Index

A

action_slots (tus_feature_handler.TUSFeatureHandler attribute) add_item() (usersimcrs.items.item_collection.ItemCollection method) add_user_item_rating() (usersimcrs.items.ratings.Ratings method)

Agenda (class in usersimcrs.simulator.agenda_based.agenda) AgendaBasedSimulator (class in usersimcrs.simulator.agenda_based.agenda_based_simulator) agent_dialogue_acts (usersimcrs.dialogue_management.dialogue_state.DialogueState attribute), [1] args (in module usersimcrs.run_simulation)

B

belief_state (usersimcrs.dialogue_management.dialogue_state.DialogueState attribute), [1] build_input_vector() (core.feature_handler.FeatureHandler method) (tus_feature_handler.TUSFeatureHandler method)

build_new_prompt() (usersimcrs.simulator.llm.prompt.prompt.Prompt method) (usersimcrs.simulator.llm.prompt.stop_prompt.StopPrompt method) (usersimcrs.simulator.llm.prompt.utterance_generation_prompt.UtteranceGenerationPrompt method)

C

characteristics (usersimcrs.user_modeling.persona.Persona attribute) clean_agenda() (usersimcrs.simulator.agenda_based.agenda.Agenda method) client (usersimcrs.llm_interfaces.ollama_interface.OllamaLLMInterface attribute) (usersimcrs.llm_interfaces.openai_interface.OpenAILLMInterface attribute) close() (usersimcrs.items.item_collection.ItemCollection method) connect() (usersimcrs.items.item_collection.ItemCollection method) (usersimcrs.simulation_platform.SimulationPlatform method) constraints (usersimcrs.core.information_need.InformationNeed attribute)

context_depth (tus_feature_handler.TUSFeatureHandler attribute) ContextModel (class in usersimcrs.user_modeling.context_model) core module core.feature_handler module core.transformer module create_split() (usersimcrs.items.ratings.Ratings method)

D

d_model (core.transformer.TransformerEncoderModel attribute) DEFAULT_CONFIG_PATH (in module usersimcrs.run_simulation) default_response (usersimcrs.llm_interfaces.llm_interface.LLMInterface attribute) DEFAULT_STOP_DEFINITION (in module usersimcrs.simulator.llm.prompt.stop_prompt) DEFAULT_TASK_DEFINITION (in module usersimcrs.simulator.llm.prompt.utterance_generation_prompt)

dialogue_state_tracker (usersimcrs.simulator.agenda_based.interaction_model.InteractionModel attribute) DialogueState (class in usersimcrs.dialogue_management.dialogue_state) DialogueStateTracker (class in usersimcrs.dialogue_management.dialogue_state_tracker) display_agent_utterance() (usersimcrs.simulation_platform.SimulationPlatform method) display_user_utterance() (usersimcrs.simulation_platform.SimulationPlatform method) dropout (core.transformer.PositionalEncoding attribute)

E

embedding (core.transformer.TransformerEncoderModel attribute) encoder (core.transformer.TransformerEncoderModel attribute)

exists() (usersimcrs.items.item_collection.ItemCollection method) extract_dialogue_acts() (usersimcrs.nlu.llm.llm_dialogue_act_extractor.LLMDialogueActsExtractor method)

F

FeatureHandler (class in core.feature_handler) FeatureMask (in module core.feature_handler) FeatureVector (in module core.feature_handler)

filter_invalid_dialogue_acts() (usersimcrs.nlu.llm.llm_dialogue_act_extractor.LLMDialogueActsExtractor method) forward() (core.transformer.PositionalEncoding method) (core.transformer.TransformerEncoderModel method) from_dict() (usersimcrs.core.information_need.InformationNeed class method)

G

generate_random_information_need() (in module usersimcrs.core.information_need) generate_response() (usersimcrs.simulator.agenda_based.agenda_based_simulator.AgendaBasedSimulator method) generate_utterance() (usersimcrs.llm_interfaces.llm_interface.LLMInterface method) (usersimcrs.llm_interfaces.ollama_interface.OllamaLLMInterface method) (usersimcrs.llm_interfaces.openai_interface.OpenAILLMInterface method) generate_utterance_text() (usersimcrs.nlg.llm.nlg_generative_llm.LLMGenerativeNLG method) generation_prompt (usersimcrs.simulator.llm.llm_dual_prompt_user_simulator.LLMDualPromptUserSimulator attribute) get_agent_action_feature() (tus_feature_handler.TUSFeatureHandler method) get_agent_information() (in module usersimcrs.utils.simulation_utils) get_basic_information_feature() (tus_feature_handler.TUSFeatureHandler method) get_constraint_value() (usersimcrs.core.information_need.InformationNeed method) get_current_state() (usersimcrs.dialogue_management.dialogue_state_tracker.DialogueStateTracker method) get_informable_slots() (usersimcrs.core.simulation_domain.SimulationDomain method) get_item() (usersimcrs.items.item_collection.ItemCollection method) get_item_preference() (usersimcrs.user_modeling.pkg_preference_model.PKGPreferenceModel method) (usersimcrs.user_modeling.preference_model.PreferenceModel method) (usersimcrs.user_modeling.simple_preference_model.SimplePreferenceModel method) get_item_ratings() (usersimcrs.items.ratings.Ratings method) get_items_by_properties() (usersimcrs.items.item_collection.ItemCollection method) get_label_vector() (tus_feature_handler.TUSFeatureHandler method) get_llm_api_response() (usersimcrs.llm_interfaces.llm_interface.LLMInterface method) (usersimcrs.llm_interfaces.ollama_interface.OllamaLLMInterface method) (usersimcrs.llm_interfaces.openai_interface.OpenAILLMInterface method)

get_new_information_need() (usersimcrs.simulator.user_simulator.UserSimulator method) get_next_dialogue_acts() (usersimcrs.simulator.agenda_based.agenda.Agenda method) (usersimcrs.simulator.agenda_based.interaction_model.InteractionModel method) get_NLG() (in module usersimcrs.utils.simulation_utils) get_NLU() (in module usersimcrs.utils.simulation_utils) get_possible_property_values() (usersimcrs.items.item_collection.ItemCollection method) get_property() (usersimcrs.items.item.Item method) get_random_item() (usersimcrs.items.item_collection.ItemCollection method) get_random_user_id() (usersimcrs.items.ratings.Ratings method) get_requestable_slots() (usersimcrs.core.information_need.InformationNeed method) (usersimcrs.core.simulation_domain.SimulationDomain method) get_simulator_information() (in module usersimcrs.utils.simulation_utils) get_slot_feature_vector() (tus_feature_handler.TUSFeatureHandler method) get_slot_index_feature() (tus_feature_handler.TUSFeatureHandler method) get_slot_preference() (usersimcrs.user_modeling.preference_model.PreferenceModel method) get_slot_value_preference() (usersimcrs.user_modeling.pkg_preference_model.PKGPreferenceModel method) (usersimcrs.user_modeling.preference_model.PreferenceModel method) (usersimcrs.user_modeling.simple_preference_model.SimplePreferenceModel method) get_turn_feature_vectors() (tus_feature_handler.TUSFeatureHandler method) get_user_item_rating() (usersimcrs.items.ratings.Ratings method) get_user_ratings() (usersimcrs.items.ratings.Ratings method)

I

id (usersimcrs.items.item.Item property) inform_intent (usersimcrs.simulator.agenda_based.agenda.Agenda attribute) information_need (usersimcrs.simulator.llm.prompt.prompt.Prompt attribute) InformationNeed (class in usersimcrs.core.information_need) init_weights() (core.transformer.TransformerEncoderModel method) initialize_agenda() (usersimcrs.simulator.agenda_based.interaction_model.InteractionModel method) initialize_transition_matrices() (usersimcrs.simulator.agenda_based.interaction_model.InteractionModel method) intent_labels (usersimcrs.nlu.llm.llm_dialogue_act_extractor.LLMDialogueActsExtractor attribute)

InteractionModel (class in usersimcrs.simulator.agenda_based.interaction_model) is_agent_intent_elicit() (usersimcrs.simulator.agenda_based.interaction_model.InteractionModel method) is_agent_intent_inquire() (usersimcrs.simulator.agenda_based.interaction_model.InteractionModel method) is_agent_intent_set_retrieval() (usersimcrs.simulator.agenda_based.interaction_model.InteractionModel method) is_item_consumed() (usersimcrs.user_modeling.preference_model.PreferenceModel method) Item (class in usersimcrs.items.item) item_type (usersimcrs.simulator.llm.prompt.prompt.Prompt attribute) ItemCollection (class in usersimcrs.items.item_collection)

K

KEY_ITEM_ID (in module usersimcrs.user_modeling.preference_model)

L

linear (core.transformer.TransformerEncoderModel attribute) llm_interface (usersimcrs.nlg.llm.nlg_generative_llm.LLMGenerativeNLG attribute) (usersimcrs.nlu.llm.llm_dialogue_act_extractor.LLMDialogueActsExtractor attribute) (usersimcrs.simulator.llm.llm_dual_prompt_user_simulator.LLMDualPromptUserSimulator attribute) (usersimcrs.simulator.llm.llm_single_prompt_user_simulator.LLMSinglePromptUserSimulator attribute) LLMDialogueActsExtractor (class in usersimcrs.nlu.llm.llm_dialogue_act_extractor) LLMDualPromptUserSimulator (class in usersimcrs.simulator.llm.llm_dual_prompt_user_simulator) LLMGenerativeNLG (class in usersimcrs.nlg.llm.nlg_generative_llm) LLMInterface (class in usersimcrs.llm_interfaces.llm_interface)

LLMSinglePromptUserSimulator (class in usersimcrs.simulator.llm.llm_single_prompt_user_simulator) load() (usersimcrs.nlu.llm.llm_dialogue_act_extractor.LLMDialogueActsExtractor class method) load_config() (in module usersimcrs.run_simulation) load_handler() (tus_feature_handler.TUSFeatureHandler class method) load_items_csv() (usersimcrs.items.item_collection.ItemCollection method) load_preference_model() (usersimcrs.user_modeling.preference_model.PreferenceModel class method) load_ratings_csv() (usersimcrs.items.ratings.Ratings method) logger (in module usersimcrs.items.ratings) (in module usersimcrs.run_simulation) (in module usersimcrs.simulator.agenda_based.interaction_model)

M

main() (in module usersimcrs.run_simulation) map_path_to_class() (in module usersimcrs.utils.simulation_utils) MappingConfig (in module usersimcrs.items.item_collection) max_turn_feature_length (tus_feature_handler.TUSFeatureHandler attribute) model (usersimcrs.llm_interfaces.ollama_interface.OllamaLLMInterface attribute) (usersimcrs.llm_interfaces.openai_interface.OpenAILLMInterface attribute) module core core.feature_handler core.transformer tus_feature_handler usersimcrs usersimcrs.core usersimcrs.core.information_need usersimcrs.core.simulation_domain usersimcrs.dialogue_management usersimcrs.dialogue_management.dialogue_state usersimcrs.dialogue_management.dialogue_state_tracker usersimcrs.items usersimcrs.items.item usersimcrs.items.item_collection usersimcrs.items.ratings usersimcrs.llm_interfaces usersimcrs.llm_interfaces.llm_interface usersimcrs.llm_interfaces.ollama_interface usersimcrs.llm_interfaces.openai_interface usersimcrs.nlg usersimcrs.nlg.llm usersimcrs.nlg.llm.nlg_generative_llm usersimcrs.nlu usersimcrs.nlu.llm usersimcrs.nlu.llm.llm_dialogue_act_extractor usersimcrs.run_simulation usersimcrs.simulation_platform usersimcrs.simulator usersimcrs.simulator.agenda_based usersimcrs.simulator.agenda_based.agenda usersimcrs.simulator.agenda_based.agenda_based_simulator usersimcrs.simulator.agenda_based.interaction_model usersimcrs.simulator.llm usersimcrs.simulator.llm.llm_dual_prompt_user_simulator usersimcrs.simulator.llm.llm_single_prompt_user_simulator usersimcrs.simulator.llm.prompt usersimcrs.simulator.llm.prompt.prompt usersimcrs.simulator.llm.prompt.stop_prompt usersimcrs.simulator.llm.prompt.utterance_generation_prompt usersimcrs.simulator.user_simulator usersimcrs.user_modeling usersimcrs.user_modeling.context_model usersimcrs.user_modeling.persona usersimcrs.user_modeling.pkg_preference_model usersimcrs.user_modeling.preference_model usersimcrs.user_modeling.simple_preference_model usersimcrs.utils usersimcrs.utils.simulation_utils

N

num_items() (usersimcrs.items.item_collection.ItemCollection method)

O

OllamaLLMInterface (class in usersimcrs.llm_interfaces.ollama_interface)

OpenAILLMInterface (class in usersimcrs.llm_interfaces.openai_interface) OUTPUT_DIR (in module usersimcrs.run_simulation)

P

parse_args() (in module usersimcrs.run_simulation) Persona (class in usersimcrs.user_modeling.persona) persona (usersimcrs.simulator.llm.prompt.prompt.Prompt attribute) PKGPreferenceModel (class in usersimcrs.user_modeling.pkg_preference_model) pos_encoder (core.transformer.TransformerEncoderModel attribute) PositionalEncoding (class in core.transformer) PREFERENCE_THRESHOLD (usersimcrs.user_modeling.preference_model.PreferenceModel attribute) PreferenceModel (class in usersimcrs.user_modeling.preference_model) Prompt (class in usersimcrs.simulator.llm.prompt.prompt)

prompt (usersimcrs.nlg.llm.nlg_generative_llm.LLMGenerativeNLG attribute) (usersimcrs.simulator.llm.llm_single_prompt_user_simulator.LLMSinglePromptUserSimulator attribute) prompt_definition (usersimcrs.simulator.llm.prompt.prompt.Prompt attribute) prompt_prefix (usersimcrs.nlg.llm.nlg_generative_llm.LLMGenerativeNLG attribute) prompt_text (usersimcrs.simulator.llm.prompt.prompt.Prompt property) (usersimcrs.simulator.llm.prompt.stop_prompt.StopPrompt property) properties (usersimcrs.items.item.Item property) push_dialogue_act() (usersimcrs.simulator.agenda_based.agenda.Agenda method) push_dialogue_acts() (usersimcrs.simulator.agenda_based.agenda.Agenda method)

R

Ratings (class in usersimcrs.items.ratings) receive_utterance() (usersimcrs.simulator.user_simulator.UserSimulator method) request_intent (usersimcrs.simulator.agenda_based.agenda.Agenda attribute) requested_slots (usersimcrs.core.information_need.InformationNeed attribute)

REQUIRED_INTENTS (usersimcrs.simulator.agenda_based.interaction_model.InteractionModel attribute) reset() (tus_feature_handler.TUSFeatureHandler method) reset_state() (usersimcrs.dialogue_management.dialogue_state_tracker.DialogueStateTracker method) reset_user_feature_history() (tus_feature_handler.TUSFeatureHandler method)

S

sample_context() (usersimcrs.user_modeling.context_model.ContextModel method) save() (usersimcrs.nlu.llm.llm_dialogue_act_extractor.LLMDialogueActsExtractor method) save_handler() (tus_feature_handler.TUSFeatureHandler method) save_preference_model() (usersimcrs.user_modeling.preference_model.PreferenceModel method) set_property() (usersimcrs.items.item.Item method) SimplePreferenceModel (class in usersimcrs.user_modeling.simple_preference_model) SimulationDomain (class in usersimcrs.core.simulation_domain)

SimulationPlatform (class in usersimcrs.simulation_platform) slot_labels (usersimcrs.nlu.llm.llm_dialogue_act_extractor.LLMDialogueActsExtractor attribute) softmax (core.transformer.TransformerEncoderModel attribute) SQL_DELIMITER (in module usersimcrs.items.item_collection) stack (usersimcrs.simulator.agenda_based.agenda.Agenda property) start() (usersimcrs.simulation_platform.SimulationPlatform method) stop_prompt (usersimcrs.simulator.llm.llm_dual_prompt_user_simulator.LLMDualPromptUserSimulator attribute) StopPrompt (class in usersimcrs.simulator.llm.prompt.stop_prompt)

T

target_items (usersimcrs.core.information_need.InformationNeed attribute) to_dict() (usersimcrs.core.information_need.InformationNeed method) train_cosine_classifier() (in module usersimcrs.utils.simulation_utils)

TransformerEncoderModel (class in core.transformer) tus_feature_handler module TUSFeatureHandler (class in tus_feature_handler)

U

update_action_slots() (tus_feature_handler.TUSFeatureHandler method) update_agenda() (usersimcrs.simulator.agenda_based.interaction_model.InteractionModel method) update_belief_state() (usersimcrs.dialogue_management.dialogue_state_tracker.DialogueStateTracker method) update_prompt_context() (usersimcrs.simulator.llm.prompt.prompt.Prompt method) (usersimcrs.simulator.llm.prompt.utterance_generation_prompt.UtteranceGenerationPrompt method) update_state() (usersimcrs.dialogue_management.dialogue_state_tracker.DialogueStateTracker method) use_chat_api (usersimcrs.llm_interfaces.openai_interface.OpenAILLMInterface attribute) user_dialogue_acts (usersimcrs.dialogue_management.dialogue_state.DialogueState attribute), [1] user_feature_history (tus_feature_handler.TUSFeatureHandler attribute) user_item_sampler() (in module usersimcrs.items.ratings) usersimcrs module usersimcrs.core module usersimcrs.core.information_need module usersimcrs.core.simulation_domain module usersimcrs.dialogue_management module usersimcrs.dialogue_management.dialogue_state module usersimcrs.dialogue_management.dialogue_state_tracker module usersimcrs.items module usersimcrs.items.item module usersimcrs.items.item_collection module usersimcrs.items.ratings module usersimcrs.llm_interfaces module usersimcrs.llm_interfaces.llm_interface module usersimcrs.llm_interfaces.ollama_interface module usersimcrs.llm_interfaces.openai_interface module usersimcrs.nlg module usersimcrs.nlg.llm module usersimcrs.nlg.llm.nlg_generative_llm module usersimcrs.nlu module usersimcrs.nlu.llm module

usersimcrs.nlu.llm.llm_dialogue_act_extractor module usersimcrs.run_simulation module usersimcrs.simulation_platform module usersimcrs.simulator module usersimcrs.simulator.agenda_based module usersimcrs.simulator.agenda_based.agenda module usersimcrs.simulator.agenda_based.agenda_based_simulator module usersimcrs.simulator.agenda_based.interaction_model module usersimcrs.simulator.llm module usersimcrs.simulator.llm.llm_dual_prompt_user_simulator module usersimcrs.simulator.llm.llm_single_prompt_user_simulator module usersimcrs.simulator.llm.prompt module usersimcrs.simulator.llm.prompt.prompt module usersimcrs.simulator.llm.prompt.stop_prompt module usersimcrs.simulator.llm.prompt.utterance_generation_prompt module usersimcrs.simulator.user_simulator module usersimcrs.user_modeling module usersimcrs.user_modeling.context_model module usersimcrs.user_modeling.persona module usersimcrs.user_modeling.pkg_preference_model module usersimcrs.user_modeling.preference_model module usersimcrs.user_modeling.simple_preference_model module usersimcrs.utils module usersimcrs.utils.simulation_utils module UserSimulator (class in usersimcrs.simulator.user_simulator) utterance_count (usersimcrs.dialogue_management.dialogue_state.DialogueState attribute), [1] UtteranceGenerationPrompt (class in usersimcrs.simulator.llm.prompt.utterance_generation_prompt)