Index

A

acall() (afterimage.base.BaseInstructionGeneratorCallback method) (afterimage.base.BaseRespondentPromptModifierCallback method) aclose() (afterimage.ConversationJudge method) (afterimage.EmbeddingProvider method) (afterimage.ProcessEmbeddingProvider method) (afterimage.providers.llm_providers.AsyncGeminiChatSession method) (afterimage.providers.llm_providers.ChatSession method) acreate_correspondent_prompt() (afterimage.base.BaseInstructionGeneratorCallback method) (afterimage.ToolCallingInstructionGeneratorCallback method) aevaluate() (afterimage.evaluation.CoherenceEvaluator method) (afterimage.evaluation.CompositeEvaluator method) (afterimage.evaluation.FactualityEvaluator method) (afterimage.evaluation.GroundingEvaluator method) (afterimage.evaluation.HelpfulnessEvaluator method) (afterimage.evaluation.RelevanceEvaluator method) aevaluate_row() (afterimage.ConversationJudge method) afterimage.base module afterimage.monitoring module afterimage.providers module afterimage.providers.document_providers module afterimage.providers.llm_providers module afterimage.storage module afterimage.types module afterimage_version (afterimage.simula.OpenSimulaManifest attribute) agenerate() (afterimage.base.BaseInstructionGeneratorCallback method) (afterimage.base.BaseRespondentPromptModifierCallback method) (afterimage.ContextualInstructionGeneratorCallback method) (afterimage.PersonaInstructionGeneratorCallback method) (afterimage.SimpleInstructionGeneratorCallback method) (afterimage.simula.SimulaInstructionGeneratorCallback method) (afterimage.ToolCallingInstructionGeneratorCallback method) (afterimage.WithContextRespondentPromptModifier method) (afterimage.WithRAGRespondentPromptModifier method)

agenerate_content() (afterimage.providers.llm_providers.GeminiProvider method) (afterimage.providers.llm_providers.LLMProvider method) (afterimage.providers.llm_providers.OpenAIProvider method) agenerate_from_persona() (afterimage.PersonaGenerator method) agenerate_from_text() (afterimage.PersonaGenerator method) agenerate_single_qa_samples() (afterimage.simula.OpenSimula method) agenerate_structured() (afterimage.providers.llm_providers.DeepSeekProvider method) (afterimage.providers.llm_providers.GeminiProvider method) (afterimage.providers.llm_providers.LLMProvider method) (afterimage.providers.llm_providers.OpenAIProvider method) aggregation_mode (afterimage.ConversationJudgeConfig attribute) AggregationMode (class in afterimage.evaluation) ainitialize() (afterimage.base.BaseGenerator method) aiter_single_qa_samples() (afterimage.simula.OpenSimula method) Alert (class in afterimage.monitoring) answer() (afterimage.ConversationGenerator method) append_datapoints_jsonl() (in module afterimage.simula) apush_to_hub() (afterimage.simula.Checkpointer method) asave_conversations() (afterimage.storage.BaseStorage method) (afterimage.storage.JSONLStorage method) (afterimage.storage.SQLStorage method) asave_documents() (afterimage.storage.BaseStorage method) (afterimage.storage.JSONLStorage method) (afterimage.storage.SQLStorage method) asend_message() (afterimage.providers.llm_providers.AsyncGeminiChatSession method) (afterimage.providers.llm_providers.AsyncOpenAIChatSession method) (afterimage.providers.llm_providers.ChatSession method) ask() (afterimage.ConversationGenerator method) ASSISTANT (afterimage.types.Role attribute) astart_chat() (afterimage.providers.llm_providers.GeminiProvider method) (afterimage.providers.llm_providers.LLMProvider method) (afterimage.providers.llm_providers.OpenAIProvider method) AsyncGeminiChatSession (class in afterimage.providers.llm_providers) AsyncOpenAIChatSession (class in afterimage.providers.llm_providers) augment_context() (afterimage.WithRAGRespondentPromptModifier method) augment_context_async() (afterimage.WithRAGRespondentPromptModifier method)

B

BAD (afterimage.types.GradeSchema attribute) bad_threshold (afterimage.ConversationJudgeConfig attribute) BASE_URL (afterimage.providers.llm_providers.DeepSeekProvider attribute) (afterimage.providers.llm_providers.OpenRouterProvider attribute) BaseGenerator (class in afterimage.base) BaseInstructionGeneratorCallback (class in afterimage.base) BaseRespondentPromptModifierCallback (class in afterimage.base)

BaseStoppingCallback (class in afterimage.base) BaseStorage (class in afterimage.storage) batch_id (afterimage.types.GenerationMetadata attribute) BudgetStoppingCallback (class in afterimage) build_taxonomy() (afterimage.simula.OpenSimula method) bundle (afterimage.simula.SimulaCheckpoint attribute) by_model (afterimage.monitoring.TokenUsageReport attribute)

C

ChatSession (class in afterimage.providers.llm_providers) check_alerts() (afterimage.monitoring.GenerationMonitor method) Checkpointer (class in afterimage.simula) clear_cache() (afterimage.providers.document_providers.DirectoryDocumentProvider method) (afterimage.providers.document_providers.DocumentProvider method) (afterimage.providers.document_providers.FileSystemDocumentProvider method) (afterimage.providers.document_providers.InMemoryDocumentProvider method) (afterimage.providers.document_providers.JSONLDocumentProvider method) (afterimage.providers.document_providers.QdrantDocumentProvider method) close() (afterimage.providers.llm_providers.ChatSession method) (afterimage.providers.llm_providers.GeminiChatSession method) COHERENCE (afterimage.evaluation.EvaluationMetric attribute) coherence (afterimage.types.EvaluationSchema attribute) CoherenceEvaluator (class in afterimage.evaluation) CommonLLMResponse (class in afterimage.providers.llm_providers) completion_token_count (afterimage.providers.llm_providers.CommonLLMResponse attribute) completion_tokens (afterimage.monitoring.ModelTokenUsage attribute) complexify_c (afterimage.simula.OpenSimulaRunConfig attribute) CompositeEvaluator (class in afterimage.evaluation) configure_example_console() (in module afterimage.simula) configure_persona_sampling() (afterimage.PersonaInstructionGeneratorCallback method) content (afterimage.types.ConversationEntry attribute)

context (afterimage.types.GeneratedResponsePrompt attribute) (afterimage.types.StructuredGenerationRow attribute) context_counts (afterimage.types.GenerationState attribute) context_id (afterimage.types.GenerationMetadata attribute) context_ids (afterimage.types.GenerationMetadata attribute) ContextCoverageStoppingCallback (class in afterimage) ContextualInstructionGeneratorCallback (class in afterimage) Conversation (class in afterimage.types) ConversationEntry (class in afterimage.types) ConversationGenerator (class in afterimage) ConversationJudge (class in afterimage) ConversationJudgeConfig (class in afterimage) conversations (afterimage.types.Conversation attribute) ConversationWithContext (class in afterimage.types) corpus_excerpt_count (afterimage.simula.OpenSimulaRunConfig attribute) create() (afterimage.EmbeddingProviderFactory static method) (afterimage.providers.llm_providers.LLMFactory static method) create_correspondent_prompt() (afterimage.base.BaseInstructionGeneratorCallback method) (afterimage.ConversationGenerator method) (afterimage.StructuredGenerator method) (afterimage.ToolCallingInstructionGeneratorCallback method) create_model() (afterimage.ConversationGenerator method) created_at (afterimage.simula.OpenSimulaManifest attribute)

D

data (afterimage.monitoring.Alert attribute) data_jsonl (afterimage.simula.OpenSimulaRunConfig attribute) DeepSeekProvider (class in afterimage.providers.llm_providers) default_embedding_provider_config() (in module afterimage) description (afterimage.simula.OpenSimulaRunConfig attribute)

descriptions (afterimage.types.PersonaEntry attribute) DirectoryDocumentProvider (class in afterimage.providers.document_providers) Document (class in afterimage.types) DocumentProvider (class in afterimage.providers.document_providers) draw_meta_prompt() (afterimage.simula.OpenSimula method)

E

embed() (afterimage.EmbeddingProvider method) (afterimage.GeminiEmbeddingProvider method) (afterimage.OpenAIEmbeddingProvider method) (afterimage.ProcessEmbeddingProvider method) EmbeddingProvider (class in afterimage) EmbeddingProviderFactory (class in afterimage) EvaluatedConversationWithContext (class in afterimage.types)

evaluation (afterimage.types.EvaluatedConversationWithContext attribute) EvaluationEntrySchema (class in afterimage.types) EvaluationMetric (class in afterimage.evaluation) EvaluationResult (class in afterimage.evaluation) EvaluationSchema (class in afterimage.types) evaluator (afterimage.ConversationGenerator property) expected_persona_count() (afterimage.PersonaGenerator method) export_metrics() (afterimage.monitoring.GenerationMonitor method)

F

FACTUALITY (afterimage.evaluation.EvaluationMetric attribute) factuality (afterimage.types.EvaluationSchema attribute) FactualityEvaluator (class in afterimage.evaluation) feedback (afterimage.evaluation.EvaluationResult attribute) (afterimage.types.EvaluationEntrySchema attribute) FileLogHandler (class in afterimage.monitoring) FileMetricHandler (class in afterimage.monitoring) FileSystemDocumentProvider (class in afterimage.providers.document_providers)

final_score (afterimage.evaluation.EvaluationResult property) (afterimage.types.EvaluatedConversationWithContext attribute) finalize() (afterimage.simula.Checkpointer method) finish_reason (afterimage.providers.llm_providers.CommonLLMResponse attribute) FixedNumberStoppingCallback (class in afterimage) format (afterimage.simula.OpenSimulaManifest attribute) format_version (afterimage.simula.OpenSimulaManifest attribute) FORMATTING (afterimage.evaluation.EvaluationMetric attribute) from_factory() (afterimage.ConversationJudge class method)

G

GeminiChatSession (class in afterimage.providers.llm_providers) GeminiEmbeddingProvider (class in afterimage) GeminiProvider (class in afterimage.providers.llm_providers) generate() (afterimage.base.BaseInstructionGeneratorCallback method) (afterimage.base.BaseRespondentPromptModifierCallback method) (afterimage.ContextualInstructionGeneratorCallback method) (afterimage.ConversationGenerator method) (afterimage.PersonaInstructionGeneratorCallback method) (afterimage.SimpleInstructionGeneratorCallback method) (afterimage.simula.SimulaInstructionGeneratorCallback method) (afterimage.StructuredGenerator method) (afterimage.ToolCallingInstructionGeneratorCallback method) (afterimage.WithContextRespondentPromptModifier method) (afterimage.WithRAGRespondentPromptModifier method) generate_content() (afterimage.providers.llm_providers.GeminiProvider method) (afterimage.providers.llm_providers.LLMProvider method) (afterimage.providers.llm_providers.OpenAIProvider method) generate_from_documents() (afterimage.PersonaGenerator method) generate_from_persona() (afterimage.PersonaGenerator method) generate_from_text() (afterimage.PersonaGenerator method) generate_mcq_datapoint() (afterimage.simula.OpenSimula method) generate_single() (afterimage.ConversationGenerator method) (afterimage.StructuredGenerator method)

generate_single_qa_datapoint() (afterimage.simula.OpenSimula method) generate_structured() (afterimage.providers.llm_providers.DeepSeekProvider method) (afterimage.providers.llm_providers.GeminiProvider method) (afterimage.providers.llm_providers.LLMProvider method) (afterimage.providers.llm_providers.OpenAIProvider method) GeneratedResponsePrompt (class in afterimage.types) GenerationMetadata (class in afterimage.types) GenerationMonitor (class in afterimage.monitoring) GenerationState (class in afterimage.types) get_all() (afterimage.providers.document_providers.DocumentProvider method) get_documents() (afterimage.providers.document_providers.DocumentProvider method) get_metrics() (afterimage.monitoring.GenerationMonitor method) get_target_context_usage_count() (afterimage.providers.document_providers.DocumentProvider method) get_total_token_usage() (afterimage.monitoring.GenerationMonitor method) go() (afterimage.ConversationGenerator method) GOOD (afterimage.types.GradeSchema attribute) good_threshold (afterimage.ConversationJudgeConfig attribute) GradeSchema (class in afterimage.types) GROUNDING (afterimage.evaluation.EvaluationMetric attribute) grounding (afterimage.types.EvaluationSchema attribute) GroundingEvaluator (class in afterimage.evaluation)

H

handle_log() (afterimage.monitoring.FileLogHandler method) (afterimage.monitoring.LogHandler method) handle_metric() (afterimage.monitoring.FileMetricHandler method) (afterimage.monitoring.MetricHandler method)

HELPFULNESS (afterimage.evaluation.EvaluationMetric attribute) helpfulness (afterimage.types.EvaluationSchema attribute) HelpfulnessEvaluator (class in afterimage.evaluation)

I

id (afterimage.types.Document attribute) infer_strategies() (afterimage.simula.OpenSimula method) initialize() (afterimage.base.BaseGenerator method) InMemoryDocumentProvider (class in afterimage.providers.document_providers)

instruction (afterimage.types.StructuredGenerationRow attribute) instruction_context (afterimage.types.ConversationWithContext attribute) instruction_index (afterimage.types.GenerationMetadata attribute) instruction_y_sha256 (afterimage.simula.OpenSimulaManifest attribute)

J

JSONLDocumentProvider (class in afterimage.providers.document_providers)

JSONLStorage (class in afterimage.storage)

L

last_item (afterimage.types.GenerationState attribute) level (afterimage.monitoring.Alert attribute) LLMFactory (class in afterimage.providers.llm_providers) LLMProvider (class in afterimage.providers.llm_providers) LLMResponse (class in afterimage.providers.llm_providers) load_checkpoint() (in module afterimage.simula) load_conversations() (afterimage.base.BaseGenerator method) (afterimage.storage.BaseStorage method) (afterimage.storage.JSONLStorage method) (afterimage.storage.SQLStorage method)

load_documents() (afterimage.storage.BaseStorage method) (afterimage.storage.JSONLStorage method) (afterimage.storage.SQLStorage method) log_correspondent_prompt() (afterimage.base.BaseGenerator method) log_error() (afterimage.monitoring.GenerationMonitor method) log_info() (afterimage.monitoring.GenerationMonitor method) log_warning() (afterimage.monitoring.GenerationMonitor method) LogHandler (class in afterimage.monitoring)

M

manifest (afterimage.simula.SimulaCheckpoint attribute) mark_fully_covered() (afterimage.providers.document_providers.DocumentProvider method) max_children_per_node (afterimage.simula.OpenSimulaRunConfig attribute) max_concurrency (afterimage.simula.OpenSimulaRunConfig attribute) max_factors (afterimage.simula.OpenSimulaRunConfig attribute) max_frontier_per_depth (afterimage.simula.OpenSimulaRunConfig attribute) MEAN (afterimage.evaluation.AggregationMode attribute) message (afterimage.monitoring.Alert attribute) meta_prompt_K (afterimage.simula.OpenSimulaRunConfig attribute) metadata (afterimage.evaluation.EvaluationResult attribute) (afterimage.types.Conversation attribute) (afterimage.types.Document attribute) (afterimage.types.GeneratedResponsePrompt attribute) (afterimage.types.GenerationState attribute) (afterimage.types.PersonaEntry attribute) (afterimage.types.StructuredGenerationRow attribute) metric_weights (afterimage.ConversationJudgeConfig attribute) MetricHandler (class in afterimage.monitoring) MIN (afterimage.evaluation.AggregationMode attribute) min_acceptable_score (afterimage.ConversationJudgeConfig attribute) model (afterimage.simula.OpenSimulaRunConfig attribute) model_config (afterimage.simula.OpenSimulaManifest attribute) (afterimage.simula.OpenSimulaRunConfig attribute) (afterimage.types.Conversation attribute) (afterimage.types.ConversationEntry attribute) (afterimage.types.ConversationWithContext attribute) (afterimage.types.Document attribute) (afterimage.types.EvaluatedConversationWithContext attribute) (afterimage.types.EvaluationEntrySchema attribute) (afterimage.types.EvaluationSchema attribute) (afterimage.types.GeneratedResponsePrompt attribute) (afterimage.types.PersonaEntry attribute) (afterimage.types.StructuredGenerationRow attribute)

model_name (afterimage.monitoring.ModelTokenUsage attribute) (afterimage.providers.llm_providers.CommonLLMResponse attribute) ModelTokenUsage (class in afterimage.monitoring) module afterimage.base afterimage.monitoring afterimage.providers afterimage.providers.document_providers afterimage.providers.llm_providers afterimage.storage afterimage.types monitor (afterimage.types.GenerationState attribute)

N

name (afterimage.monitoring.Alert attribute) (afterimage.simula.OpenSimulaRunConfig attribute) NEEDS_IMPROVEMENT (afterimage.types.GradeSchema attribute) needs_improvement_threshold (afterimage.ConversationJudgeConfig attribute) needs_regeneration (afterimage.evaluation.EvaluationResult attribute)

NOT_ACCEPTABLE (afterimage.types.GradeSchema attribute) num_choices (afterimage.simula.OpenSimulaRunConfig attribute) num_generated (afterimage.types.GenerationState attribute) num_requested (afterimage.types.GenerationState attribute) num_samples (afterimage.simula.OpenSimulaRunConfig attribute)

O

OpenAIChatSession (class in afterimage.providers.llm_providers) OpenAIEmbeddingProvider (class in afterimage) OpenAIProvider (class in afterimage.providers.llm_providers) OpenRouterProvider (class in afterimage.providers.llm_providers) OpenSimula (class in afterimage.simula)

opensimula_dir (afterimage.simula.Checkpointer property) OpenSimulaManifest (class in afterimage.simula) OpenSimulaRunConfig (class in afterimage.simula) output (afterimage.types.StructuredGenerationRow attribute) overall_grade (afterimage.types.EvaluationSchema attribute) overall_score (afterimage.evaluation.EvaluationResult attribute)

P

parsed (afterimage.providers.llm_providers.StructuredLLMResponse attribute) PERFECT (afterimage.types.GradeSchema attribute) perfect_threshold (afterimage.ConversationJudgeConfig attribute) persona (afterimage.types.ConversationWithContext attribute) (afterimage.types.StructuredGenerationRow attribute) persona_generation_depth (afterimage.types.GenerationMetadata attribute) persona_name (afterimage.types.GenerationMetadata attribute) PersonaEntry (class in afterimage.types) PersonaGenerator (class in afterimage) PersonaInstructionGeneratorCallback (class in afterimage) personas (afterimage.types.Document attribute)

PersonaUsageStoppingCallback (class in afterimage) plot_metric() (afterimage.monitoring.GenerationMonitor method) ProcessEmbeddingProvider (class in afterimage) producer (afterimage.simula.OpenSimulaManifest attribute) prompt (afterimage.types.GeneratedResponsePrompt attribute) prompt_token_count (afterimage.providers.llm_providers.CommonLLMResponse attribute) prompt_tokens (afterimage.monitoring.ModelTokenUsage attribute) proposal_N (afterimage.simula.OpenSimulaRunConfig attribute) pull_checkpoint_from_hub() (in module afterimage.simula) push_checkpoint_to_hub() (in module afterimage.simula) push_to_hub() (afterimage.simula.Checkpointer method)

Q

QdrantDocumentProvider (class in afterimage.providers.document_providers)

R

RateLimitStoppingCallback (class in afterimage) raw_response (afterimage.providers.llm_providers.CommonLLMResponse attribute) reasoning_content (afterimage.providers.llm_providers.LLMResponse attribute) (afterimage.providers.llm_providers.StructuredLLMResponse attribute) (afterimage.types.ConversationEntry attribute) record_metric() (afterimage.monitoring.GenerationMonitor method) regeneration_strategy (afterimage.evaluation.EvaluationResult attribute) RELEVANCE (afterimage.evaluation.EvaluationMetric attribute) relevance (afterimage.types.EvaluationSchema attribute)

RelevanceEvaluator (class in afterimage.evaluation) report_doc_usage() (afterimage.providers.document_providers.DocumentProvider method) reset() (afterimage.simula.SimulaInstructionGeneratorCallback method) response_context (afterimage.types.ConversationWithContext attribute) role (afterimage.types.ConversationEntry attribute) Role (class in afterimage.types) root (afterimage.simula.SimulaCheckpoint attribute) run_config (afterimage.simula.SimulaCheckpoint attribute) run_config_file (afterimage.simula.OpenSimulaManifest attribute)

S

SAFETY (afterimage.evaluation.EvaluationMetric attribute) sample() (afterimage.providers.document_providers.DocumentProvider method) sample_mix() (afterimage.simula.OpenSimula method) sampling_strategy (afterimage.simula.SimulaCheckpoint attribute) sampling_strategy_file (afterimage.simula.OpenSimulaManifest attribute) sampling_strategy_sha256 (afterimage.simula.OpenSimulaManifest attribute) save_checkpoint() (in module afterimage.simula) save_conversations() (afterimage.storage.BaseStorage method) (afterimage.storage.JSONLStorage method) (afterimage.storage.SQLStorage method) save_documents() (afterimage.storage.BaseStorage method) (afterimage.storage.JSONLStorage method) (afterimage.storage.SQLStorage method) save_metrics() (afterimage.monitoring.GenerationMonitor method) score (afterimage.types.EvaluationEntrySchema attribute) scores (afterimage.evaluation.EvaluationResult attribute) seed (afterimage.simula.OpenSimulaRunConfig attribute) send_message() (afterimage.providers.llm_providers.ChatSession method) (afterimage.providers.llm_providers.GeminiChatSession method) (afterimage.providers.llm_providers.OpenAIChatSession method) session_id (afterimage.types.GenerationMetadata attribute)

set_monitor() (afterimage.simula.SimulaInstructionGeneratorCallback method) set_target_context_usage_count() (afterimage.providers.document_providers.DocumentProvider method) should_stop() (afterimage.base.BaseStoppingCallback method) (afterimage.BudgetStoppingCallback method) (afterimage.ContextCoverageStoppingCallback method) (afterimage.FixedNumberStoppingCallback method) (afterimage.PersonaUsageStoppingCallback method) (afterimage.RateLimitStoppingCallback method) shutdown() (afterimage.monitoring.GenerationMonitor method) silence_noisy_third_party_loggers() (in module afterimage.simula) SimpleInstructionGeneratorCallback (class in afterimage) SimulaCheckpoint (class in afterimage.simula) SimulaInstructionGeneratorCallback (class in afterimage.simula) SQLStorage (class in afterimage.storage) start_chat() (afterimage.providers.llm_providers.GeminiProvider method) (afterimage.providers.llm_providers.LLMProvider method) (afterimage.providers.llm_providers.OpenAIProvider method) start_time (afterimage.types.GenerationState attribute) stop_event (afterimage.types.GenerationState attribute) StructuredGenerationRow (class in afterimage.types) StructuredGenerator (class in afterimage) StructuredLLMResponse (class in afterimage.providers.llm_providers)

T

target_depth_D (afterimage.simula.OpenSimulaRunConfig attribute) taxonomy_bundle_file (afterimage.simula.OpenSimulaManifest attribute) taxonomy_bundle_sha256 (afterimage.simula.OpenSimulaManifest attribute) temperature (afterimage.simula.OpenSimulaRunConfig attribute) text (afterimage.providers.llm_providers.CommonLLMResponse attribute) (afterimage.types.Document attribute) timestamp (afterimage.monitoring.Alert attribute) to_preference_generator() (afterimage.ConversationGenerator method)

TokenUsageReport (class in afterimage.monitoring) ToolCallingInstructionGeneratorCallback (class in afterimage) total_completion_tokens (afterimage.monitoring.TokenUsageReport attribute) total_prompt_tokens (afterimage.monitoring.TokenUsageReport attribute) total_token_count (afterimage.providers.llm_providers.CommonLLMResponse attribute) total_tokens (afterimage.monitoring.ModelTokenUsage attribute) (afterimage.monitoring.TokenUsageReport attribute) track_evaluation() (afterimage.monitoring.GenerationMonitor method) track_generation() (afterimage.monitoring.GenerationMonitor method)

U

unique_personas (afterimage.types.GenerationState attribute)

update() (afterimage.types.GenerationState method) USER (afterimage.types.Role attribute)

V

validate_taxonomy_bundle() (afterimage.simula.OpenSimula static method)

visualize_metrics() (afterimage.monitoring.GenerationMonitor method)

W

WEIGHTED_MEAN (afterimage.evaluation.AggregationMode attribute) WithContextRespondentPromptModifier (class in afterimage) WithRAGRespondentPromptModifier (class in afterimage)

write_run_config() (afterimage.simula.Checkpointer method) write_sampling_strategy() (afterimage.simula.Checkpointer method) write_taxonomy_bundle() (afterimage.simula.Checkpointer method)