Index

_

_context (sherpa_ai.actions.context_search.ContextSearch attribute), [1] _lock (sherpa_ai.agents.persistent_agent_pool.PersistentAgentPool attribute) (sherpa_ai.memory.shared_memory.SharedMemory attribute) (sherpa_ai.memory.SharedMemory attribute)

_return_value (sherpa_ai.actions.MockAction attribute), [1] _search_tool (sherpa_ai.actions.arxiv_search.ArxivSearch attribute), [1] (sherpa_ai.actions.ArxivSearch attribute), [1] (sherpa_ai.actions.google_search.GoogleSearch attribute), [1] (sherpa_ai.actions.GoogleSearch attribute), [1]

A

AbstractObject (class in sherpa_ai.output_parsers.self_consistency) act() (sherpa_ai.agents.base.BaseAgent method) action (sherpa_ai.policies.base.PolicyOutput attribute), [1] action_description (sherpa_ai.memory.Belief property) (sherpa_ai.memory.belief.Belief property) action_end() (sherpa_ai.actions.base.BaseAction method), [1] action_list (sherpa_ai.reflection.Reflection attribute) ACTION_SELECTION_PROMPT (sherpa_ai.policies.chat_sm_policy.ChatStateMachinePolicy attribute) action_start() (sherpa_ai.actions.base.BaseAction method), [1] ActionArgument (class in sherpa_ai.actions.base), [1] ActionFinishEvent (class in sherpa_ai.events) ActionResource (class in sherpa_ai.actions.base), [1] actions (sherpa_ai.agents.base.BaseAgent attribute), [1] (sherpa_ai.memory.Belief attribute), [1] (sherpa_ai.memory.belief.Belief attribute), [1] ActionStartEvent (class in sherpa_ai.events) active_sessions (sherpa_ai.agents.user_agent_manager.UserAgentManager attribute), [1] add() (sherpa_ai.memory.shared_memory.SharedMemory method) (sherpa_ai.memory.SharedMemory method) add_agent() (sherpa_ai.agents.agent_pool.AgentPool method) (sherpa_ai.agents.AgentPool method) add_agents() (sherpa_ai.agents.agent_pool.AgentPool method) (sherpa_ai.agents.AgentPool method) add_citation (sherpa_ai.actions.synthesize.SynthesizeOutput attribute), [1], [2], [3] (sherpa_ai.actions.SynthesizeOutput attribute), [1], [2], [3] add_citation_to_sentence() (sherpa_ai.output_parsers.citation_validation.CitationValidation method) (sherpa_ai.output_parsers.CitationValidation method), [1] add_citations() (sherpa_ai.output_parsers.citation_validation.CitationValidation method) (sherpa_ai.output_parsers.CitationValidation method), [1] add_constraint() (sherpa_ai.prompt_generator.PromptGenerator method) add_event() (sherpa_ai.memory.shared_memory.SharedMemory method) (sherpa_ai.memory.SharedMemory method) add_object() (sherpa_ai.output_parsers.self_consistency.ObjectAggregator method) add_performance_evaluation() (sherpa_ai.prompt_generator.PromptGenerator method) add_resource() (sherpa_ai.prompt_generator.PromptGenerator method) add_resources() (sherpa_ai.actions.base.BaseRetrievalAction method), [1] add_step() (sherpa_ai.actions.planning.Plan method), [1] add_text() (sherpa_ai.connectors.vectorstores.ConversationStore method) add_texts() (sherpa_ai.connectors.vectorstores.ConversationStore method) add_to_whitelist() (sherpa_ai.database.user_usage_tracker.UserUsageTracker method) (sherpa_ai.database.UserUsageTracker method) add_tool() (sherpa_ai.prompt_generator.PromptGenerator method) add_usage() (sherpa_ai.database.user_usage_tracker.UserUsageTracker method) (sherpa_ai.database.UserUsageTracker method) agent (sherpa_ai.policies.agent_feedback_policy.AgentFeedbackPolicy attribute), [1] agent_config (sherpa_ai.agents.persistent_agent_pool.AgentState attribute), [1] agent_finished() (sherpa_ai.agents.base.BaseAgent method) agent_id (sherpa_ai.agents.persistent_agent_pool.AgentMetadata attribute), [1] (sherpa_ai.agents.user_agent_manager.UserAgentSession attribute), [1] agent_name (sherpa_ai.actions.planning.Step attribute), [1] (sherpa_ai.agents.persistent_agent_pool.AgentMetadata attribute), [1] (sherpa_ai.database.user_usage_tracker.UsageTracker attribute) (sherpa_ai.models.sherpa_base_chat_model.SherpaBaseChatModel attribute) (sherpa_ai.models.sherpa_base_chat_model.SherpaChatOpenAI attribute) (sherpa_ai.models.SherpaChatOpenAI attribute) agent_pool (sherpa_ai.agents.user_agent_manager.UserAgentManager attribute)

agent_preparation() (sherpa_ai.agents.base.BaseAgent method) agent_type (sherpa_ai.agents.persistent_agent_pool.AgentMetadata attribute), [1] AgentConfig (class in sherpa_ai.config) (class in sherpa_ai.config.task_config) AgentErrorHandler (class in sherpa_ai.error_handling) (class in sherpa_ai.error_handling.agent_error_handler) AgentFeedbackPolicy (class in sherpa_ai.policies.agent_feedback_policy) AgentMetadata (class in sherpa_ai.agents.persistent_agent_pool) AgentPool (class in sherpa_ai.agents) (class in sherpa_ai.agents.agent_pool) agents (sherpa_ai.agents.agent_pool.AgentPool attribute) (sherpa_ai.agents.AgentPool attribute) AgentState (class in sherpa_ai.agents.persistent_agent_pool) AgentStorageManager (class in sherpa_ai.agents.agent_storage) ai_name (sherpa_ai.prompt.SlackBotPrompt attribute), [1] ai_role (sherpa_ai.prompt.SlackBotPrompt attribute), [1] append_mode (sherpa_ai.verbose_loggers.FileVerboseLogger attribute) (sherpa_ai.verbose_loggers.verbose_loggers.FileVerboseLogger attribute) args (sherpa_ai.actions.arxiv_search.ArxivSearch attribute), [1], [2], [3] (sherpa_ai.actions.ArxivSearch attribute), [1], [2], [3] (sherpa_ai.actions.base.BaseAction attribute), [1], [2], [3] (sherpa_ai.actions.context_search.ContextSearch attribute), [1], [2], [3] (sherpa_ai.actions.Deliberation attribute), [1], [2], [3] (sherpa_ai.actions.deliberation.Deliberation attribute), [1], [2], [3] (sherpa_ai.actions.EmptyAction attribute), [1], [2], [3] (sherpa_ai.actions.google_search.GoogleSearch attribute), [1], [2], [3] (sherpa_ai.actions.GoogleSearch attribute), [1], [2], [3] (sherpa_ai.actions.MockAction attribute), [1] (sherpa_ai.actions.planning.TaskPlanning attribute), [1] (sherpa_ai.actions.synthesize.SynthesizeOutput attribute), [1], [2], [3] (sherpa_ai.actions.SynthesizeOutput attribute), [1], [2], [3] (sherpa_ai.actions.TaskPlanning attribute), [1] (sherpa_ai.events.ActionStartEvent attribute), [1] (sherpa_ai.events.TriggerEvent attribute) (sherpa_ai.policies.base.PolicyOutput attribute), [1] ArxivSearch (class in sherpa_ai.actions), [1] (class in sherpa_ai.actions.arxiv_search), [1] async_act() (sherpa_ai.agents.base.BaseAgent method) async_add() (sherpa_ai.memory.shared_memory.SharedMemory method) (sherpa_ai.memory.SharedMemory method) async_get_action() (sherpa_ai.memory.Belief method) (sherpa_ai.memory.belief.Belief method) async_get_actions() (sherpa_ai.memory.Belief method) (sherpa_ai.memory.belief.Belief method) async_handle_event() (sherpa_ai.agents.base.BaseAgent method) async_run() (sherpa_ai.agents.base.BaseAgent method) async_select_action() (sherpa_ai.agents.base.BaseAgent method) (sherpa_ai.policies.agent_feedback_policy.AgentFeedbackPolicy method) (sherpa_ai.policies.chat_sm_policy.ChatStateMachinePolicy method) (sherpa_ai.policies.react_policy.ReactPolicy method) (sherpa_ai.policies.react_sm_policy.ReactStateMachinePolicy method) (sherpa_ai.policies.ReactPolicy method) async_send_event() (sherpa_ai.agents.base.BaseAgent method) AsyncBaseAction (class in sherpa_ai.actions.base), [1] auto_save (sherpa_ai.agents.user_agent_manager.UserPreferences attribute), [1] auto_save_agent_state() (sherpa_ai.agents.user_agent_manager.UserAgentManager method)

B

backup_database() (sherpa_ai.agents.agent_storage.AgentStorageManager method) BaseAction (class in sherpa_ai.actions.base), [1] BaseAgent (class in sherpa_ai.agents.base) BaseOutputParser (class in sherpa_ai.output_parsers.base) BaseOutputProcessor (class in sherpa_ai.output_parsers.base) BasePolicy (class in sherpa_ai.policies.base) BaseRetrievalAction (class in sherpa_ai.actions.base), [1] BaseVectorDB (class in sherpa_ai.connectors.base) BaseVerboseLogger (class in sherpa_ai.verbose_loggers.base)

Belief (class in sherpa_ai.memory) (class in sherpa_ai.memory.belief) belief (sherpa_ai.actions.base.BaseAction attribute), [1], [2], [3] (sherpa_ai.actions.MockAction attribute), [1] (sherpa_ai.agents.base.BaseAgent attribute), [1] belief_data (sherpa_ai.memory.Belief attribute), [1] (sherpa_ai.memory.belief.Belief attribute), [1] belief_state (sherpa_ai.agents.persistent_agent_pool.AgentState attribute), [1] build_event() (in module sherpa_ai.events)

C

calculate_token_overlap() (sherpa_ai.output_parsers.citation_validation.CitationValidation method) (sherpa_ai.output_parsers.CitationValidation method), [1] change_log (sherpa_ai.prompts.Base.PromptVersion attribute), [1] chat_template (sherpa_ai.policies.chat_sm_policy.ChatStateMachinePolicy attribute) ChatModelWithLogging (class in sherpa_ai.models.chat_model_with_logging) ChatPromptVersion (class in sherpa_ai.prompts.Base) ChatStateMachinePolicy (class in sherpa_ai.policies.chat_sm_policy) check_cost_limit() (sherpa_ai.database.user_usage_tracker.UserUsageTracker method) (sherpa_ai.database.UserUsageTracker method) check_entities_match() (sherpa_ai.output_parsers.EntityValidation method), [1] check_if_number_exist() (in module sherpa_ai.utils) check_url() (in module sherpa_ai.utils) check_usage() (sherpa_ai.database.user_usage_tracker.UserUsageTracker method) (sherpa_ai.database.UserUsageTracker method) chunk_and_summarize() (in module sherpa_ai.utils) chunk_and_summarize_file() (in module sherpa_ai.utils) citation_enabled (sherpa_ai.agents.qa_agent.QAAgent attribute) (sherpa_ai.agents.QAAgent attribute) CitationValidation (class in sherpa_ai.output_parsers), [1] (class in sherpa_ai.output_parsers.citation_validation) cleanup_inactive_sessions() (sherpa_ai.agents.user_agent_manager.UserAgentManager method) cleanup_old_data() (sherpa_ai.agents.agent_storage.AgentStorageManager method) clear_cache() (sherpa_ai.agents.persistent_agent_pool.PersistentAgentPool method) clear_short_term_memory() (sherpa_ai.memory.Belief method) (sherpa_ai.memory.belief.Belief method) close_connection() (sherpa_ai.database.user_usage_tracker.UserUsageTracker method) (sherpa_ai.database.UserUsageTracker method) combined_number_extractor() (in module sherpa_ai.utils) commands (sherpa_ai.prompt_generator.PromptGenerator attribute) concretize() (sherpa_ai.output_parsers.self_consistency.MaximumLikelihoodConcretizer method) config (sherpa_ai.actions.google_search.GoogleSearch attribute), [1], [2], [3] (sherpa_ai.actions.GoogleSearch attribute), [1], [2], [3] (sherpa_ai.agents.qa_agent.QAAgent attribute) (sherpa_ai.agents.QAAgent attribute) (sherpa_ai.tools.SearchTool attribute), [1]

configure_chroma() (in module sherpa_ai.connectors.vectorstores) constraints (sherpa_ai.prompt_generator.PromptGenerator attribute) construct_base_prompt() (sherpa_ai.prompt.SlackBotPrompt method) construct_conversation_from_belief() (in module sherpa_ai.policies.utils) content (sherpa_ai.actions.base.ActionResource attribute), [1], [2], [3] (sherpa_ai.events.GenericEvent attribute), [1] (sherpa_ai.events.TriggerEvent attribute) (sherpa_ai.prompts.Base.ChatPromptVersion attribute), [1] (sherpa_ai.prompts.Base.JsonPromptVersion attribute), [1] (sherpa_ai.prompts.Base.PromptVersion attribute), [1] (sherpa_ai.prompts.Base.TextPromptVersion attribute), [1] ContextSearch (class in sherpa_ai.actions.context_search), [1] ContextTool (class in sherpa_ai.tools) ConversationStore (class in sherpa_ai.connectors.vectorstores) cost (sherpa_ai.database.user_usage_tracker.UsageTracker attribute) count (sherpa_ai.output_parsers.base.BaseOutputProcessor attribute), [1] count_string_tokens() (in module sherpa_ai.utils) create_actions() (sherpa_ai.agents.base.BaseAgent method) (sherpa_ai.agents.MLEngineer method) (sherpa_ai.agents.Physicist method) (sherpa_ai.agents.qa_agent.QAAgent method) (sherpa_ai.agents.QAAgent method) (sherpa_ai.agents.user.UserAgent method) (sherpa_ai.agents.UserAgent method) create_agent_for_user() (sherpa_ai.agents.user_agent_manager.UserAgentManager method) create_message_history() (sherpa_ai.reflection.Reflection method) create_user() (sherpa_ai.agents.user_agent_manager.UserAgentManager method) created_at (sherpa_ai.agents.agent_storage.DatabaseMigration attribute), [1] (sherpa_ai.agents.persistent_agent_pool.AgentMetadata attribute), [1] (sherpa_ai.agents.user_agent_manager.UserPreferences attribute), [1] current_task (sherpa_ai.actions.base.BaseRetrievalAction attribute), [1], [2], [3] (sherpa_ai.memory.Belief attribute), [1] (sherpa_ai.memory.belief.Belief attribute), [1]

D

data (sherpa_ai.prompts.prompt_loader.PromptLoader attribute) DatabaseMigration (class in sherpa_ai.agents.agent_storage) db (sherpa_ai.connectors.base.BaseVectorDB attribute), [1] (sherpa_ai.connectors.vectorstores.ConversationStore attribute) db_path (sherpa_ai.agents.agent_storage.AgentStorageManager attribute) default_agent_type (sherpa_ai.agents.user_agent_manager.UserPreferences attribute), [1] default_response (sherpa_ai.error_handling.agent_error_handler.AgentErrorHandler attribute) (sherpa_ai.error_handling.AgentErrorHandler attribute) delete() (sherpa_ai.connectors.vectorstores.ConversationStore class method) delete_agent() (sherpa_ai.agents.persistent_agent_pool.PersistentAgentPool method) Deliberation (class in sherpa_ai.actions), [1] (class in sherpa_ai.actions.deliberation), [1] description (sherpa_ai.actions.arxiv_search.ArxivSearch attribute), [1], [2], [3] (sherpa_ai.actions.ArxivSearch attribute), [1], [2], [3] (sherpa_ai.actions.base.ActionArgument attribute), [1], [2], [3] (sherpa_ai.actions.context_search.ContextSearch attribute), [1], [2], [3] (sherpa_ai.actions.Deliberation attribute), [1], [2], [3] (sherpa_ai.actions.deliberation.Deliberation attribute), [1], [2], [3] (sherpa_ai.actions.google_search.GoogleSearch attribute), [1], [2], [3] (sherpa_ai.actions.GoogleSearch attribute), [1], [2], [3] (sherpa_ai.actions.synthesize.SynthesizeOutput attribute), [1], [2], [3] (sherpa_ai.actions.SynthesizeOutput attribute), [1], [2], [3] (sherpa_ai.agents.agent_storage.DatabaseMigration attribute), [1] (sherpa_ai.agents.base.BaseAgent attribute), [1] (sherpa_ai.agents.MLEngineer attribute), [1] (sherpa_ai.agents.persistent_agent_pool.AgentMetadata attribute), [1] (sherpa_ai.agents.Physicist attribute), [1] (sherpa_ai.agents.qa_agent.QAAgent attribute) (sherpa_ai.agents.QAAgent attribute) (sherpa_ai.agents.user.UserAgent attribute), [1] (sherpa_ai.agents.UserAgent attribute), [1] (sherpa_ai.prompts.Base.Prompt attribute), [1] (sherpa_ai.prompts.Base.PromptGroup attribute), [1] (sherpa_ai.tools.ContextTool attribute), [1] (sherpa_ai.tools.LinkScraperTool attribute), [1] (sherpa_ai.tools.SearchArxivTool attribute), [1] (sherpa_ai.tools.SearchTool attribute), [1] (sherpa_ai.tools.UserInputTool attribute), [1]

do_reflect (sherpa_ai.config.AgentConfig attribute), [1] (sherpa_ai.config.task_config.AgentConfig attribute), [1] down_sql (sherpa_ai.agents.agent_storage.DatabaseMigration attribute), [1] download_file() (sherpa_ai.scrape.file_scraper.QuestionWithFileHandler method) download_from_s3() (sherpa_ai.database.user_usage_tracker.UserUsageTracker class method) (sherpa_ai.database.UserUsageTracker class method) download_from_s3_instance() (sherpa_ai.database.user_usage_tracker.UserUsageTracker method) (sherpa_ai.database.UserUsageTracker method) DummyVerboseLogger (class in sherpa_ai.verbose_loggers) (class in sherpa_ai.verbose_loggers.verbose_loggers)

E

embeddings (sherpa_ai.connectors.vectorstores.ConversationStore property) embeddings_func (sherpa_ai.connectors.vectorstores.ConversationStore attribute) EmptyAction (class in sherpa_ai.actions), [1] end_user_session() (sherpa_ai.agents.user_agent_manager.UserAgentManager method) EntityValidation (class in sherpa_ai.output_parsers), [1] error_map (sherpa_ai.error_handling.agent_error_handler.AgentErrorHandler attribute), [1] (sherpa_ai.error_handling.AgentErrorHandler attribute), [1] estimate_cost() (sherpa_ai.database.user_usage_tracker.UserUsageTracker method) (sherpa_ai.database.UserUsageTracker method) evaluate_action() (sherpa_ai.reflection.Reflection method) Event (class in sherpa_ai.events) event_type (sherpa_ai.events.ActionFinishEvent attribute), [1] (sherpa_ai.events.ActionStartEvent attribute), [1] (sherpa_ai.events.Event attribute) (sherpa_ai.events.GenericEvent attribute), [1] (sherpa_ai.events.TriggerEvent attribute), [1] event_type_subscriptions (sherpa_ai.memory.shared_memory.SharedMemory attribute) (sherpa_ai.memory.SharedMemory attribute) events (sherpa_ai.memory.Belief attribute), [1] (sherpa_ai.memory.belief.Belief attribute), [1] (sherpa_ai.memory.shared_memory.SharedMemory attribute) (sherpa_ai.memory.SharedMemory attribute)

Example (sherpa_ai.prompts.Base.PromptVersion attribute) execute() (sherpa_ai.actions.base.AsyncBaseAction method), [1] (sherpa_ai.actions.base.BaseAction method), [1] (sherpa_ai.actions.base.BaseRetrievalAction method), [1] (sherpa_ai.actions.Deliberation method), [1] (sherpa_ai.actions.deliberation.Deliberation method), [1] (sherpa_ai.actions.EmptyAction method), [1] (sherpa_ai.actions.MockAction method), [1] (sherpa_ai.actions.planning.TaskPlanning method), [1] (sherpa_ai.actions.synthesize.SynthesizeOutput method), [1] (sherpa_ai.actions.SynthesizeOutput method), [1] (sherpa_ai.actions.TaskPlanning method), [1] execution_state (sherpa_ai.agents.persistent_agent_pool.AgentState attribute), [1] extract_entities() (in module sherpa_ai.utils) extract_github_readme() (in module sherpa_ai.scrape.extract_github_readme) extract_numbers_from_text() (in module sherpa_ai.utils) extract_numeric_entities() (in module sherpa_ai.utils) extract_text_from_pdf() (in module sherpa_ai.utils) extract_urls() (in module sherpa_ai.utils)

F

feedback (sherpa_ai.output_parsers.validation_result.ValidationResult attribute), [1] feedback_agent_name (sherpa_ai.agents.base.BaseAgent attribute), [1] file_path (sherpa_ai.verbose_loggers.FileVerboseLogger attribute) (sherpa_ai.verbose_loggers.verbose_loggers.FileVerboseLogger attribute) file_text_splitter() (in module sherpa_ai.utils) files (sherpa_ai.scrape.file_scraper.QuestionWithFileHandler attribute) FileVerboseLogger (class in sherpa_ai.verbose_loggers) (class in sherpa_ai.verbose_loggers.verbose_loggers) flatten_nested_list() (sherpa_ai.output_parsers.citation_validation.CitationValidation method) (sherpa_ai.output_parsers.CitationValidation method), [1] format_messages() (sherpa_ai.prompt.SlackBotPrompt method) format_prompt() (sherpa_ai.prompts.prompt_template_loader.PromptTemplate method) format_response_format() (sherpa_ai.prompts.prompt_template_loader.PromptTemplate method)

format_response_format_for_provider() (sherpa_ai.prompts.prompt_template_loader.PromptTemplate method) format_sentence_with_citations() (sherpa_ai.output_parsers.citation_validation.CitationValidation method) (sherpa_ai.output_parsers.CitationValidation method), [1] formulate_site_search() (sherpa_ai.tools.SearchTool method) from_aggregator() (sherpa_ai.output_parsers.self_consistency.AbstractObject class method) from_config() (sherpa_ai.config.AgentConfig class method) (sherpa_ai.config.task_config.AgentConfig class method) from_dict() (sherpa_ai.actions.planning.Plan class method), [1] (sherpa_ai.actions.planning.Step class method), [1] from_folder() (sherpa_ai.connectors.vectorstores.LocalChromaStore class method) from_index() (sherpa_ai.connectors.vectorstores.ConversationStore class method) from_input() (sherpa_ai.config.AgentConfig class method) (sherpa_ai.config.task_config.AgentConfig class method) from_texts() (sherpa_ai.connectors.vectorstores.ConversationStore class method)

G

generate_prompt_string() (sherpa_ai.prompt_generator.PromptGenerator method) GenericEvent (class in sherpa_ai.events) get() (sherpa_ai.memory.Belief method) (sherpa_ai.memory.belief.Belief method) get_action() (sherpa_ai.memory.Belief method) (sherpa_ai.memory.belief.Belief method) get_actions() (sherpa_ai.memory.Belief method) (sherpa_ai.memory.belief.Belief method) get_agent() (sherpa_ai.agents.agent_pool.AgentPool method) (sherpa_ai.agents.AgentPool method) (sherpa_ai.agents.persistent_agent_pool.PersistentAgentPool method) get_agent_by_name() (sherpa_ai.agents.persistent_agent_pool.PersistentAgentPool method) get_agent_cost() (sherpa_ai.database.user_usage_tracker.UserUsageTracker method) (sherpa_ai.database.UserUsageTracker method) get_agent_count() (sherpa_ai.agents.persistent_agent_pool.PersistentAgentPool method) get_agent_for_user() (sherpa_ai.agents.user_agent_manager.UserAgentManager method) get_agent_pool_description() (sherpa_ai.agents.agent_pool.AgentPool method) (sherpa_ai.agents.AgentPool method) get_all_data() (sherpa_ai.database.user_usage_tracker.UserUsageTracker method) (sherpa_ai.database.UserUsageTracker method) get_all_keys() (sherpa_ai.memory.Belief method) (sherpa_ai.memory.belief.Belief method) get_all_whitelisted_ids() (sherpa_ai.database.user_usage_tracker.UserUsageTracker method) (sherpa_ai.database.UserUsageTracker method) get_base_url() (in module sherpa_ai.utils) get_by_type() (sherpa_ai.memory.Belief method) (sherpa_ai.memory.belief.Belief method) (sherpa_ai.memory.shared_memory.SharedMemory method) (sherpa_ai.memory.SharedMemory method) get_cache_stats() (sherpa_ai.agents.persistent_agent_pool.PersistentAgentPool method) get_context() (sherpa_ai.memory.Belief method) (sherpa_ai.memory.belief.Belief method) get_cost_summary() (sherpa_ai.database.user_usage_tracker.UserUsageTracker method) (sherpa_ai.database.UserUsageTracker method) get_database_info() (sherpa_ai.agents.agent_storage.AgentStorageManager method) get_dict() (sherpa_ai.memory.Belief method) (sherpa_ai.memory.belief.Belief method) get_events_by_type() (sherpa_ai.memory.Belief method) (sherpa_ai.memory.belief.Belief method) get_events_excluding_types() (sherpa_ai.memory.Belief method) (sherpa_ai.memory.belief.Belief method) get_failure_message() (sherpa_ai.output_parsers.citation_validation.CitationValidation method) (sherpa_ai.output_parsers.CitationValidation method), [1] (sherpa_ai.output_parsers.EntityValidation method), [1] (sherpa_ai.output_parsers.number_validation.NumberValidation method) (sherpa_ai.output_parsers.NumberValidation method), [1] get_full_formatted_prompt() (sherpa_ai.prompts.prompt_template_loader.PromptTemplate method)

get_histories_excluding_types() (sherpa_ai.memory.Belief method) (sherpa_ai.memory.belief.Belief method) get_internal_history() (sherpa_ai.memory.Belief method) (sherpa_ai.memory.belief.Belief method) get_link_from_slack_client_conversation() (in module sherpa_ai.utils) get_links_from_string() (in module sherpa_ai.utils) get_links_from_text() (in module sherpa_ai.utils) get_list_config() (sherpa_ai.output_parsers.self_consistency.SelfConsistencyConfig method) get_owner_and_repo() (in module sherpa_ai.scrape.extract_github_readme) get_prompt() (in module sherpa_ai.prompt_generator) (sherpa_ai.policies.react_sm_policy.ReactStateMachinePolicy method) get_prompt_content() (sherpa_ai.prompts.prompt_loader.PromptLoader method) get_prompt_data() (sherpa_ai.policies.chat_sm_policy.ChatStateMachinePolicy method) get_prompt_output_schema() (sherpa_ai.prompts.prompt_loader.PromptLoader method) get_prompt_version() (sherpa_ai.prompts.prompt_loader.PromptLoader method) get_prompts() (in module sherpa_ai.prompts.prompt_loader) get_session_cost() (sherpa_ai.database.user_usage_tracker.UserUsageTracker method) (sherpa_ai.database.UserUsageTracker method) get_state() (sherpa_ai.memory.Belief method) (sherpa_ai.memory.belief.Belief method) get_state_obj() (sherpa_ai.memory.Belief method) (sherpa_ai.memory.belief.Belief method) get_token_details_from_usage_metadata() (sherpa_ai.database.user_usage_tracker.UserUsageTracker method) (sherpa_ai.database.UserUsageTracker method) get_tokens_from_usage_metadata() (sherpa_ai.database.user_usage_tracker.UserUsageTracker method) (sherpa_ai.database.UserUsageTracker method) get_tools() (in module sherpa_ai.tools) get_usage_metadata_statistics() (sherpa_ai.database.user_usage_tracker.UserUsageTracker method) (sherpa_ai.database.UserUsageTracker method) get_user_active_sessions() (sherpa_ai.agents.user_agent_manager.UserAgentManager method) get_user_agents() (sherpa_ai.agents.user_agent_manager.UserAgentManager method) get_user_cost() (sherpa_ai.database.user_usage_tracker.UserUsageTracker method) (sherpa_ai.database.UserUsageTracker method) get_user_preferences() (sherpa_ai.agents.user_agent_manager.UserAgentManager method) get_user_session() (sherpa_ai.agents.user_agent_manager.UserAgentManager method) get_user_statistics() (sherpa_ai.agents.user_agent_manager.UserAgentManager method) get_vector_retrieval() (sherpa_ai.connectors.vectorstores.ConversationStore class method) get_vectordb() (in module sherpa_ai.connectors.vectorstores) get_whitelist_by_user_id() (sherpa_ai.database.user_usage_tracker.UserUsageTracker method) (sherpa_ai.database.UserUsageTracker method) global_regen_max (sherpa_ai.agents.base.BaseAgent attribute), [1] (sherpa_ai.agents.qa_agent.QAAgent attribute) (sherpa_ai.agents.QAAgent attribute) GoogleSearch (class in sherpa_ai.actions), [1] (class in sherpa_ai.actions.google_search), [1] gsite (sherpa_ai.config.AgentConfig attribute), [1] (sherpa_ai.config.task_config.AgentConfig attribute), [1]

H

handle_storage_errors() (in module sherpa_ai.agents.persistent_agent_pool) has() (sherpa_ai.memory.Belief method) (sherpa_ai.memory.belief.Belief method)

has_list_config() (sherpa_ai.output_parsers.self_consistency.SelfConsistencyConfig method)

I

id (sherpa_ai.database.user_usage_tracker.UsageTracker attribute) (sherpa_ai.database.user_usage_tracker.Whitelist attribute) initialize_database() (sherpa_ai.agents.agent_storage.AgentStorageManager method) input_validation() (sherpa_ai.actions.base.BaseAction method), [1] internal_events (sherpa_ai.memory.Belief attribute), [1] (sherpa_ai.memory.belief.Belief attribute), [1] invalid_domains (sherpa_ai.config.AgentConfig property) (sherpa_ai.config.task_config.AgentConfig property)

InvalidPromptContentError is_active (sherpa_ai.agents.persistent_agent_pool.AgentMetadata attribute), [1] (sherpa_ai.agents.user_agent_manager.UserAgentSession attribute), [1] is_coroutine_function() (in module sherpa_ai.utils) is_in_whitelist() (sherpa_ai.database.user_usage_tracker.UserUsageTracker method) (sherpa_ai.database.UserUsageTracker method) is_selection_trivial() (in module sherpa_ai.policies.utils) is_valid (sherpa_ai.output_parsers.validation_result.ValidationResult attribute), [1]

J

jaccard_index() (sherpa_ai.output_parsers.citation_validation.CitationValidation method) (sherpa_ai.output_parsers.CitationValidation method), [1] jaccard_threshold (sherpa_ai.output_parsers.citation_validation.CitationValidation attribute) (sherpa_ai.output_parsers.CitationValidation attribute), [1]

json_from_text() (in module sherpa_ai.utils) JsonPromptVersion (class in sherpa_ai.prompts.Base) JsonToObject (class in sherpa_ai.prompts.prompt_loader)

K

key (sherpa_ai.actions.base.ActionArgument attribute), [1], [2], [3]

L

last_activity (sherpa_ai.agents.user_agent_manager.UserAgentSession attribute), [1] LinkParser (class in sherpa_ai.output_parsers), [1] (class in sherpa_ai.output_parsers.link_parse) LinkScraperTool (class in sherpa_ai.tools) list_agents() (sherpa_ai.agents.persistent_agent_pool.PersistentAgentPool method) list_config (sherpa_ai.output_parsers.self_consistency.SelfConsistencyConfig attribute), [1] ListConfig (class in sherpa_ai.output_parsers.self_consistency) llm (sherpa_ai.actions.arxiv_search.ArxivSearch attribute), [1], [2], [3] (sherpa_ai.actions.ArxivSearch attribute), [1], [2], [3] (sherpa_ai.actions.context_search.ContextSearch attribute), [1], [2], [3] (sherpa_ai.actions.Deliberation attribute), [1], [2], [3] (sherpa_ai.actions.deliberation.Deliberation attribute), [1], [2], [3] (sherpa_ai.actions.google_search.GoogleSearch attribute), [1], [2], [3] (sherpa_ai.actions.GoogleSearch attribute), [1], [2], [3] (sherpa_ai.actions.planning.TaskPlanning attribute), [1] (sherpa_ai.actions.synthesize.SynthesizeOutput attribute), [1], [2], [3] (sherpa_ai.actions.SynthesizeOutput attribute), [1], [2], [3] (sherpa_ai.actions.TaskPlanning attribute), [1] (sherpa_ai.agents.base.BaseAgent attribute), [1] (sherpa_ai.models.chat_model_with_logging.ChatModelWithLogging attribute), [1] (sherpa_ai.policies.chat_sm_policy.ChatStateMachinePolicy attribute) (sherpa_ai.policies.react_policy.ReactPolicy attribute), [1] (sherpa_ai.policies.react_sm_policy.ReactStateMachinePolicy attribute), [1] (sherpa_ai.policies.ReactPolicy attribute), [1] (sherpa_ai.reflection.Reflection attribute) (sherpa_ai.scrape.file_scraper.QuestionWithFileHandler attribute) (sherpa_ai.scrape.prompt_reconstructor.PromptReconstructor attribute)

load_files() (in module sherpa_ai.utils) load_json() (in module sherpa_ai.prompts.prompt_loader) LocalChromaStore (class in sherpa_ai.connectors.vectorstores) log() (sherpa_ai.verbose_loggers.base.BaseVerboseLogger method) (sherpa_ai.verbose_loggers.DummyVerboseLogger method) (sherpa_ai.verbose_loggers.FileVerboseLogger method) (sherpa_ai.verbose_loggers.SlackVerboseLogger method) (sherpa_ai.verbose_loggers.StorageVerboseLogger method) (sherpa_ai.verbose_loggers.verbose_loggers.DummyVerboseLogger method) (sherpa_ai.verbose_loggers.verbose_loggers.FileVerboseLogger method) (sherpa_ai.verbose_loggers.verbose_loggers.SlackVerboseLogger method) (sherpa_ai.verbose_loggers.verbose_loggers.StorageVerboseLogger method) log_formatter() (in module sherpa_ai.utils) logger (sherpa_ai.models.chat_model_with_logging.ChatModelWithLogging attribute), [1] (sherpa_ai.verbose_loggers.SlackVerboseLogger attribute), [1] (sherpa_ai.verbose_loggers.verbose_loggers.SlackVerboseLogger attribute), [1] longest_common_subsequence() (sherpa_ai.output_parsers.citation_validation.CitationValidation method) (sherpa_ai.output_parsers.CitationValidation method), [1]

M

max_agents (sherpa_ai.agents.user_agent_manager.UserPreferences attribute), [1] max_conversation_tokens (sherpa_ai.policies.chat_sm_policy.ChatStateMachinePolicy attribute) max_tokens (sherpa_ai.memory.Belief attribute), [1] (sherpa_ai.memory.belief.Belief attribute), [1] MaximumLikelihoodConcretizer (class in sherpa_ai.output_parsers.self_consistency) md_link_to_slack() (in module sherpa_ai.post_processors) MDToSlackParse (class in sherpa_ai.output_parsers), [1] (class in sherpa_ai.output_parsers.md_to_slack_parse) memory (sherpa_ai.tools.ContextTool attribute), [1] message (sherpa_ai.policies.exceptions.SherpaPolicyException attribute) metadata (sherpa_ai.agents.persistent_agent_pool.StoredAgent attribute), [1] migrations_table (sherpa_ai.agents.agent_storage.AgentStorageManager attribute) MLEngineer (class in sherpa_ai.agents) MockAction (class in sherpa_ai.actions), [1] model_config (sherpa_ai.actions.arxiv_search.ArxivSearch attribute), [1] (sherpa_ai.actions.ArxivSearch attribute), [1] (sherpa_ai.actions.base.ActionArgument attribute), [1] (sherpa_ai.actions.base.ActionResource attribute), [1] (sherpa_ai.actions.base.AsyncBaseAction attribute), [1] (sherpa_ai.actions.base.BaseAction attribute), [1] (sherpa_ai.actions.base.BaseRetrievalAction attribute), [1] (sherpa_ai.actions.context_search.ContextSearch attribute), [1] (sherpa_ai.actions.Deliberation attribute), [1] (sherpa_ai.actions.deliberation.Deliberation attribute), [1] (sherpa_ai.actions.EmptyAction attribute), [1] (sherpa_ai.actions.google_search.GoogleSearch attribute), [1] (sherpa_ai.actions.GoogleSearch attribute), [1] (sherpa_ai.actions.MockAction attribute), [1] (sherpa_ai.actions.planning.TaskPlanning attribute), [1] (sherpa_ai.actions.synthesize.SynthesizeOutput attribute), [1] (sherpa_ai.actions.SynthesizeOutput attribute), [1] (sherpa_ai.actions.TaskPlanning attribute), [1] (sherpa_ai.agents.agent_storage.DatabaseMigration attribute) (sherpa_ai.agents.base.BaseAgent attribute) (sherpa_ai.agents.MLEngineer attribute) (sherpa_ai.agents.persistent_agent_pool.AgentMetadata attribute) (sherpa_ai.agents.persistent_agent_pool.AgentState attribute) (sherpa_ai.agents.persistent_agent_pool.StoredAgent attribute) (sherpa_ai.agents.Physicist attribute) (sherpa_ai.agents.qa_agent.QAAgent attribute) (sherpa_ai.agents.QAAgent attribute) (sherpa_ai.agents.user.UserAgent attribute) (sherpa_ai.agents.user_agent_manager.UserAgentSession attribute) (sherpa_ai.agents.user_agent_manager.UserPreferences attribute) (sherpa_ai.agents.UserAgent attribute) (sherpa_ai.config.AgentConfig attribute) (sherpa_ai.config.task_config.AgentConfig attribute) (sherpa_ai.connectors.base.BaseVectorDB attribute) (sherpa_ai.events.ActionFinishEvent attribute) (sherpa_ai.events.ActionStartEvent attribute) (sherpa_ai.events.Event attribute) (sherpa_ai.events.GenericEvent attribute) (sherpa_ai.events.TriggerEvent attribute) (sherpa_ai.memory.Belief attribute) (sherpa_ai.memory.belief.Belief attribute) (sherpa_ai.models.chat_model_with_logging.ChatModelWithLogging attribute) (sherpa_ai.models.sherpa_base_chat_model.SherpaBaseChatModel attribute) (sherpa_ai.models.sherpa_base_chat_model.SherpaChatOpenAI attribute) (sherpa_ai.models.sherpa_base_model.SherpaOpenAI attribute) (sherpa_ai.models.SherpaChatOpenAI attribute) (sherpa_ai.models.SherpaOpenAI attribute) (sherpa_ai.output_parsers.self_consistency.AbstractObject attribute) (sherpa_ai.output_parsers.self_consistency.ListConfig attribute) (sherpa_ai.output_parsers.self_consistency.ObjectAggregator attribute) (sherpa_ai.output_parsers.self_consistency.SelfConsistencyConfig attribute) (sherpa_ai.output_parsers.validation_result.ValidationResult attribute) (sherpa_ai.policies.agent_feedback_policy.AgentFeedbackPolicy attribute), [1] (sherpa_ai.policies.base.BasePolicy attribute) (sherpa_ai.policies.base.PolicyOutput attribute) (sherpa_ai.policies.chat_sm_policy.ChatStateMachinePolicy attribute) (sherpa_ai.policies.react_policy.ReactPolicy attribute), [1] (sherpa_ai.policies.react_sm_policy.ReactStateMachinePolicy attribute), [1] (sherpa_ai.policies.ReactPolicy attribute), [1] (sherpa_ai.prompt.SlackBotPrompt attribute) (sherpa_ai.prompts.Base.ChatPromptVersion attribute) (sherpa_ai.prompts.Base.JsonPromptVersion attribute) (sherpa_ai.prompts.Base.Prompt attribute) (sherpa_ai.prompts.Base.PromptGroup attribute) (sherpa_ai.prompts.Base.PromptVersion attribute) (sherpa_ai.prompts.Base.TextPromptVersion attribute) (sherpa_ai.tools.ContextTool attribute) (sherpa_ai.tools.LinkScraperTool attribute) (sherpa_ai.tools.SearchArxivTool attribute) (sherpa_ai.tools.SearchTool attribute) (sherpa_ai.tools.UserInputTool attribute)

model_name (sherpa_ai.database.user_usage_tracker.UsageTracker attribute) model_post_init() (sherpa_ai.actions.arxiv_search.ArxivSearch method), [1] (sherpa_ai.actions.ArxivSearch method), [1] (sherpa_ai.actions.context_search.ContextSearch method), [1] (sherpa_ai.actions.google_search.GoogleSearch method), [1] (sherpa_ai.actions.GoogleSearch method), [1] (sherpa_ai.actions.MockAction method), [1] module sherpa_ai sherpa_ai.actions, [1] sherpa_ai.actions.arxiv_search, [1] sherpa_ai.actions.base, [1] sherpa_ai.actions.context_search, [1] sherpa_ai.actions.deliberation, [1] sherpa_ai.actions.google_search, [1] sherpa_ai.actions.planning, [1] sherpa_ai.actions.synthesize, [1] sherpa_ai.agents sherpa_ai.agents.agent_pool sherpa_ai.agents.agent_storage sherpa_ai.agents.base sherpa_ai.agents.persistent_agent_pool sherpa_ai.agents.qa_agent sherpa_ai.agents.user sherpa_ai.agents.user_agent_manager sherpa_ai.config sherpa_ai.config.task_config sherpa_ai.connectors sherpa_ai.connectors.base sherpa_ai.connectors.vectorstores sherpa_ai.database sherpa_ai.database.user_usage_tracker sherpa_ai.error_handling sherpa_ai.error_handling.agent_error_handler sherpa_ai.events sherpa_ai.memory sherpa_ai.memory.belief sherpa_ai.memory.shared_memory sherpa_ai.models sherpa_ai.models.chat_model_with_logging sherpa_ai.models.sherpa_base_chat_model sherpa_ai.models.sherpa_base_model sherpa_ai.output_parsers, [1] sherpa_ai.output_parsers.base sherpa_ai.output_parsers.citation_validation sherpa_ai.output_parsers.link_parse sherpa_ai.output_parsers.md_to_slack_parse sherpa_ai.output_parsers.number_validation sherpa_ai.output_parsers.self_consistency sherpa_ai.output_parsers.validation_result sherpa_ai.policies sherpa_ai.policies.agent_feedback_policy sherpa_ai.policies.base sherpa_ai.policies.chat_sm_policy sherpa_ai.policies.exceptions sherpa_ai.policies.react_policy sherpa_ai.policies.react_sm_policy sherpa_ai.policies.utils sherpa_ai.post_processors sherpa_ai.prompt sherpa_ai.prompt_generator sherpa_ai.prompts sherpa_ai.prompts.Base sherpa_ai.prompts.prompt_loader sherpa_ai.prompts.prompt_template_loader sherpa_ai.reflection sherpa_ai.runtime sherpa_ai.runtime.threaded_runtime sherpa_ai.scrape sherpa_ai.scrape.extract_github_readme sherpa_ai.scrape.file_scraper sherpa_ai.scrape.prompt_reconstructor sherpa_ai.test_utils sherpa_ai.tools sherpa_ai.utils sherpa_ai.verbose_loggers sherpa_ai.verbose_loggers.base sherpa_ai.verbose_loggers.verbose_loggers

N

name (sherpa_ai.actions.arxiv_search.ArxivSearch attribute), [1], [2], [3] (sherpa_ai.actions.ArxivSearch attribute), [1], [2], [3] (sherpa_ai.actions.base.ActionArgument attribute), [1], [2], [3] (sherpa_ai.actions.base.BaseAction attribute), [1], [2], [3] (sherpa_ai.actions.context_search.ContextSearch attribute), [1], [2], [3] (sherpa_ai.actions.Deliberation attribute), [1], [2], [3] (sherpa_ai.actions.deliberation.Deliberation attribute), [1], [2], [3] (sherpa_ai.actions.EmptyAction attribute), [1], [2], [3] (sherpa_ai.actions.google_search.GoogleSearch attribute), [1], [2], [3] (sherpa_ai.actions.GoogleSearch attribute), [1], [2], [3] (sherpa_ai.actions.MockAction attribute), [1] (sherpa_ai.actions.planning.TaskPlanning attribute), [1] (sherpa_ai.actions.synthesize.SynthesizeOutput attribute), [1], [2], [3] (sherpa_ai.actions.SynthesizeOutput attribute), [1], [2], [3] (sherpa_ai.actions.TaskPlanning attribute), [1] (sherpa_ai.agents.base.BaseAgent attribute), [1] (sherpa_ai.agents.MLEngineer attribute), [1] (sherpa_ai.agents.Physicist attribute), [1] (sherpa_ai.agents.qa_agent.QAAgent attribute) (sherpa_ai.agents.QAAgent attribute) (sherpa_ai.agents.user.UserAgent attribute), [1] (sherpa_ai.agents.UserAgent attribute), [1] (sherpa_ai.events.ActionFinishEvent attribute), [1] (sherpa_ai.events.ActionStartEvent attribute), [1] (sherpa_ai.events.Event attribute), [1] (sherpa_ai.events.GenericEvent attribute), [1] (sherpa_ai.events.TriggerEvent attribute), [1] (sherpa_ai.tools.ContextTool attribute), [1] (sherpa_ai.tools.LinkScraperTool attribute), [1] (sherpa_ai.tools.SearchArxivTool attribute), [1] (sherpa_ai.tools.SearchTool attribute), [1] (sherpa_ai.tools.UserInputTool attribute), [1]

namespace (sherpa_ai.connectors.vectorstores.ConversationStore attribute) notification_settings (sherpa_ai.agents.user_agent_manager.UserPreferences attribute), [1] num_documents (sherpa_ai.actions.base.BaseRetrievalAction attribute), [1], [2], [3] num_runs (sherpa_ai.agents.base.BaseAgent attribute), [1] (sherpa_ai.agents.MLEngineer attribute), [1] (sherpa_ai.agents.Physicist attribute), [1] (sherpa_ai.agents.qa_agent.QAAgent attribute) (sherpa_ai.agents.QAAgent attribute) num_steps (sherpa_ai.actions.planning.TaskPlanning attribute), [1] (sherpa_ai.actions.TaskPlanning attribute), [1] NumberValidation (class in sherpa_ai.output_parsers), [1] (class in sherpa_ai.output_parsers.number_validation)

O

obj_dict (sherpa_ai.output_parsers.self_consistency.AbstractObject attribute) (sherpa_ai.output_parsers.self_consistency.ObjectAggregator attribute) obj_schema (sherpa_ai.output_parsers.self_consistency.AbstractObject attribute) (sherpa_ai.output_parsers.self_consistency.ObjectAggregator attribute) ObjectAggregator (class in sherpa_ai.output_parsers.self_consistency) objective (sherpa_ai.memory.shared_memory.SharedMemory attribute) (sherpa_ai.memory.SharedMemory attribute) on_receive() (sherpa_ai.runtime.threaded_runtime.ThreadedRuntime method) (sherpa_ai.runtime.ThreadedRuntime method)

optimize_database() (sherpa_ai.agents.agent_storage.AgentStorageManager method) output_instruction (sherpa_ai.policies.react_policy.ReactPolicy attribute), [1] (sherpa_ai.policies.react_sm_policy.ReactStateMachinePolicy attribute), [1] (sherpa_ai.policies.ReactPolicy attribute), [1] output_key (sherpa_ai.actions.base.BaseAction attribute), [1], [2], [3] (sherpa_ai.actions.MockAction attribute), [1] outputs (sherpa_ai.events.ActionFinishEvent attribute), [1]

P

parse_gsite() (sherpa_ai.config.AgentConfig class method) (sherpa_ai.config.task_config.AgentConfig class method) parse_output() (sherpa_ai.output_parsers.base.BaseOutputParser method) (sherpa_ai.output_parsers.link_parse.LinkParser method) (sherpa_ai.output_parsers.LinkParser method), [1] (sherpa_ai.output_parsers.md_to_slack_parse.MDToSlackParse method) (sherpa_ai.output_parsers.MDToSlackParse method), [1] parse_usage_metadata() (sherpa_ai.database.user_usage_tracker.UserUsageTracker method) (sherpa_ai.database.UserUsageTracker method) pattern (sherpa_ai.output_parsers.md_to_slack_parse.MDToSlackParse attribute) (sherpa_ai.output_parsers.MDToSlackParse attribute), [1] perform_refinement (sherpa_ai.actions.arxiv_search.ArxivSearch attribute), [1], [2], [3] (sherpa_ai.actions.ArxivSearch attribute), [1], [2], [3] (sherpa_ai.actions.base.BaseRetrievalAction attribute), [1], [2], [3] (sherpa_ai.actions.context_search.ContextSearch attribute), [1], [2], [3] perform_reranking (sherpa_ai.actions.base.BaseRetrievalAction attribute), [1], [2], [3] performance_evaluation (sherpa_ai.prompt_generator.PromptGenerator attribute) PersistentAgentPool (class in sherpa_ai.agents.persistent_agent_pool) Physicist (class in sherpa_ai.agents) Plan (class in sherpa_ai.actions.planning), [1] policy (sherpa_ai.agents.base.BaseAgent attribute), [1] PolicyOutput (class in sherpa_ai.policies.base) post_process() (sherpa_ai.actions.planning.TaskPlanning method), [1] (sherpa_ai.actions.TaskPlanning method), [1] preferred_llm (sherpa_ai.agents.user_agent_manager.UserPreferences attribute), [1] process_chat_history() (sherpa_ai.prompt.SlackBotPrompt method)

process_output() (sherpa_ai.output_parsers.base.BaseOutputProcessor method) (sherpa_ai.output_parsers.citation_validation.CitationValidation method) (sherpa_ai.output_parsers.CitationValidation method), [1] (sherpa_ai.output_parsers.EntityValidation method), [1] (sherpa_ai.output_parsers.number_validation.NumberValidation method) (sherpa_ai.output_parsers.NumberValidation method), [1] Prompt (class in sherpa_ai.prompts.Base) prompt (sherpa_ai.actions.planning.TaskPlanning attribute), [1] (sherpa_ai.actions.TaskPlanning attribute), [1] prompt_id (sherpa_ai.prompts.Base.Prompt attribute), [1] prompt_parent_id (sherpa_ai.prompts.Base.PromptGroup attribute), [1] prompt_reconstruct() (sherpa_ai.scrape.file_scraper.QuestionWithFileHandler method) prompt_template (sherpa_ai.actions.base.BaseAction attribute), [1], [2], [3] (sherpa_ai.agents.base.BaseAgent attribute), [1] (sherpa_ai.policies.agent_feedback_policy.AgentFeedbackPolicy attribute), [1] (sherpa_ai.policies.react_policy.ReactPolicy attribute), [1] (sherpa_ai.policies.react_sm_policy.ReactStateMachinePolicy attribute), [1] (sherpa_ai.policies.ReactPolicy attribute), [1] PromptGenerator (class in sherpa_ai.prompt_generator) PromptGroup (class in sherpa_ai.prompts.Base) PromptLoader (class in sherpa_ai.prompts.prompt_loader) PromptReconstructor (class in sherpa_ai.scrape.prompt_reconstructor) prompts (sherpa_ai.prompts.Base.PromptGroup attribute), [1] (sherpa_ai.prompts.prompt_loader.PromptLoader attribute) PromptTemplate (class in sherpa_ai.prompts.prompt_template_loader) PromptVersion (class in sherpa_ai.prompts.Base)

Q

QAAgent (class in sherpa_ai.agents) (class in sherpa_ai.agents.qa_agent) question (sherpa_ai.scrape.file_scraper.QuestionWithFileHandler attribute) (sherpa_ai.scrape.prompt_reconstructor.PromptReconstructor attribute)

question_with_file_reconstructor() (in module sherpa_ai.utils) QuestionWithFileHandler (class in sherpa_ai.scrape.file_scraper)

R

ReactPolicy (class in sherpa_ai.policies) (class in sherpa_ai.policies.react_policy) ReactStateMachinePolicy (class in sherpa_ai.policies.react_sm_policy) reconstruct_prompt() (sherpa_ai.scrape.prompt_reconstructor.PromptReconstructor method) reconstruct_prompt_with_file() (sherpa_ai.scrape.file_scraper.QuestionWithFileHandler method) refine() (sherpa_ai.actions.arxiv_search.ArxivSearch method), [1] (sherpa_ai.actions.ArxivSearch method), [1] (sherpa_ai.actions.base.BaseRetrievalAction method), [1] (sherpa_ai.actions.context_search.ContextSearch method), [1] refiner (sherpa_ai.actions.base.BaseRetrievalAction attribute), [1], [2], [3] Reflection (class in sherpa_ai.reflection) reload_from_storage() (sherpa_ai.agents.persistent_agent_pool.PersistentAgentPool method) reminded_timestamp (sherpa_ai.database.user_usage_tracker.UsageTracker attribute) reranker (sherpa_ai.actions.base.BaseRetrievalAction attribute), [1], [2], [3] reranking() (sherpa_ai.actions.base.BaseRetrievalAction method), [1] reset_state() (sherpa_ai.output_parsers.base.BaseOutputProcessor method) reset_timestamp (sherpa_ai.database.user_usage_tracker.UsageTracker attribute) resources (sherpa_ai.actions.base.BaseRetrievalAction attribute), [1], [2], [3] (sherpa_ai.prompt_generator.PromptGenerator attribute) resources_from_belief() (sherpa_ai.output_parsers.citation_validation.CitationValidation method) (sherpa_ai.output_parsers.CitationValidation method), [1] response_format (sherpa_ai.policies.chat_sm_policy.ChatStateMachinePolicy attribute) (sherpa_ai.policies.react_policy.ReactPolicy attribute), [1] (sherpa_ai.policies.react_sm_policy.ReactStateMachinePolicy attribute), [1] (sherpa_ai.policies.ReactPolicy attribute), [1] (sherpa_ai.prompt_generator.PromptGenerator attribute) (sherpa_ai.prompts.Base.PromptVersion attribute), [1]

restore_database() (sherpa_ai.agents.agent_storage.AgentStorageManager method) result (sherpa_ai.output_parsers.validation_result.ValidationResult attribute), [1] revision_prompt (sherpa_ai.actions.planning.TaskPlanning attribute), [1] (sherpa_ai.actions.TaskPlanning attribute), [1] rewrite_link_references() (in module sherpa_ai.utils) role_description (sherpa_ai.actions.arxiv_search.ArxivSearch attribute), [1], [2], [3] (sherpa_ai.actions.ArxivSearch attribute), [1], [2], [3] (sherpa_ai.actions.context_search.ContextSearch attribute), [1], [2], [3] (sherpa_ai.actions.Deliberation attribute), [1], [2], [3] (sherpa_ai.actions.deliberation.Deliberation attribute), [1], [2], [3] (sherpa_ai.actions.google_search.GoogleSearch attribute), [1], [2], [3] (sherpa_ai.actions.GoogleSearch attribute), [1], [2], [3] (sherpa_ai.actions.synthesize.SynthesizeOutput attribute), [1], [2], [3] (sherpa_ai.actions.SynthesizeOutput attribute), [1], [2], [3] (sherpa_ai.policies.react_policy.ReactPolicy attribute), [1] (sherpa_ai.policies.react_sm_policy.ReactStateMachinePolicy attribute), [1] (sherpa_ai.policies.ReactPolicy attribute), [1] run() (sherpa_ai.agents.base.BaseAgent method) (sherpa_ai.agents.user.UserAgent method) (sherpa_ai.agents.UserAgent method) run_self_consistency() (in module sherpa_ai.output_parsers.self_consistency) run_with_error_handling() (sherpa_ai.error_handling.agent_error_handler.AgentErrorHandler method) (sherpa_ai.error_handling.AgentErrorHandler method)

S

save_agent() (sherpa_ai.agents.persistent_agent_pool.PersistentAgentPool method) save_to_pine_cone() (in module sherpa_ai.scrape.extract_github_readme) say (sherpa_ai.error_handling.agent_error_handler.AgentErrorHandler attribute), [1] (sherpa_ai.error_handling.AgentErrorHandler attribute), [1] scrape_with_url() (in module sherpa_ai.utils) search() (sherpa_ai.actions.arxiv_search.ArxivSearch method), [1] (sherpa_ai.actions.ArxivSearch method), [1] (sherpa_ai.actions.base.BaseRetrievalAction method), [1] (sherpa_ai.actions.context_search.ContextSearch method), [1] (sherpa_ai.actions.google_search.GoogleSearch method), [1] (sherpa_ai.actions.GoogleSearch method), [1] search_domains (sherpa_ai.config.AgentConfig property) (sherpa_ai.config.task_config.AgentConfig property) SearchArxivTool (class in sherpa_ai.tools) SearchTool (class in sherpa_ai.tools) select_action() (sherpa_ai.agents.base.BaseAgent method) (sherpa_ai.policies.agent_feedback_policy.AgentFeedbackPolicy method) (sherpa_ai.policies.base.BasePolicy method) (sherpa_ai.policies.chat_sm_policy.ChatStateMachinePolicy method) (sherpa_ai.policies.react_policy.ReactPolicy method) (sherpa_ai.policies.react_sm_policy.ReactStateMachinePolicy method) (sherpa_ai.policies.ReactPolicy method) SelfConsistencyConfig (class in sherpa_ai.output_parsers.self_consistency) send_event() (sherpa_ai.agents.base.BaseAgent method) send_token_limit (sherpa_ai.prompt.SlackBotPrompt attribute), [1] sender (sherpa_ai.events.Event attribute) sender_subscriptions (sherpa_ai.memory.shared_memory.SharedMemory attribute) (sherpa_ai.memory.SharedMemory attribute) sequence_threshold (sherpa_ai.output_parsers.citation_validation.CitationValidation attribute) (sherpa_ai.output_parsers.CitationValidation attribute), [1] session_data (sherpa_ai.agents.user_agent_manager.UserAgentSession attribute), [1] session_id (sherpa_ai.agents.user_agent_manager.UserAgentSession attribute), [1] (sherpa_ai.database.user_usage_tracker.UsageTracker attribute) (sherpa_ai.models.sherpa_base_chat_model.SherpaBaseChatModel attribute) (sherpa_ai.models.sherpa_base_chat_model.SherpaChatOpenAI attribute) (sherpa_ai.models.SherpaChatOpenAI attribute) set() (sherpa_ai.memory.Belief method) (sherpa_ai.memory.belief.Belief method) set_actions() (sherpa_ai.memory.Belief method) (sherpa_ai.memory.belief.Belief method) set_current_task() (sherpa_ai.memory.Belief method) (sherpa_ai.memory.belief.Belief method) shared_memory (sherpa_ai.actions.base.BaseAction attribute), [1] (sherpa_ai.agents.base.BaseAgent attribute), [1] shared_memory_state (sherpa_ai.agents.persistent_agent_pool.AgentState attribute), [1] SharedMemory (class in sherpa_ai.memory) (class in sherpa_ai.memory.shared_memory) sherpa_ai module sherpa_ai.actions module, [1] sherpa_ai.actions.arxiv_search module, [1] sherpa_ai.actions.base module, [1] sherpa_ai.actions.context_search module, [1] sherpa_ai.actions.deliberation module, [1] sherpa_ai.actions.google_search module, [1] sherpa_ai.actions.planning module, [1] sherpa_ai.actions.synthesize module, [1] sherpa_ai.agents module sherpa_ai.agents.agent_pool module sherpa_ai.agents.agent_storage module sherpa_ai.agents.base module sherpa_ai.agents.persistent_agent_pool module sherpa_ai.agents.qa_agent module sherpa_ai.agents.user module sherpa_ai.agents.user_agent_manager module sherpa_ai.config module sherpa_ai.config.task_config module sherpa_ai.connectors module sherpa_ai.connectors.base module sherpa_ai.connectors.vectorstores module sherpa_ai.database module sherpa_ai.database.user_usage_tracker module sherpa_ai.error_handling module sherpa_ai.error_handling.agent_error_handler module sherpa_ai.events module sherpa_ai.memory module sherpa_ai.memory.belief module sherpa_ai.memory.shared_memory module sherpa_ai.models module sherpa_ai.models.chat_model_with_logging module sherpa_ai.models.sherpa_base_chat_model module sherpa_ai.models.sherpa_base_model module sherpa_ai.output_parsers module, [1] sherpa_ai.output_parsers.base module

sherpa_ai.output_parsers.citation_validation module sherpa_ai.output_parsers.link_parse module sherpa_ai.output_parsers.md_to_slack_parse module sherpa_ai.output_parsers.number_validation module sherpa_ai.output_parsers.self_consistency module sherpa_ai.output_parsers.validation_result module sherpa_ai.policies module sherpa_ai.policies.agent_feedback_policy module sherpa_ai.policies.base module sherpa_ai.policies.chat_sm_policy module sherpa_ai.policies.exceptions module sherpa_ai.policies.react_policy module sherpa_ai.policies.react_sm_policy module sherpa_ai.policies.utils module sherpa_ai.post_processors module sherpa_ai.prompt module sherpa_ai.prompt_generator module sherpa_ai.prompts module sherpa_ai.prompts.Base module sherpa_ai.prompts.prompt_loader module sherpa_ai.prompts.prompt_template_loader module sherpa_ai.reflection module sherpa_ai.runtime module sherpa_ai.runtime.threaded_runtime module sherpa_ai.scrape module sherpa_ai.scrape.extract_github_readme module sherpa_ai.scrape.file_scraper module sherpa_ai.scrape.prompt_reconstructor module sherpa_ai.test_utils module sherpa_ai.tools module sherpa_ai.utils module sherpa_ai.verbose_loggers module sherpa_ai.verbose_loggers.base module sherpa_ai.verbose_loggers.verbose_loggers module SherpaBaseChatModel (class in sherpa_ai.models.sherpa_base_chat_model) SherpaChatOpenAI (class in sherpa_ai.models) (class in sherpa_ai.models.sherpa_base_chat_model) SherpaOpenAI (class in sherpa_ai.models) (class in sherpa_ai.models.sherpa_base_model) SherpaPolicyException show_commands_only() (in module sherpa_ai.utils) similarity_picker() (sherpa_ai.output_parsers.EntityValidation method), [1] similarity_search() (sherpa_ai.connectors.base.BaseVectorDB method) (sherpa_ai.connectors.vectorstores.ConversationStore method) slack_message (sherpa_ai.scrape.prompt_reconstructor.PromptReconstructor attribute) SlackBotPrompt (class in sherpa_ai.prompt) SlackVerboseLogger (class in sherpa_ai.verbose_loggers) (class in sherpa_ai.verbose_loggers.verbose_loggers) source (sherpa_ai.actions.base.ActionArgument attribute), [1], [2], [3] (sherpa_ai.actions.base.ActionResource attribute), [1], [2], [3] split_paragraph_into_sentences() (sherpa_ai.output_parsers.citation_validation.CitationValidation method) (sherpa_ai.output_parsers.CitationValidation method), [1] stacktrace (sherpa_ai.policies.exceptions.SherpaPolicyException attribute) start_user_session() (sherpa_ai.agents.user_agent_manager.UserAgentManager method) started_at (sherpa_ai.agents.user_agent_manager.UserAgentSession attribute), [1] state (sherpa_ai.agents.persistent_agent_pool.StoredAgent attribute), [1] state_machine (sherpa_ai.memory.Belief attribute), [1] (sherpa_ai.memory.belief.Belief attribute), [1] Step (class in sherpa_ai.actions.planning), [1] steps (sherpa_ai.actions.planning.Plan attribute), [1] stop_checker (sherpa_ai.agents.base.BaseAgent attribute), [1] storage (sherpa_ai.verbose_loggers.StorageVerboseLogger attribute), [1] (sherpa_ai.verbose_loggers.verbose_loggers.StorageVerboseLogger attribute), [1] storage_path (sherpa_ai.agents.persistent_agent_pool.PersistentAgentPool attribute) storage_type (sherpa_ai.agents.persistent_agent_pool.PersistentAgentPool attribute) StorageVerboseLogger (class in sherpa_ai.verbose_loggers) (class in sherpa_ai.verbose_loggers.verbose_loggers) StoredAgent (class in sherpa_ai.agents.persistent_agent_pool) strategy (sherpa_ai.output_parsers.self_consistency.ListConfig attribute), [1] string_comparison_with_jaccard_and_levenshtein() (in module sherpa_ai.utils) subscribe_event_type() (sherpa_ai.memory.shared_memory.SharedMemory method) (sherpa_ai.memory.SharedMemory method) subscribe_sender() (sherpa_ai.memory.shared_memory.SharedMemory method) (sherpa_ai.memory.SharedMemory method) synthesize_output() (sherpa_ai.agents.base.BaseAgent method) (sherpa_ai.agents.MLEngineer method) (sherpa_ai.agents.Physicist method) (sherpa_ai.agents.qa_agent.QAAgent method) (sherpa_ai.agents.QAAgent method) (sherpa_ai.agents.user.UserAgent method) (sherpa_ai.agents.UserAgent method) SynthesizeOutput (class in sherpa_ai.actions), [1] (class in sherpa_ai.actions.synthesize), [1] SYSTEM_PROMPT (sherpa_ai.policies.chat_sm_policy.ChatStateMachinePolicy attribute)

T

tags (sherpa_ai.agents.persistent_agent_pool.AgentMetadata attribute), [1] task (sherpa_ai.actions.arxiv_search.ArxivSearch attribute), [1], [2], [3] (sherpa_ai.actions.ArxivSearch attribute), [1], [2], [3] (sherpa_ai.actions.context_search.ContextSearch attribute), [1], [2], [3] (sherpa_ai.actions.google_search.GoogleSearch attribute), [1], [2], [3] (sherpa_ai.actions.GoogleSearch attribute), [1], [2], [3] (sherpa_ai.actions.planning.Step attribute), [1] TaskPlanning (class in sherpa_ai.actions), [1] (class in sherpa_ai.actions.planning), [1] text_key (sherpa_ai.connectors.vectorstores.ConversationStore attribute) text_similarity() (in module sherpa_ai.utils) text_similarity_by_llm() (in module sherpa_ai.utils) text_similarity_by_metrics() (in module sherpa_ai.utils) TextPromptVersion (class in sherpa_ai.prompts.Base) thread_ts (sherpa_ai.error_handling.agent_error_handler.AgentErrorHandler attribute), [1] (sherpa_ai.error_handling.AgentErrorHandler attribute), [1] (sherpa_ai.verbose_loggers.SlackVerboseLogger attribute), [1] (sherpa_ai.verbose_loggers.verbose_loggers.SlackVerboseLogger attribute), [1]

ThreadedRuntime (class in sherpa_ai.runtime) (class in sherpa_ai.runtime.threaded_runtime) threshold (sherpa_ai.output_parsers.self_consistency.ListConfig attribute), [1] timestamp (sherpa_ai.database.user_usage_tracker.UsageTracker attribute) token (sherpa_ai.scrape.file_scraper.QuestionWithFileHandler attribute) token_counter (sherpa_ai.prompt.SlackBotPrompt attribute), [1] token_overlap (sherpa_ai.output_parsers.citation_validation.CitationValidation attribute) (sherpa_ai.output_parsers.CitationValidation attribute), [1] tools (sherpa_ai.prompt.SlackBotPrompt attribute), [1] (sherpa_ai.reflection.Reflection attribute) top_k (sherpa_ai.output_parsers.self_consistency.ListConfig attribute), [1] (sherpa_ai.tools.SearchTool attribute), [1] transform_json_output() (in module sherpa_ai.policies.utils) TriggerEvent (class in sherpa_ai.events) type (sherpa_ai.actions.base.ActionArgument attribute), [1], [2], [3] (sherpa_ai.prompts.Base.PromptVersion attribute), [1]

U

up_sql (sherpa_ai.agents.agent_storage.DatabaseMigration attribute), [1] update() (sherpa_ai.memory.Belief method) (sherpa_ai.memory.belief.Belief method) update_agent() (sherpa_ai.agents.persistent_agent_pool.PersistentAgentPool method) update_internal() (sherpa_ai.memory.Belief method) (sherpa_ai.memory.belief.Belief method) update_user_preferences() (sherpa_ai.agents.user_agent_manager.UserAgentManager method) updated_at (sherpa_ai.agents.persistent_agent_pool.AgentMetadata attribute), [1] (sherpa_ai.agents.user_agent_manager.UserPreferences attribute), [1] upload_to_s3() (sherpa_ai.database.user_usage_tracker.UserUsageTracker method) (sherpa_ai.database.UserUsageTracker method) usage (sherpa_ai.actions.arxiv_search.ArxivSearch attribute), [1], [2], [3] (sherpa_ai.actions.ArxivSearch attribute), [1], [2], [3] (sherpa_ai.actions.base.BaseAction attribute), [1], [2], [3] (sherpa_ai.actions.context_search.ContextSearch attribute), [1], [2], [3] (sherpa_ai.actions.Deliberation attribute), [1], [2], [3] (sherpa_ai.actions.deliberation.Deliberation attribute), [1], [2], [3] (sherpa_ai.actions.EmptyAction attribute), [1], [2], [3] (sherpa_ai.actions.google_search.GoogleSearch attribute), [1], [2], [3] (sherpa_ai.actions.GoogleSearch attribute), [1], [2], [3] (sherpa_ai.actions.MockAction attribute), [1] (sherpa_ai.actions.planning.TaskPlanning attribute), [1] (sherpa_ai.actions.synthesize.SynthesizeOutput attribute), [1], [2], [3] (sherpa_ai.actions.SynthesizeOutput attribute), [1], [2], [3] (sherpa_ai.actions.TaskPlanning attribute), [1]

usage_metadata_json (sherpa_ai.database.user_usage_tracker.UsageTracker attribute) UsageTracker (class in sherpa_ai.database.user_usage_tracker) use_task_agent (sherpa_ai.config.AgentConfig attribute), [1] (sherpa_ai.config.task_config.AgentConfig attribute), [1] user_id (sherpa_ai.agents.persistent_agent_pool.AgentMetadata attribute), [1] (sherpa_ai.agents.user.UserAgent attribute) (sherpa_ai.agents.user_agent_manager.UserAgentSession attribute), [1] (sherpa_ai.agents.user_agent_manager.UserPreferences attribute), [1] (sherpa_ai.agents.UserAgent attribute) (sherpa_ai.database.user_usage_tracker.UsageTracker attribute) (sherpa_ai.database.user_usage_tracker.Whitelist attribute) (sherpa_ai.models.sherpa_base_chat_model.SherpaBaseChatModel attribute), [1] (sherpa_ai.models.sherpa_base_chat_model.SherpaChatOpenAI attribute), [1] (sherpa_ai.models.sherpa_base_model.SherpaOpenAI attribute), [1] (sherpa_ai.models.SherpaChatOpenAI attribute), [1] (sherpa_ai.models.SherpaOpenAI attribute), [1] (sherpa_ai.scrape.file_scraper.QuestionWithFileHandler attribute) user_preferences (sherpa_ai.agents.user_agent_manager.UserAgentManager attribute), [1] UserAgent (class in sherpa_ai.agents) (class in sherpa_ai.agents.user) UserAgentManager (class in sherpa_ai.agents.user_agent_manager) UserAgentSession (class in sherpa_ai.agents.user_agent_manager) UserInputTool (class in sherpa_ai.tools) UserPreferences (class in sherpa_ai.agents.user_agent_manager) UserUsageTracker (class in sherpa_ai.database) (class in sherpa_ai.database.user_usage_tracker)

V

validate_data_integrity() (sherpa_ai.agents.agent_storage.AgentStorageManager method) validate_output() (sherpa_ai.agents.base.BaseAgent method) validate_url() (in module sherpa_ai.config.task_config) validation_iterator() (sherpa_ai.agents.base.BaseAgent method) validation_steps (sherpa_ai.agents.base.BaseAgent attribute), [1] ValidationResult (class in sherpa_ai.output_parsers.validation_result) validations (sherpa_ai.agents.base.BaseAgent attribute), [1] value_weight_map (sherpa_ai.output_parsers.self_consistency.ObjectAggregator attribute) variables (sherpa_ai.prompts.Base.PromptVersion attribute), [1] verbose (sherpa_ai.config.AgentConfig attribute), [1] (sherpa_ai.config.task_config.AgentConfig attribute), [1]

verbose_logger (sherpa_ai.agents.user.UserAgent attribute) (sherpa_ai.agents.UserAgent attribute) (sherpa_ai.models.sherpa_base_chat_model.SherpaBaseChatModel attribute), [1] (sherpa_ai.models.sherpa_base_chat_model.SherpaChatOpenAI attribute), [1] (sherpa_ai.models.SherpaChatOpenAI attribute), [1] verify_numbers_against_source() (in module sherpa_ai.utils) version (sherpa_ai.agents.agent_storage.DatabaseMigration attribute), [1] (sherpa_ai.prompts.Base.PromptVersion attribute), [1] versions (sherpa_ai.prompts.Base.Prompt attribute), [1]

W

wait() (sherpa_ai.runtime.threaded_runtime.ThreadedRuntime method) (sherpa_ai.runtime.ThreadedRuntime method)

Whitelist (class in sherpa_ai.database.user_usage_tracker) word_to_float() (in module sherpa_ai.utils)