Index

A

add_item() (usersimcrs.items.item_collection.ItemCollection method) add_user_item_rating() (usersimcrs.items.ratings.Ratings method) agenda module Agenda (class in agenda) agenda_based_simulator module

AgendaBasedSimulator (class in agenda_based_simulator) agent_dialogue_acts (usersimcrs.dialogue_management.dialogue_state.DialogueState attribute), [1] annotation_converter_rasa module 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() (prompt.Prompt method) (stop_prompt.StopPrompt method) (utterance_generation_prompt.UtteranceGenerationPrompt method)

C

characteristics (persona.Persona attribute) clean_agenda() (agenda.Agenda method) close() (usersimcrs.items.item_collection.ItemCollection method) connect() (usersimcrs.items.item_collection.ItemCollection method) (usersimcrs.simulation_platform.SimulationPlatform method) context_model module

ContextModel (class in context_model) core module core.feature_handler module core.transformer module create_split() (usersimcrs.items.ratings.Ratings method)

D

DEFAULT_CONFIG_PATH (in module usersimcrs.run_simulation) DEFAULT_STOP_DEFINITION (in module stop_prompt) DEFAULT_TASK_DEFINITION (in module utterance_generation_prompt) 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) DualPromptUserSimulator (class in usersimcrs.simulator.llm.dual_prompt_user_simulator)

E

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

extract_dialogue_acts() (lm_dialogue_act_extractor.LMDialogueActsExtractor method)

F

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

filter_invalid_dialogue_acts() (lm_dialogue_act_extractor.LMDialogueActsExtractor 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() (agenda_based_simulator.AgendaBasedSimulator method) generate_utterance() (llm_interface.LLMInterface method) (ollama_interface.OllamaLLMInterface method) (openai_interface.OpenAILLMInterface method) generate_utterance_text() (nlg_generative_lm.LMGenerativeNLG method) get_agent_action_feature() (tus_feature_handler.TUSFeatureHandler method) get_agent_information() (in module 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() (pkg_preference_model.PKGPreferenceModel method) (preference_model.PreferenceModel method) (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() (llm_interface.LLMInterface method) (ollama_interface.OllamaLLMInterface method) (openai_interface.OpenAILLMInterface method)

get_new_information_need() (usersimcrs.simulator.user_simulator.UserSimulator method) get_next_dialogue_acts() (agenda.Agenda method) (interaction_model.InteractionModel method) get_NLU() (in module 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 simulation_utils) get_slot_feature_vector() (tus_feature_handler.TUSFeatureHandler method) get_slot_index_feature() (tus_feature_handler.TUSFeatureHandler method) get_slot_preference() (preference_model.PreferenceModel method) get_slot_value_preference() (pkg_preference_model.PKGPreferenceModel method) (preference_model.PreferenceModel method) (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) InformationNeed (class in usersimcrs.core.information_need) init_weights() (core.transformer.TransformerEncoderModel method) initialize_agenda() (interaction_model.InteractionModel method) initialize_transition_matrices() (interaction_model.InteractionModel method) interaction_model module

InteractionModel (class in interaction_model) is_agent_intent_elicit() (interaction_model.InteractionModel method) is_agent_intent_inquire() (interaction_model.InteractionModel method) is_agent_intent_set_retrieval() (interaction_model.InteractionModel method) is_item_consumed() (preference_model.PreferenceModel method) Item (class in usersimcrs.items.item) ItemCollection (class in usersimcrs.items.item_collection)

K

KEY_ITEM_ID (in module preference_model)

L

llm_interface module LLMInterface (class in llm_interface) lm_dialogue_act_extractor module LMDialogueActsExtractor (class in lm_dialogue_act_extractor) LMGenerativeNLG (class in nlg_generative_lm) load() (lm_dialogue_act_extractor.LMDialogueActsExtractor 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() (preference_model.PreferenceModel class method) load_ratings_csv() (usersimcrs.items.ratings.Ratings method) logger (in module interaction_model) (in module usersimcrs.items.ratings) (in module usersimcrs.run_simulation)

M

main() (in module usersimcrs.run_simulation) map_path_to_class() (in module simulation_utils) MappingConfig (in module usersimcrs.items.item_collection) module agenda agenda_based_simulator annotation_converter_rasa context_model core core.feature_handler core.transformer interaction_model llm_interface lm_dialogue_act_extractor nlg_generative_lm ollama_interface openai_interface persona pkg_preference_model preference_model prompt simple_preference_model simulation_utils stop_prompt 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.run_simulation usersimcrs.simulation_platform usersimcrs.simulator usersimcrs.simulator.llm usersimcrs.simulator.llm.dual_prompt_user_simulator usersimcrs.simulator.llm.simple_prompt_user_simulator usersimcrs.simulator.user_simulator utterance_generation_prompt

N

nlg_generative_lm module

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

O

ollama_interface module OllamaLLMInterface (class in ollama_interface)

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

P

parse_args() (in module usersimcrs.run_simulation) parser (in module annotation_converter_rasa) persona module Persona (class in persona) pkg_preference_model module PKGPreferenceModel (class in pkg_preference_model) PositionalEncoding (class in core.transformer) preference_model module

PREFERENCE_THRESHOLD (preference_model.PreferenceModel attribute) PreferenceModel (class in preference_model) prompt module Prompt (class in prompt) prompt_text (prompt.Prompt property) (stop_prompt.StopPrompt property) properties (usersimcrs.items.item.Item property) push_dialogue_act() (agenda.Agenda method) push_dialogue_acts() (agenda.Agenda method)

R

Ratings (class in usersimcrs.items.ratings) receive_utterance() (usersimcrs.simulator.user_simulator.UserSimulator method) REQUIRED_INTENTS (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() (context_model.ContextModel method) save() (lm_dialogue_act_extractor.LMDialogueActsExtractor method) save_handler() (tus_feature_handler.TUSFeatureHandler method) save_preference_model() (preference_model.PreferenceModel method) set_property() (usersimcrs.items.item.Item method) simple_preference_model module SimplePreferenceModel (class in simple_preference_model) simulation_utils module

SimulationDomain (class in usersimcrs.core.simulation_domain) SimulationPlatform (class in usersimcrs.simulation_platform) SinglePromptUserSimulator (class in usersimcrs.simulator.llm.simple_prompt_user_simulator) SQL_DELIMITER (in module usersimcrs.items.item_collection) stack (agenda.Agenda property) start() (usersimcrs.simulation_platform.SimulationPlatform method) stop_prompt module StopPrompt (class in stop_prompt)

T

to_dict() (usersimcrs.core.information_need.InformationNeed method) train_cosine_classifier() (in module simulation_utils) train_rasa_diet_classifier() (in module 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() (interaction_model.InteractionModel method) update_belief_state() (usersimcrs.dialogue_management.dialogue_state_tracker.DialogueStateTracker method) update_prompt_context() (prompt.Prompt method) (utterance_generation_prompt.UtteranceGenerationPrompt method) update_state() (usersimcrs.dialogue_management.dialogue_state_tracker.DialogueStateTracker method) user_dialogue_acts (usersimcrs.dialogue_management.dialogue_state.DialogueState attribute), [1] 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.run_simulation module usersimcrs.simulation_platform module usersimcrs.simulator module usersimcrs.simulator.llm module usersimcrs.simulator.llm.dual_prompt_user_simulator module usersimcrs.simulator.llm.simple_prompt_user_simulator module usersimcrs.simulator.user_simulator module UserSimulator (class in usersimcrs.simulator.user_simulator) utterance_count (usersimcrs.dialogue_management.dialogue_state.DialogueState attribute), [1] utterance_generation_prompt module UtteranceGenerationPrompt (class in utterance_generation_prompt)