function (kerb.safety.Guardrail attribute) check_hate_speech() (in module kerb.safety) check_input_safety() (in module kerb.safety) check_output_safety() (in module kerb.safety) check_profanity() (in module kerb.safety) check_self_harm() (in module kerb.safety) check_sexual_content() (in module kerb.safety) check_toxicity() (in module kerb.safety) check_violence() (in module kerb.safety) chunk() (kerb.chunk.Chunker method) (kerb.chunk.CodeChunker method) (kerb.chunk.MarkdownChunker method) (kerb.chunk.RecursiveChunker method) (kerb.chunk.SemanticChunker method) (kerb.chunk.SentenceChunker method) chunk_text() (in module kerb.chunk) Chunker (class in kerb.chunk) ChunkingStrategy (class in kerb.core) CL100K_BASE (kerb.tokenizer.Tokenizer attribute) CLASSIFICATION (kerb.fine_tuning.DatasetFormat attribute) classify_content() (in module kerb.safety) classify_content_type() (in module kerb.preprocessing) CLAUDE_35_HAIKU (kerb.generation.ModelName attribute) (kerb.multimodal.VisionModel attribute) CLAUDE_35_SONNET (kerb.generation.ModelName attribute) CLAUDE_3_5_SONNET (kerb.multimodal.VisionModel attribute) CLAUDE_45_HAIKU (kerb.generation.ModelName attribute) CLAUDE_45_OPUS (kerb.generation.ModelName attribute) CLAUDE_45_SONNET (kerb.generation.ModelName attribute) CLAUDE_HAIKU_4_5 (kerb.generation.ModelName attribute) CLAUDE_OPUS_4 (kerb.generation.ModelName attribute) (kerb.multimodal.VisionModel attribute) CLAUDE_OPUS_4_6 (kerb.generation.ModelName attribute) CLAUDE_SONNET_4 (kerb.generation.ModelName attribute) (kerb.multimodal.VisionModel attribute) CLAUDE_SONNET_4_6 (kerb.generation.ModelName attribute) clean_html() (in module kerb.preprocessing) clean_llm_output() (in module kerb.parsing) clean_markdown() (in module kerb.preprocessing) clean_text() (in module kerb.document) clear() (kerb.cache.BaseCache method) (kerb.cache.DiskCache method) (kerb.cache.LLMCache method) (kerb.cache.MemoryCache method) (kerb.cache.TieredCache method) (kerb.memory.ConversationBuffer method) clear_secrets() (kerb.config.ConfigManager method) CLIP_VIT_B_32 (kerb.multimodal.EmbeddingModelMultimodal attribute) CLIP_VIT_L_14 (kerb.multimodal.EmbeddingModelMultimodal attribute) clone() (kerb.config.ConfigManager method) cluster_embeddings() (in module kerb.embedding) CODE (kerb.config.ConfigSource attribute) (kerb.preprocessing.ContentType attribute) codec (kerb.multimodal.VideoInfo attribute) CodeChunker (class in kerb.chunk) COHERENCE (kerb.evaluation.JudgmentCriterion attribute) colors (kerb.multimodal.VisionAnalysis attribute) compare() (kerb.prompt.PromptRegistry method) compare_outputs() (in module kerb.evaluation) compare_versions() (in module kerb.prompt) ComparisonResult (class in kerb.evaluation) COMPLETENESS (kerb.evaluation.JudgmentCriterion attribute) COMPLETION (kerb.fine_tuning.DatasetFormat attribute) completion (kerb.fine_tuning.TrainingExample attribute)

completion_tokens (kerb.generation.Usage attribute) (kerb.testing.MockResponse attribute) compress_context() (in module kerb.context) (in module kerb.retrieval) compress_prompt() (in module kerb.prompt) compressed_content (kerb.context.CompressionResult attribute) compressed_tokens (kerb.context.CompressionResult attribute) compression_ratio (kerb.context.CompressionResult attribute) CompressionMethod (class in kerb.context) CompressionResult (class in kerb.context) CompressionStrategy (class in kerb.core) compute_hash() (kerb.fine_tuning.TrainingExample method) compute_multimodal_similarity() (in module kerb.multimodal) compute_text_hash() (in module kerb.preprocessing) CONDITIONAL (kerb.core.ChainStrategy attribute) confidence (kerb.evaluation.ComparisonResult attribute) (kerb.multimodal.TranscriptionResult attribute) (kerb.multimodal.VisionAnalysis attribute) (kerb.preprocessing.LanguageResult attribute) (kerb.safety.PIIMatch attribute) (kerb.safety.SafetyResult attribute) confidence_interval() (in module kerb.evaluation) Config (in module kerb.config) ConfigManager (class in kerb.config) ConfigSource (class in kerb.config) CONSISTENCY (kerb.evaluation.JudgmentCriterion attribute) content (kerb.context.ContextItem attribute) (kerb.core.Document attribute), [1] (kerb.core.Message attribute), [1] (kerb.document.Document attribute), [1] (kerb.generation.GenerationResponse attribute) (kerb.generation.Message attribute), [1] (kerb.generation.StreamChunk attribute) (kerb.multimodal.MultiModalContent attribute) (kerb.retrieval.Document attribute), [1] (kerb.testing.MockResponse attribute) (kerb.testing.SnapshotData attribute) ContentCategory (class in kerb.safety) ContentType (class in kerb.preprocessing) context (kerb.memory.Entity attribute) (kerb.safety.PIIMatch attribute) context_to_messages() (in module kerb.context) ContextItem (class in kerb.context) ContextWindow (class in kerb.context) ConversationBuffer (class in kerb.memory) ConversationSummary (class in kerb.memory) convert_audio_format() (in module kerb.multimodal) convert_image_format() (in module kerb.multimodal) cosine_similarity() (in module kerb.embedding) cost (kerb.generation.GenerationResponse attribute) (kerb.generation.Usage property) cost_by_model (kerb.testing.CostReport attribute) CostReport (class in kerb.testing) CostTracker (class in kerb.generation) count_paragraphs() (in module kerb.preprocessing) count_sentences() (in module kerb.preprocessing) count_tokens() (in module kerb.tokenizer) count_tokens_for_messages() (in module kerb.tokenizer) count_words() (in module kerb.preprocessing) create_adaptive_window() (in module kerb.context) create_alternating_window() (in module kerb.memory) create_config_manager() (in module kerb.config) create_context_window() (in module kerb.context) create_dataset() (in module kerb.testing) create_disk_cache() (in module kerb.cache) create_example() (in module kerb.prompt) create_guardrail() (in module kerb.safety) create_hierarchical_summary() (in module kerb.memory) create_llm_cache() (in module kerb.cache) create_memory_cache() (in module kerb.cache) create_mock_llm() (in module kerb.testing) create_model_config() (in module kerb.config) create_progressive_summary() (in module kerb.memory) create_provider_config() (in module kerb.config) create_sliding_window() (in module kerb.context) (in module kerb.memory) create_tiered_cache() (in module kerb.cache) create_token_limited_window() (in module kerb.memory) create_token_sliding_window() (in module kerb.context) create_tool() (in module kerb.agent) create_training_config() (in module kerb.fine_tuning) create_version() (in module kerb.prompt) create_video_thumbnail() (in module kerb.multimodal) created_at (kerb.cache.CacheEntry attribute) (kerb.prompt.PromptVersion attribute), [1] (kerb.testing.FixtureData attribute) (kerb.testing.SnapshotData attribute) CREDIT_CARD (kerb.safety.PIIType attribute) CSV (kerb.document.DocumentFormat attribute) (kerb.testing.FixtureFormat attribute) current_tokens (kerb.context.ContextWindow attribute) CUSTOM (kerb.config.ProviderType attribute) custom_chunker() (in module kerb.chunk)

D

data (kerb.parsing.ParseResult attribute) (kerb.parsing.ValidationResult attribute) DatasetFormat (class in kerb.fine_tuning) DatasetStats (class in kerb.fine_tuning) DATE_OF_BIRTH (kerb.safety.PIIType attribute) dedup_threshold (kerb.retrieval.FilterConfig attribute), [1] deduplicate_context() (in module kerb.context) deduplicate_dataset() (in module kerb.fine_tuning) deduplicate_exact() (in module kerb.preprocessing) deduplicate_fuzzy() (in module kerb.preprocessing) deduplicate_lines() (in module kerb.preprocessing) deduplicate_semantic() (in module kerb.preprocessing) deduplicate_sentences() (in module kerb.preprocessing) DeduplicationMode (class in kerb.preprocessing) DEFAULT (kerb.config.ConfigSource attribute) default_model (kerb.config.AppConfig attribute), [1] delete() (kerb.cache.BaseCache method) (kerb.cache.DiskCache method) (kerb.cache.MemoryCache method) (kerb.cache.TieredCache method) deployment_name (kerb.config.ModelConfig attribute), [1] description (kerb.agent.Tool attribute), [1] (kerb.multimodal.VisionAnalysis attribute) (kerb.prompt.PromptVersion attribute), [1] (kerb.safety.Guardrail attribute) details (kerb.evaluation.BenchmarkResult attribute) (kerb.evaluation.EvaluationResult attribute) (kerb.safety.ModerationResult attribute) (kerb.safety.SafetyResult attribute) detect_code() (in module kerb.preprocessing) detect_code_injection() (in module kerb.safety) detect_credit_card() (in module kerb.safety) detect_data_exfiltration() (in module kerb.safety)

detect_email() (in module kerb.safety) detect_format() (in module kerb.document) detect_hallucination() (in module kerb.evaluation) detect_ip_address() (in module kerb.safety) detect_jailbreak() (in module kerb.safety) detect_language() (in module kerb.preprocessing) detect_language_batch() (in module kerb.preprocessing) detect_media_type() (in module kerb.multimodal) detect_phone() (in module kerb.safety) detect_pii() (in module kerb.safety) detect_prompt_injection() (in module kerb.safety) detect_role_confusion() (in module kerb.safety) detect_sentiment() (in module kerb.preprocessing) detect_spam() (in module kerb.preprocessing) detect_ssn() (in module kerb.safety) detect_system_prompt_leak() (in module kerb.safety) detect_url() (in module kerb.safety) digit_ratio (kerb.preprocessing.QualityMetrics attribute) DiskCache (class in kerb.cache) diversify_results() (in module kerb.retrieval) DOC (kerb.document.DocumentFormat attribute) Document (class in kerb.core) (class in kerb.document) (class in kerb.retrieval) document (kerb.retrieval.SearchResult attribute) DocumentFormat (class in kerb.document) DOCX (kerb.document.DocumentFormat attribute) dot_product() (in module kerb.embedding) duplicate_count (kerb.fine_tuning.DatasetStats attribute) duration (kerb.multimodal.TranscriptionResult attribute) duration_seconds (kerb.multimodal.AudioInfo attribute) (kerb.multimodal.VideoInfo attribute) DYNAMIC (kerb.core.ChainStrategy attribute)

E

EMAIL (kerb.safety.PIIType attribute) embed() (in module kerb.embedding) (kerb.embedding.LocalEmbedder method) (kerb.embedding.OpenAIEmbedder method) (kerb.embedding.SentenceTransformerEmbedder method) embed_async() (in module kerb.embedding) (kerb.embedding.OpenAIEmbedder method) embed_batch() (in module kerb.embedding) (kerb.embedding.LocalEmbedder method) (kerb.embedding.OpenAIEmbedder method) (kerb.embedding.SentenceTransformerEmbedder method) embed_batch_async() (in module kerb.embedding) (kerb.embedding.OpenAIEmbedder method) embed_batch_stream() (in module kerb.embedding) embed_batch_stream_async() (in module kerb.embedding) embed_multimodal() (in module kerb.multimodal) embedding_dimension() (in module kerb.embedding) EmbeddingModel (class in kerb.embedding) EmbeddingModelMultimodal (class in kerb.multimodal) emotions (kerb.multimodal.VisionAnalysis attribute) enable_grounding (kerb.generation.GenerationConfig attribute) enabled (kerb.safety.Guardrail attribute) end (kerb.safety.PIIMatch attribute) end_time (kerb.memory.ConversationSummary attribute) endpoint (kerb.config.ModelConfig attribute), [1] ensure_dict_output() (in module kerb.parsing) ensure_json_output() (in module kerb.parsing) ensure_list_output() (in module kerb.parsing) ensure_safe_json() (in module kerb.safety) entities (kerb.memory.ConversationSummary attribute) Entity (class in kerb.memory) ENVIRONMENT (kerb.config.ConfigSource attribute) EPUB (kerb.document.DocumentFormat attribute) error (kerb.parsing.ParseResult attribute) (kerb.testing.TestResult attribute) errors (kerb.fine_tuning.ValidationResult attribute) (kerb.parsing.ValidationResult attribute) escape_special_chars() (in module kerb.safety) estimate_cache_size() (in module kerb.cache) estimate_cost() (in module kerb.fine_tuning) (in module kerb.tokenizer) estimate_training_time() (in module kerb.fine_tuning) estimated_cost_saved (kerb.cache.CacheStats attribute) estimated_time_saved (kerb.cache.CacheStats attribute) euclidean_distance() (in module kerb.embedding) EvaluationMetric (class in kerb.evaluation)

EvaluationResult (class in kerb.evaluation) evictions (kerb.cache.CacheStats attribute) EXACT (kerb.preprocessing.DeduplicationMode attribute) EXACT_MATCH (kerb.evaluation.EvaluationMetric attribute) examples (kerb.agent.Tool attribute), [1] (kerb.fine_tuning.TrainingDataset attribute) ExampleSelector (class in kerb.prompt) execute() (kerb.agent.Tool method) execute_async() (kerb.agent.Tool method) execution_time (kerb.evaluation.BenchmarkResult attribute) exists() (kerb.cache.BaseCache method) (kerb.cache.DiskCache method) (kerb.cache.MemoryCache method) (kerb.cache.TieredCache method) expand_contractions() (in module kerb.preprocessing) expand_query() (in module kerb.retrieval) expected_output (kerb.evaluation.TestCase attribute) (kerb.testing.TestCase attribute) (kerb.testing.TestResult attribute) expected_outputs (kerb.testing.PromptTestCase attribute) expected_patterns (kerb.testing.TestCase attribute) expected_response (kerb.testing.PromptFixture attribute) export_cache_stats() (in module kerb.cache) export_environment_vars() (kerb.config.ConfigManager method) extract_audio_from_video() (in module kerb.multimodal) extract_code_blocks() (in module kerb.parsing) extract_context_summary() (in module kerb.context) extract_dates() (in module kerb.document) extract_document_stats() (in module kerb.document) extract_dominant_colors() (in module kerb.multimodal) extract_emails() (in module kerb.document) extract_entities() (in module kerb.preprocessing) (in module kerb.safety) extract_json() (in module kerb.parsing) extract_json_array() (in module kerb.parsing) extract_json_object() (in module kerb.parsing) EXTRACT_KEY_INFO (kerb.context.CompressionMethod attribute) extract_list_items() (in module kerb.parsing) extract_markdown_sections() (in module kerb.parsing) extract_metadata() (in module kerb.document) extract_phone_numbers() (in module kerb.document) extract_template_variables() (in module kerb.prompt) extract_text_from_html() (in module kerb.document) extract_urls() (in module kerb.document) extract_video_frames() (in module kerb.multimodal) extract_xml_tag() (in module kerb.parsing)

F

F1 (kerb.evaluation.EvaluationMetric attribute) failed_tests (kerb.evaluation.BenchmarkResult attribute) FAITHFULNESS (kerb.evaluation.JudgmentCriterion attribute) FAST (kerb.preprocessing.LanguageDetectionMode attribute) FewShotExample (class in kerb.prompt) FILE (kerb.config.ConfigSource attribute) FILTER (kerb.core.CompressionStrategy attribute) filter_by_language() (in module kerb.preprocessing) filter_by_length() (in module kerb.preprocessing) filter_by_pattern() (in module kerb.preprocessing) filter_by_quality() (in module kerb.preprocessing) filter_dataset() (in module kerb.fine_tuning) filter_non_ascii() (in module kerb.preprocessing) filter_output() (in module kerb.safety) filter_pii() (in module kerb.preprocessing) filter_profanity() (in module kerb.preprocessing) filter_results() (in module kerb.retrieval) FilterConfig (class in kerb.retrieval) find_duplicates() (in module kerb.preprocessing) FineTuningProvider (class in kerb.fine_tuning) finish_reason (kerb.generation.GenerationResponse attribute) (kerb.generation.StreamChunk attribute) (kerb.testing.MockResponse attribute) FIRST (kerb.context.TruncationStrategy attribute) first_seen (kerb.memory.Entity attribute) fix_json() (in module kerb.parsing) fixed (kerb.parsing.ParseResult attribute) FIXED (kerb.testing.MockBehavior attribute) FixtureData (class in kerb.testing) FixtureFormat (class in kerb.testing) FixtureManager (class in kerb.testing) FLAC (kerb.multimodal.AudioFormat attribute) flagged_categories (kerb.safety.ModerationResult attribute) FLUENCY (kerb.evaluation.JudgmentCriterion attribute) FLV (kerb.multimodal.VideoFormat attribute) format (kerb.core.Document attribute), [1] (kerb.document.Document attribute), [1] (kerb.fine_tuning.TrainingDataset attribute) (kerb.multimodal.AudioInfo attribute) (kerb.multimodal.ImageInfo attribute) (kerb.multimodal.VideoInfo attribute) (kerb.retrieval.Document attribute), [1]

format() (kerb.prompt.FewShotExample method) format_context_window() (in module kerb.context) format_examples() (in module kerb.prompt) (kerb.prompt.ExampleSelector method) format_function_call() (in module kerb.parsing) format_function_result() (in module kerb.parsing) format_messages() (in module kerb.generation) format_results() (in module kerb.retrieval) format_tool_call() (in module kerb.parsing) fps (kerb.multimodal.VideoInfo attribute) frame_count (kerb.multimodal.VideoInfo attribute) frequency_penalty (kerb.config.ModelConfig attribute), [1] (kerb.generation.GenerationConfig attribute) from_csv() (in module kerb.fine_tuning) from_dict() (kerb.config.AppConfig class method) (kerb.config.ModelConfig class method) (kerb.config.ProviderConfig class method) (kerb.context.ContextItem class method) (kerb.core.Document class method) (kerb.core.Message class method) (kerb.document.Document class method) (kerb.generation.Message class method) (kerb.memory.ConversationBuffer method) (kerb.memory.ConversationSummary class method) (kerb.memory.Entity class method) (kerb.retrieval.Document class method) from_json() (in module kerb.fine_tuning) func (kerb.agent.Tool attribute), [1] FUNCTION (kerb.generation.MessageRole attribute) function_call (kerb.core.Message attribute), [1] (kerb.generation.Message attribute), [1] fusion_method (kerb.retrieval.HybridSearchConfig attribute), [1] FUZZY (kerb.preprocessing.DeduplicationMode attribute)

G

GEMINI_2_5_FLASH (kerb.generation.ModelName attribute) (kerb.multimodal.VisionModel attribute) GEMINI_2_5_FLASH_LITE (kerb.generation.ModelName attribute) GEMINI_2_5_PRO (kerb.generation.ModelName attribute) (kerb.multimodal.VisionModel attribute) GEMINI_3_1_FLASH_LITE (kerb.generation.ModelName attribute) GEMINI_3_1_PRO (kerb.generation.ModelName attribute) GEMINI_3_FLASH (kerb.generation.ModelName attribute) GEMINI_3_PRO (kerb.generation.ModelName attribute) GEMINI_PRO_VISION (kerb.multimodal.VisionModel attribute) generate() (in module kerb.generation) (kerb.generation.AnthropicGenerator method) (kerb.generation.BaseProvider method) (kerb.generation.Generator method) (kerb.generation.GoogleGenerator method) (kerb.generation.OpenAIGenerator method) (kerb.testing.MockLLM method) generate_async() (in module kerb.generation) (kerb.generation.BaseProvider method) generate_batch() (in module kerb.generation) generate_cache_key() (in module kerb.cache) generate_embedding_key() (in module kerb.cache) generate_prompt_key() (in module kerb.cache) generate_stream() (in module kerb.generation) (kerb.generation.BaseProvider method) (kerb.testing.MockStreamingLLM method) generate_sub_queries() (in module kerb.retrieval) GenerationConfig (class in kerb.generation) GenerationResponse (class in kerb.generation) Generator (class in kerb.generation) GENERIC (kerb.fine_tuning.FineTuningProvider attribute) get() (kerb.cache.BaseCache method) (kerb.cache.DiskCache method) (kerb.cache.MemoryCache method) (kerb.cache.TieredCache method) (kerb.generation.ResponseCache method) (kerb.prompt.PromptRegistry method) get_anthropic_config() (in module kerb.config) get_api_key() (kerb.config.ConfigManager method) (kerb.config.ProviderConfig method) get_audio_info() (in module kerb.multimodal) get_cached_embedding() (kerb.cache.LLMCache method) get_cached_prompt() (kerb.cache.LLMCache method) get_config() (kerb.config.ConfigManager method) get_content() (kerb.context.ContextWindow method) get_context() (kerb.memory.ConversationBuffer method) get_cost_summary() (in module kerb.generation) get_default_anthropic_config() (in module kerb.config)

get_default_google_config() (in module kerb.config) get_default_model() (kerb.config.ConfigManager method) get_default_openai_config() (in module kerb.config) get_entities() (kerb.memory.ConversationBuffer method) get_entry() (kerb.cache.MemoryCache method) get_fixture() (kerb.testing.FixtureManager method) get_google_config() (in module kerb.config) get_image_info() (in module kerb.multimodal) get_last_call() (kerb.testing.MockLLM method) get_mime_type() (in module kerb.multimodal) get_model() (kerb.config.ConfigManager method) get_model_for_task() (kerb.config.ConfigManager method) get_openai_config() (in module kerb.config) get_or_compute() (kerb.cache.LLMCache method) get_prompt() (in module kerb.prompt) get_provider() (in module kerb.generation) (kerb.config.ConfigManager method) get_recent_messages() (kerb.memory.ConversationBuffer method) get_secret() (kerb.config.ConfigManager method) get_stats() (kerb.cache.DiskCache method) (kerb.cache.LLMCache method) (kerb.cache.MemoryCache method) (kerb.cache.TieredCache method) get_summary() (kerb.generation.CostTracker method) get_supported_languages() (in module kerb.preprocessing) get_text_content() (kerb.fine_tuning.TrainingExample method) get_video_info() (in module kerb.multimodal) GIF (kerb.multimodal.ImageFormat attribute) GOOGLE (kerb.config.ProviderType attribute) (kerb.fine_tuning.FineTuningProvider attribute) (kerb.generation.LLMProvider attribute) GoogleGenerator (class in kerb.generation) GPT4_VISION (kerb.multimodal.VisionModel attribute) GPT4O (kerb.multimodal.VisionModel attribute) GPT4O_MINI (kerb.multimodal.VisionModel attribute) GPT_4_1 (kerb.generation.ModelName attribute) GPT_4_1_MINI (kerb.generation.ModelName attribute) GPT_4_1_NANO (kerb.generation.ModelName attribute) GPT_4O (kerb.generation.ModelName attribute) GPT_4O_MINI (kerb.generation.ModelName attribute) GPT_5 (kerb.generation.ModelName attribute) GPT_5_2 (kerb.generation.ModelName attribute) GPT_5_3 (kerb.generation.ModelName attribute) GPT_5_4 (kerb.generation.ModelName attribute) GPT_5_4_PRO (kerb.generation.ModelName attribute) GPT_5_MINI (kerb.generation.ModelName attribute) GPT_5_NANO (kerb.generation.ModelName attribute) grounding_config (kerb.generation.GenerationConfig attribute) Guardrail (class in kerb.safety)

H

HARMLESSNESS (kerb.evaluation.JudgmentCriterion attribute) has_audio (kerb.multimodal.VideoInfo attribute) has_secret() (kerb.config.ConfigManager method) HASH (kerb.fine_tuning.SplitStrategy attribute) hash (kerb.testing.SnapshotData attribute) HATE_SPEECH (kerb.safety.ContentCategory attribute) height (kerb.multimodal.ImageInfo attribute) (kerb.multimodal.VideoInfo attribute) HELPFULNESS (kerb.evaluation.JudgmentCriterion attribute)

HIGH (kerb.safety.ToxicityLevel attribute) hit_rate (kerb.cache.CacheStats property) hits (kerb.cache.CacheStats attribute) HTML (kerb.document.DocumentFormat attribute) (kerb.preprocessing.ContentType attribute) HUGGINGFACE (kerb.config.ProviderType attribute) (kerb.fine_tuning.FineTuningProvider attribute) HYBRID (kerb.context.CompressionMethod attribute) hybrid_search() (in module kerb.retrieval) HybridSearchConfig (class in kerb.retrieval)

I

id (kerb.core.Document attribute), [1] (kerb.document.Document attribute), [1] (kerb.evaluation.TestCase attribute) (kerb.retrieval.Document attribute), [1] (kerb.testing.PromptFixture attribute) (kerb.testing.TestCase attribute) IMAGE (kerb.multimodal.MediaType attribute) image_to_base64() (in module kerb.multimodal) IMAGEBIND (kerb.multimodal.EmbeddingModelMultimodal attribute) ImageFormat (class in kerb.multimodal) ImageInfo (class in kerb.multimodal) input (kerb.evaluation.TestCase attribute) (kerb.prompt.FewShotExample attribute), [1]

INSTRUCTION (kerb.fine_tuning.DatasetFormat attribute) invalid_examples (kerb.fine_tuning.ValidationResult attribute) invalidate_by_pattern() (kerb.cache.LLMCache method) invalidate_by_prefix() (kerb.cache.LLMCache method) invalidate_expired_entries() (in module kerb.cache) IP_ADDRESS (kerb.safety.PIIType attribute) is_expired() (kerb.cache.CacheEntry method) is_language() (in module kerb.preprocessing) is_supported_format() (in module kerb.document) is_valid (kerb.fine_tuning.ValidationResult attribute) is_valid() (kerb.config.ConfigManager method) item_type (kerb.context.ContextItem attribute) items (kerb.context.ContextWindow attribute)

J

JPEG (kerb.multimodal.ImageFormat attribute) JSON (kerb.document.DocumentFormat attribute) (kerb.preprocessing.ContentType attribute) (kerb.testing.FixtureFormat attribute)

JSONL (kerb.testing.FixtureFormat attribute) JudgmentCriterion (class in kerb.evaluation)

K

kerb.agent module kerb.cache module kerb.chunk module kerb.config module kerb.context module kerb.core module kerb.document module kerb.embedding module kerb.evaluation module kerb.fine_tuning module kerb.generation module kerb.memory module

kerb.multimodal module kerb.parsing module kerb.preprocessing module kerb.prompt module kerb.retrieval module kerb.safety module kerb.testing module kerb.tokenizer module key (kerb.cache.CacheEntry attribute) key_points (kerb.memory.ConversationSummary attribute) keys() (kerb.cache.BaseCache method) (kerb.cache.DiskCache method) (kerb.cache.MemoryCache method) (kerb.cache.TieredCache method) keyword_search() (in module kerb.retrieval) keyword_weight (kerb.retrieval.HybridSearchConfig attribute), [1]

L

label (kerb.fine_tuning.TrainingExample attribute) label_distribution (kerb.fine_tuning.DatasetStats attribute) language (kerb.multimodal.TranscriptionResult attribute) (kerb.preprocessing.LanguageResult attribute) LanguageDetectionMode (class in kerb.preprocessing) LanguageResult (class in kerb.preprocessing) LAST (kerb.context.TruncationStrategy attribute) last_accessed (kerb.cache.CacheEntry attribute) last_seen (kerb.memory.Entity attribute) latency (kerb.generation.GenerationResponse attribute) (kerb.testing.MockResponse attribute) (kerb.testing.TestResult attribute) learning_rate_multiplier (kerb.fine_tuning.TrainingConfig attribute) length (kerb.preprocessing.QualityMetrics attribute) LENIENT (kerb.fine_tuning.ValidationLevel attribute) (kerb.parsing.ParseMode attribute) level (kerb.preprocessing.NormalizationConfig attribute), [1] list_models() (kerb.config.ConfigManager method) list_prompts() (kerb.prompt.PromptRegistry method) list_providers() (in module kerb.generation) (kerb.config.ConfigManager method) list_secret_keys() (kerb.config.ConfigManager method) list_versions() (in module kerb.prompt) (kerb.prompt.PromptRegistry method) llm_as_judge() (in module kerb.evaluation) LLMCache (class in kerb.cache) LLMProvider (class in kerb.generation) load() (kerb.memory.ConversationBuffer class method) (kerb.testing.FixtureManager method) (kerb.testing.TestDataset class method)

load_config() (in module kerb.config) load_config_from_file() (in module kerb.config) load_conversation() (in module kerb.memory) load_csv() (in module kerb.document) load_dataset() (in module kerb.testing) load_directory() (in module kerb.document) load_document() (in module kerb.document) load_docx() (in module kerb.document) load_fixtures() (in module kerb.testing) load_from_environment() (kerb.config.ConfigManager method) load_from_file() (kerb.config.ConfigManager method) load_from_url() (in module kerb.document) load_from_url_async() (in module kerb.document) load_html() (in module kerb.document) load_image() (in module kerb.multimodal) load_json() (in module kerb.document) load_markdown() (in module kerb.document) load_pdf() (in module kerb.document) load_text() (in module kerb.document) load_xml() (in module kerb.document) LOCAL (kerb.embedding.EmbeddingModel attribute) (kerb.embedding.ModelBackend attribute) (kerb.generation.LLMProvider attribute) local_embed() (in module kerb.embedding) LocalEmbedder (class in kerb.embedding) logprobs (kerb.generation.GenerationConfig attribute) LOW (kerb.safety.ToxicityLevel attribute) lowercase (kerb.preprocessing.NormalizationConfig attribute), [1]

M

M4A (kerb.multimodal.AudioFormat attribute) MALICIOUS (kerb.safety.ContentCategory attribute) manhattan_distance() (in module kerb.embedding) MARKDOWN (kerb.document.DocumentFormat attribute) (kerb.preprocessing.ContentType attribute) MarkdownChunker (class in kerb.chunk) match_patterns() (in module kerb.safety) max_latency (kerb.testing.PerformanceMetrics attribute) max_pooling() (in module kerb.embedding) max_results (kerb.retrieval.FilterConfig attribute), [1] max_retries (kerb.config.ModelConfig attribute), [1] (kerb.config.ProviderConfig attribute), [1] max_tokens (kerb.config.ModelConfig attribute), [1] (kerb.context.ContextWindow attribute) (kerb.fine_tuning.DatasetStats attribute) (kerb.generation.GenerationConfig attribute) mean_pooling() (in module kerb.embedding) measure_readability() (in module kerb.preprocessing) MediaType (class in kerb.multimodal) MEDIUM (kerb.safety.ToxicityLevel attribute) MemoryCache (class in kerb.cache) mentions (kerb.memory.Entity attribute) merge_chunks() (in module kerb.chunk) merge_config() (kerb.config.ConfigManager method) merge_context_windows() (in module kerb.context) merge_documents() (in module kerb.document) Message (class in kerb.core) (class in kerb.generation) message_count (kerb.memory.ConversationSummary attribute) MessageRole (class in kerb.generation) messages (kerb.fine_tuning.TrainingExample attribute) metadata (kerb.agent.AgentResult attribute), [1] (kerb.cache.CacheEntry attribute) (kerb.config.AppConfig attribute), [1] (kerb.config.ModelConfig attribute), [1] (kerb.config.ProviderConfig attribute), [1] (kerb.context.CompressionResult attribute) (kerb.context.ContextItem attribute) (kerb.context.ContextWindow attribute) (kerb.core.Document attribute), [1] (kerb.core.Message attribute), [1] (kerb.document.Document attribute), [1] (kerb.evaluation.TestCase attribute) (kerb.fine_tuning.DatasetStats attribute) (kerb.fine_tuning.TrainingConfig attribute) (kerb.fine_tuning.TrainingDataset attribute) (kerb.fine_tuning.TrainingExample attribute) (kerb.generation.GenerationResponse attribute) (kerb.generation.Message attribute), [1] (kerb.generation.StreamChunk attribute) (kerb.memory.ConversationSummary attribute) (kerb.memory.Entity attribute) (kerb.multimodal.AudioInfo attribute) (kerb.multimodal.ImageInfo attribute) (kerb.multimodal.MultiModalContent attribute) (kerb.multimodal.TranscriptionResult attribute) (kerb.multimodal.VideoInfo attribute) (kerb.multimodal.VisionAnalysis attribute) (kerb.prompt.FewShotExample attribute), [1] (kerb.prompt.PromptVersion attribute), [1] (kerb.retrieval.Document attribute), [1] (kerb.testing.FixtureData attribute) (kerb.testing.MockResponse attribute) (kerb.testing.PerformanceMetrics attribute) (kerb.testing.PromptFixture attribute) (kerb.testing.PromptTestCase attribute) (kerb.testing.ResponseFixture attribute) (kerb.testing.SnapshotData attribute) (kerb.testing.TestCase attribute) (kerb.testing.TestResult attribute)

metadata_filter (kerb.retrieval.FilterConfig attribute), [1] METEOR (kerb.evaluation.EvaluationMetric attribute) method (kerb.context.CompressionResult attribute) (kerb.retrieval.SearchResult attribute) (kerb.tokenizer.Tokenizer property) metric (kerb.evaluation.EvaluationResult attribute) MIDDLE (kerb.context.TruncationStrategy attribute) min_latency (kerb.testing.PerformanceMetrics attribute) min_score (kerb.retrieval.FilterConfig attribute), [1] min_tokens (kerb.fine_tuning.DatasetStats attribute) MINIMAL (kerb.preprocessing.NormalizationLevel attribute) miss_rate (kerb.cache.CacheStats property) misses (kerb.cache.CacheStats attribute) MIXED (kerb.preprocessing.ContentType attribute) MKV (kerb.multimodal.VideoFormat attribute) MockBehavior (class in kerb.testing) MockLLM (class in kerb.testing) MockResponse (class in kerb.testing) MockStreamingLLM (class in kerb.testing) mode (kerb.multimodal.ImageInfo attribute) model (kerb.fine_tuning.TrainingConfig attribute) (kerb.generation.GenerationConfig attribute) (kerb.generation.GenerationResponse attribute) (kerb.generation.StreamChunk attribute) (kerb.testing.MockResponse attribute) ModelBackend (class in kerb.embedding) ModelConfig (class in kerb.config) ModelName (class in kerb.generation) models (kerb.config.AppConfig attribute), [1] (kerb.config.ProviderConfig attribute), [1] MODERATE (kerb.fine_tuning.ValidationLevel attribute) (kerb.safety.SafetyLevel attribute) moderate_content() (in module kerb.safety) ModerationResult (class in kerb.safety) module kerb.agent kerb.cache kerb.chunk kerb.config kerb.context kerb.core kerb.document kerb.embedding kerb.evaluation kerb.fine_tuning kerb.generation kerb.memory kerb.multimodal kerb.parsing kerb.preprocessing kerb.prompt kerb.retrieval kerb.safety kerb.testing kerb.tokenizer MOV (kerb.multimodal.VideoFormat attribute) MP3 (kerb.multimodal.AudioFormat attribute) MP4 (kerb.multimodal.VideoFormat attribute) MultiModalContent (class in kerb.multimodal)

N

n (kerb.generation.GenerationConfig attribute) n_epochs (kerb.fine_tuning.TrainingConfig attribute) name (kerb.agent.Tool attribute), [1] (kerb.config.ModelConfig attribute), [1] (kerb.core.Message attribute), [1] (kerb.evaluation.BenchmarkResult attribute) (kerb.generation.Message attribute), [1] (kerb.memory.Entity attribute) (kerb.prompt.PromptVersion attribute), [1] (kerb.safety.Guardrail attribute) NAME (kerb.safety.PIIType attribute) name (kerb.testing.PromptTestCase attribute) (kerb.testing.SnapshotData attribute)

NONE (kerb.parsing.ValidationLevel attribute) (kerb.safety.ToxicityLevel attribute) NormalizationConfig (class in kerb.preprocessing) NormalizationLevel (class in kerb.preprocessing) normalize_case() (in module kerb.preprocessing) normalize_dashes() (in module kerb.preprocessing) normalize_quotes() (in module kerb.preprocessing) normalize_text() (in module kerb.preprocessing) normalize_unicode() (in module kerb.preprocessing) normalize_vector() (in module kerb.embedding) normalize_whitespace() (in module kerb.preprocessing)

O

O1 (kerb.generation.ModelName attribute) O1_MINI (kerb.generation.ModelName attribute) O1_PRO (kerb.generation.ModelName attribute) O3 (kerb.generation.ModelName attribute) O3_MINI (kerb.generation.ModelName attribute) O3_PRO (kerb.generation.ModelName attribute) O4_MINI (kerb.generation.ModelName attribute) objects (kerb.multimodal.VisionAnalysis attribute) ODT (kerb.document.DocumentFormat attribute) OGG (kerb.multimodal.AudioFormat attribute) OPENAI (kerb.config.ProviderType attribute) (kerb.embedding.ModelBackend attribute) (kerb.fine_tuning.FineTuningProvider attribute) (kerb.generation.LLMProvider attribute) OPENAI_CLIP (kerb.multimodal.EmbeddingModelMultimodal attribute) openai_embed() (in module kerb.embedding) openai_embed_async() (in module kerb.embedding) openai_embed_batch() (in module kerb.embedding)

openai_embed_batch_async() (in module kerb.embedding) OPENAI_WHISPER_1 (kerb.multimodal.TranscriptionModel attribute) OpenAIEmbedder (class in kerb.embedding) OpenAIGenerator (class in kerb.generation) optimize_chunk_size() (in module kerb.chunk) optimize_context_for_query() (in module kerb.context) optimize_token_usage() (in module kerb.tokenizer) optimize_whitespace() (in module kerb.prompt) OPUS (kerb.multimodal.AudioFormat attribute) organization (kerb.config.ProviderConfig attribute), [1] original (kerb.parsing.ParseResult attribute) original_tokens (kerb.context.CompressionResult attribute) output (kerb.agent.AgentResult attribute), [1] (kerb.prompt.FewShotExample attribute), [1] output_a_id (kerb.evaluation.ComparisonResult attribute) output_b_id (kerb.evaluation.ComparisonResult attribute) overall_score (kerb.safety.ModerationResult attribute) overlap_chunker() (in module kerb.chunk)

P

p50_latency (kerb.testing.PerformanceMetrics attribute) P50K_BASE (kerb.tokenizer.Tokenizer attribute) P50K_EDIT (kerb.tokenizer.Tokenizer attribute) p95_latency (kerb.testing.PerformanceMetrics attribute) p99_latency (kerb.testing.PerformanceMetrics attribute) page_content (kerb.core.Document attribute), [1] (kerb.document.Document attribute), [1] (kerb.retrieval.Document attribute), [1] pairwise_comparison() (in module kerb.evaluation) pairwise_similarities() (in module kerb.embedding) PARAGRAPH (kerb.core.ChunkingStrategy attribute) paragraph_chunker() (in module kerb.chunk) PARALLEL (kerb.core.ChainStrategy attribute) parameters (kerb.agent.Tool attribute), [1] PARAPHRASE_MINILM_L6_V2 (kerb.embedding.EmbeddingModel attribute) PARAPHRASE_MPNET_BASE_V2 (kerb.embedding.EmbeddingModel attribute) parse_function_call() (in module kerb.parsing) parse_json() (in module kerb.parsing) parse_json_response() (in module kerb.generation) parse_markdown_table() (in module kerb.parsing) parse_to_pydantic() (in module kerb.parsing) ParseMode (class in kerb.parsing) ParseResult (class in kerb.parsing) pass_rate (kerb.evaluation.BenchmarkResult property) passed (kerb.evaluation.EvaluationResult attribute) (kerb.testing.TestResult attribute) passed_tests (kerb.evaluation.BenchmarkResult attribute) PATTERN (kerb.testing.MockBehavior attribute) pattern (kerb.testing.ResponseFixture attribute) PDF (kerb.document.DocumentFormat attribute) PerformanceMetrics (class in kerb.testing) PERMISSIVE (kerb.safety.SafetyLevel attribute) PHONE (kerb.safety.PIIType attribute) pii_type (kerb.safety.PIIMatch attribute) PIIMatch (class in kerb.safety) PIIType (class in kerb.safety) PLAIN_TEXT (kerb.preprocessing.ContentType attribute)

PNG (kerb.multimodal.ImageFormat attribute) prepare_dataset() (in module kerb.fine_tuning) preprocess_batch() (in module kerb.preprocessing) preprocess_html_text() (in module kerb.document) preprocess_markdown() (in module kerb.document) preprocess_pdf_text() (in module kerb.document) preprocess_pipeline() (in module kerb.preprocessing) presence_penalty (kerb.config.ModelConfig attribute), [1] (kerb.generation.GenerationConfig attribute) preserve_acronyms() (in module kerb.preprocessing) priority (kerb.context.ContextItem attribute) PRIORITY (kerb.context.TruncationStrategy attribute) priority_by_diversity() (in module kerb.context) priority_by_recency() (in module kerb.context) priority_by_relevance() (in module kerb.context) PROFANITY (kerb.safety.ContentCategory attribute) prompt (kerb.fine_tuning.TrainingExample attribute) (kerb.testing.FixtureData attribute) (kerb.testing.PromptFixture attribute) (kerb.testing.TestCase attribute) prompt_loss_weight (kerb.fine_tuning.TrainingConfig attribute) prompt_template (kerb.testing.PromptTestCase attribute) prompt_tokens (kerb.generation.Usage attribute) (kerb.testing.MockResponse attribute) PromptFixture (class in kerb.testing) PromptRegistry (class in kerb.prompt) PromptTestCase (class in kerb.testing) PromptVersion (class in kerb.prompt) provider (kerb.config.ModelConfig attribute), [1] (kerb.config.ProviderConfig attribute), [1] (kerb.fine_tuning.TrainingDataset attribute) (kerb.generation.GenerationResponse attribute) ProviderConfig (class in kerb.config) providers (kerb.config.AppConfig attribute), [1] ProviderType (class in kerb.config) prune() (kerb.memory.ConversationBuffer method) pydantic_to_function() (in module kerb.parsing) pydantic_to_schema() (in module kerb.parsing)

Q

QualityMetrics (class in kerb.preprocessing)

R

R50K_BASE (kerb.tokenizer.Tokenizer attribute) RANDOM (kerb.fine_tuning.SplitStrategy attribute) (kerb.testing.MockBehavior attribute) rank (kerb.retrieval.SearchResult attribute) rate_limit (kerb.config.ProviderConfig attribute), [1] RateLimiter (class in kerb.generation) raw_response (kerb.generation.GenerationResponse attribute) read_jsonl() (in module kerb.fine_tuning) readability_score (kerb.preprocessing.QualityMetrics attribute) reason (kerb.safety.SafetyResult attribute) reasoning (kerb.evaluation.ComparisonResult attribute) reasoning_budget (kerb.generation.GenerationConfig attribute) reasoning_level (kerb.generation.GenerationConfig attribute) reciprocal_rank_fusion() (in module kerb.retrieval) RECURSIVE (kerb.core.ChunkingStrategy attribute) recursive_chunker() (in module kerb.chunk) RecursiveChunker (class in kerb.chunk) redact_pii() (in module kerb.safety) reference_outputs (kerb.evaluation.TestCase attribute) register() (kerb.prompt.PromptRegistry method) register_prompt() (in module kerb.prompt) register_provider() (in module kerb.generation) RELEVANCE (kerb.evaluation.JudgmentCriterion attribute) remove_accents() (in module kerb.preprocessing) remove_control_chars() (in module kerb.preprocessing) remove_emails (kerb.preprocessing.NormalizationConfig attribute), [1] remove_emails() (in module kerb.preprocessing) remove_extra_newlines() (in module kerb.document) remove_extra_spaces (kerb.preprocessing.NormalizationConfig attribute), [1] remove_extra_whitespace() (in module kerb.preprocessing) remove_model() (kerb.config.ConfigManager method) remove_phone_numbers() (in module kerb.preprocessing) remove_provider() (kerb.config.ConfigManager method) REMOVE_REDUNDANCY (kerb.context.CompressionMethod attribute) remove_secret() (kerb.config.ConfigManager method)

remove_special_chars() (in module kerb.preprocessing) remove_urls (kerb.preprocessing.NormalizationConfig attribute), [1] remove_urls() (in module kerb.preprocessing) render() (kerb.prompt.PromptVersion method) render_template() (in module kerb.prompt) render_template_safe() (in module kerb.prompt) reorder_context() (in module kerb.context) rerank_results() (in module kerb.retrieval) reset() (kerb.config.ConfigManager method) (kerb.generation.CostTracker method) (kerb.testing.MockLLM method) reset_cost_tracking() (in module kerb.generation) reset_stats() (kerb.cache.DiskCache method) (kerb.cache.MemoryCache method) (kerb.cache.TieredCache method) response (kerb.testing.FixtureData attribute) (kerb.testing.ResponseFixture attribute) response_format (kerb.generation.GenerationConfig attribute) response_type (kerb.testing.ResponseFixture attribute) ResponseCache (class in kerb.generation) ResponseFixture (class in kerb.testing) results_to_context() (in module kerb.retrieval) retry_parse_with_fixes() (in module kerb.parsing) retry_with_exponential_backoff() (in module kerb.generation) returns (kerb.agent.Tool attribute), [1] rewrite_query() (in module kerb.retrieval) role (kerb.core.Message attribute), [1] (kerb.generation.Message attribute), [1] rollback() (kerb.config.ConfigManager method) ROUGE_1 (kerb.evaluation.EvaluationMetric attribute) ROUGE_2 (kerb.evaluation.EvaluationMetric attribute) ROUGE_L (kerb.evaluation.EvaluationMetric attribute) RTF (kerb.document.DocumentFormat attribute) run() (kerb.agent.Agent method) run_agent() (in module kerb.agent) run_benchmark() (in module kerb.evaluation)

S

SAFE (kerb.safety.ContentCategory attribute) safe (kerb.safety.ModerationResult attribute) (kerb.safety.SafetyResult attribute) SafetyLevel (class in kerb.safety) SafetyResult (class in kerb.safety) sample_dataset() (in module kerb.fine_tuning) sample_rate (kerb.multimodal.AudioInfo attribute) sanitize_input() (in module kerb.safety) save() (kerb.memory.ConversationBuffer method) (kerb.testing.FixtureManager method) (kerb.testing.TestDataset method) save_config() (in module kerb.config) save_config_to_file() (in module kerb.config) save_conversation() (in module kerb.memory) save_fixtures() (in module kerb.testing) save_to_file() (kerb.config.ConfigManager method) SCHEMA (kerb.parsing.ValidationLevel attribute) score (kerb.core.Document attribute), [1] (kerb.document.Document attribute), [1] (kerb.evaluation.EvaluationResult attribute) (kerb.retrieval.Document attribute), [1] (kerb.retrieval.SearchResult attribute) (kerb.safety.SafetyResult attribute) score_content() (in module kerb.safety) scores (kerb.evaluation.BenchmarkResult attribute) (kerb.evaluation.ComparisonResult attribute) search_messages() (kerb.memory.ConversationBuffer method) SearchResult (class in kerb.retrieval) seed (kerb.generation.GenerationConfig attribute) segment_sentences() (in module kerb.preprocessing) segment_words() (in module kerb.preprocessing) segments (kerb.multimodal.TranscriptionResult attribute) select() (kerb.prompt.ExampleSelector method) select_ab_version() (kerb.prompt.PromptRegistry method) select_examples() (in module kerb.prompt) select_version() (in module kerb.prompt) SELF_HARM (kerb.safety.ContentCategory attribute) SEMANTIC (kerb.context.TruncationStrategy attribute) (kerb.core.ChunkingStrategy attribute) (kerb.preprocessing.DeduplicationMode attribute) semantic_search() (in module kerb.retrieval) SEMANTIC_SIMILARITY (kerb.evaluation.EvaluationMetric attribute) semantic_weight (kerb.retrieval.HybridSearchConfig attribute), [1] SemanticChunker (class in kerb.chunk) SENTENCE (kerb.core.ChunkingStrategy attribute) sentence_count (kerb.preprocessing.QualityMetrics attribute) sentence_transformer_embed() (in module kerb.embedding) sentence_transformer_embed_batch() (in module kerb.embedding) SENTENCE_TRANSFORMERS (kerb.embedding.ModelBackend attribute) sentence_window_chunker() (in module kerb.chunk) SentenceChunker (class in kerb.chunk) SentenceTransformerEmbedder (class in kerb.embedding) SEQUENTIAL (kerb.core.ChainStrategy attribute) (kerb.testing.MockBehavior attribute) set() (kerb.cache.BaseCache method) (kerb.cache.DiskCache method) (kerb.cache.MemoryCache method) (kerb.cache.TieredCache method) (kerb.generation.ResponseCache method) set_api_key() (kerb.config.ConfigManager method)

set_config() (kerb.config.ConfigManager method) set_default_model() (kerb.config.ConfigManager method) set_secret() (kerb.config.ConfigManager method) SEVERE (kerb.safety.ToxicityLevel attribute) SEXUAL (kerb.safety.ContentCategory attribute) SIMPLE (kerb.core.ChunkingStrategy attribute) (kerb.preprocessing.LanguageDetectionMode attribute) simple_chunker() (in module kerb.chunk) size (kerb.cache.CacheStats attribute) size() (kerb.cache.BaseCache method) (kerb.cache.DiskCache method) (kerb.cache.MemoryCache method) (kerb.cache.TieredCache method) size_bytes (kerb.multimodal.AudioInfo attribute) (kerb.multimodal.ImageInfo attribute) (kerb.multimodal.VideoInfo attribute) SLIDING_WINDOW (kerb.core.ChunkingStrategy attribute) sliding_window_chunker() (in module kerb.chunk) SnapshotData (class in kerb.testing) source (kerb.core.Document attribute), [1] (kerb.document.Document attribute), [1] (kerb.retrieval.Document attribute), [1] SPAM (kerb.safety.ContentCategory attribute) special_char_ratio (kerb.preprocessing.QualityMetrics attribute) split_dataset() (in module kerb.fine_tuning) split_into_paragraphs() (in module kerb.document) split_into_sentences() (in module kerb.document) split_long_text() (in module kerb.preprocessing) SplitStrategy (class in kerb.fine_tuning) SSN (kerb.safety.PIIType attribute) STANDARD (kerb.preprocessing.NormalizationLevel attribute) standardize_dates() (in module kerb.preprocessing) standardize_numbers() (in module kerb.preprocessing) start (kerb.safety.PIIMatch attribute) start_time (kerb.memory.ConversationSummary attribute) status (kerb.agent.AgentResult attribute), [1] steps (kerb.agent.AgentResult attribute), [1] stop_sequences (kerb.generation.GenerationConfig attribute) strategy (kerb.context.ContextWindow attribute) STRATIFIED (kerb.fine_tuning.SplitStrategy attribute) stream (kerb.generation.GenerationConfig attribute) stream() (kerb.generation.AnthropicGenerator method) (kerb.generation.Generator method) (kerb.generation.GoogleGenerator method) (kerb.generation.OpenAIGenerator method) StreamChunk (class in kerb.generation) STRICT (kerb.fine_tuning.ValidationLevel attribute) (kerb.parsing.ParseMode attribute) (kerb.parsing.ValidationLevel attribute) (kerb.safety.SafetyLevel attribute) strip_markdown() (in module kerb.document) strip_punctuation() (in module kerb.preprocessing) success (kerb.parsing.ParseResult attribute) suffix (kerb.fine_tuning.TrainingConfig attribute) SUMMARIZE (kerb.context.CompressionMethod attribute) (kerb.core.CompressionStrategy attribute) summarize_conversation() (in module kerb.memory) summary (kerb.memory.ConversationSummary attribute) SVG (kerb.multimodal.ImageFormat attribute) switch_provider() (kerb.config.ConfigManager method) SYSTEM (kerb.generation.MessageRole attribute)

T

tags (kerb.testing.FixtureData attribute) temperature (kerb.config.ModelConfig attribute), [1] (kerb.generation.GenerationConfig attribute) template (kerb.prompt.PromptVersion attribute), [1] TEMPORAL (kerb.fine_tuning.SplitStrategy attribute) test_id (kerb.testing.TestResult attribute) test_inputs (kerb.testing.PromptTestCase attribute) TestCase (class in kerb.evaluation) (class in kerb.testing) TestDataset (class in kerb.testing) TestResult (class in kerb.testing) text (kerb.multimodal.TranscriptionResult attribute) (kerb.safety.PIIMatch attribute) text_content (kerb.multimodal.VisionAnalysis attribute) TEXT_EMBEDDING_3_LARGE (kerb.embedding.EmbeddingModel attribute) TEXT_EMBEDDING_3_SMALL (kerb.embedding.EmbeddingModel attribute) TEXT_EMBEDDING_ADA_002 (kerb.embedding.EmbeddingModel attribute) throughput (kerb.testing.PerformanceMetrics attribute) TieredCache (class in kerb.cache) TIFF (kerb.multimodal.ImageFormat attribute) timeout (kerb.config.ModelConfig attribute), [1] (kerb.config.ProviderConfig attribute), [1] timestamp (kerb.context.ContextItem attribute) (kerb.core.Message attribute), [1] (kerb.generation.Message attribute), [1] (kerb.testing.CostReport attribute) (kerb.testing.TestResult attribute) to_anthropic_format() (in module kerb.fine_tuning) to_anthropic_tool() (kerb.agent.Tool method) to_dict() (kerb.agent.AgentResult method) (kerb.agent.Tool method) (kerb.cache.CacheEntry method) (kerb.cache.CacheStats method) (kerb.config.AppConfig method) (kerb.config.ModelConfig method) (kerb.config.ProviderConfig method) (kerb.context.ContextItem method) (kerb.context.ContextWindow method) (kerb.core.Document method) (kerb.core.Message method) (kerb.document.Document method) (kerb.fine_tuning.TrainingExample method) (kerb.generation.GenerationResponse method) (kerb.generation.Message method) (kerb.memory.ConversationBuffer method) (kerb.memory.ConversationSummary method) (kerb.memory.Entity method) (kerb.prompt.FewShotExample method) (kerb.prompt.PromptVersion method) (kerb.retrieval.Document method) to_generation_response() (kerb.testing.MockResponse method) to_list() (kerb.fine_tuning.TrainingDataset method)

to_openai_format() (in module kerb.fine_tuning) to_openai_function() (kerb.agent.Tool method) to_sentence_case() (in module kerb.preprocessing) to_title_case() (in module kerb.preprocessing) TOKEN (kerb.core.ChunkingStrategy attribute) token_based_chunker() (in module kerb.chunk) token_count (kerb.context.ContextItem attribute) Tokenizer (class in kerb.tokenizer) tokens_by_model (kerb.testing.CostReport attribute) tokens_per_second (kerb.testing.PerformanceMetrics attribute) tokens_to_chars() (in module kerb.tokenizer) Tool (class in kerb.agent) TOOL (kerb.generation.MessageRole attribute) tool_calls (kerb.core.Message attribute), [1] (kerb.generation.Message attribute), [1] tool_choice (kerb.generation.GenerationConfig attribute) tools (kerb.generation.GenerationConfig attribute) TOP_K (kerb.core.CompressionStrategy attribute) top_k (kerb.retrieval.HybridSearchConfig attribute), [1] top_k_similar() (in module kerb.embedding) top_p (kerb.config.ModelConfig attribute), [1] (kerb.generation.GenerationConfig attribute) total_cost (kerb.testing.CostReport attribute) total_examples (kerb.fine_tuning.DatasetStats attribute) (kerb.fine_tuning.ValidationResult attribute) total_latency (kerb.testing.PerformanceMetrics attribute) total_requests (kerb.cache.CacheStats attribute) (kerb.testing.CostReport attribute) (kerb.testing.PerformanceMetrics attribute) total_tests (kerb.evaluation.BenchmarkResult attribute) total_time (kerb.agent.AgentResult attribute), [1] total_tokens (kerb.fine_tuning.DatasetStats attribute) (kerb.generation.Usage attribute) (kerb.testing.CostReport attribute) TOXICITY (kerb.safety.ContentCategory attribute) toxicity_level (kerb.safety.ModerationResult attribute) ToxicityLevel (class in kerb.safety) TrainingConfig (class in kerb.fine_tuning) TrainingDataset (class in kerb.fine_tuning) TrainingExample (class in kerb.fine_tuning) transcribe_audio() (in module kerb.multimodal) transcribe_audio_async() (in module kerb.multimodal) TranscriptionModel (class in kerb.multimodal) TranscriptionResult (class in kerb.multimodal) TRUNCATE (kerb.core.CompressionStrategy attribute) truncate_context_window() (in module kerb.context) truncate_text() (in module kerb.preprocessing) truncate_to_token_limit() (in module kerb.tokenizer) TruncationStrategy (class in kerb.context) ttl (kerb.cache.CacheEntry attribute) TXT (kerb.document.DocumentFormat attribute) type (kerb.memory.Entity attribute) (kerb.multimodal.MultiModalContent attribute)

U

UNKNOWN (kerb.document.DocumentFormat attribute) (kerb.multimodal.MediaType attribute) (kerb.preprocessing.ContentType attribute) uppercase_ratio (kerb.preprocessing.QualityMetrics attribute)

URL (kerb.safety.PIIType attribute) Usage (class in kerb.generation) usage (kerb.generation.GenerationResponse attribute) USER (kerb.generation.MessageRole attribute)

V

valid (kerb.parsing.ValidationResult attribute) valid_examples (kerb.fine_tuning.ValidationResult attribute) validate() (kerb.config.ConfigManager method) validate_against_rules() (in module kerb.safety) validate_api_keys() (kerb.config.ConfigManager method) validate_config() (kerb.generation.BaseProvider method) validate_credentials() (in module kerb.config) validate_dataset() (in module kerb.fine_tuning) validate_json_schema() (in module kerb.parsing) validate_media_file() (in module kerb.multimodal) validate_output() (in module kerb.parsing) (in module kerb.safety) validate_provider_credentials() (in module kerb.config) validate_pydantic() (in module kerb.parsing) validate_response() (in module kerb.generation) validate_template() (in module kerb.prompt) validate_url_safety() (in module kerb.safety)

validation_file (kerb.fine_tuning.TrainingConfig attribute) validation_fn (kerb.testing.TestCase attribute) ValidationLevel (class in kerb.fine_tuning) (class in kerb.parsing) ValidationResult (class in kerb.fine_tuning) (class in kerb.parsing) validators (kerb.testing.PromptTestCase attribute) value (kerb.cache.CacheEntry attribute) variables (kerb.prompt.PromptVersion attribute), [1] (kerb.testing.PromptFixture attribute) vector_magnitude() (in module kerb.embedding) version (kerb.prompt.PromptVersion attribute), [1] VIDEO (kerb.multimodal.MediaType attribute) VideoFormat (class in kerb.multimodal) VideoInfo (class in kerb.multimodal) VIOLENCE (kerb.safety.ContentCategory attribute) VisionAnalysis (class in kerb.multimodal) VisionModel (class in kerb.multimodal)

W

wait_if_needed() (kerb.generation.RateLimiter method) warnings (kerb.fine_tuning.ValidationResult attribute) (kerb.parsing.ParseResult attribute) (kerb.parsing.ValidationResult attribute) WAV (kerb.multimodal.AudioFormat attribute) WEBM (kerb.multimodal.VideoFormat attribute) WEBP (kerb.multimodal.ImageFormat attribute) weighted_mean_pooling() (in module kerb.embedding) WHISPER_BASE (kerb.multimodal.TranscriptionModel attribute) WHISPER_LARGE (kerb.multimodal.TranscriptionModel attribute)

WHISPER_LARGE_V3 (kerb.multimodal.TranscriptionModel attribute) WHISPER_MEDIUM (kerb.multimodal.TranscriptionModel attribute) WHISPER_SMALL (kerb.multimodal.TranscriptionModel attribute) WHISPER_TINY (kerb.multimodal.TranscriptionModel attribute) width (kerb.multimodal.ImageInfo attribute) (kerb.multimodal.VideoInfo attribute) winner (kerb.evaluation.ComparisonResult attribute) WORD (kerb.tokenizer.Tokenizer attribute) word_count (kerb.preprocessing.QualityMetrics attribute) word_timestamps (kerb.multimodal.TranscriptionResult attribute) write_jsonl() (in module kerb.fine_tuning)

X

XML (kerb.document.DocumentFormat attribute)

Y

YAML (kerb.testing.FixtureFormat attribute)