Index

A

allowed_choices (qstn.inference.response_generation.ChoiceResponseGenerationMethod attribute) (qstn.inference.response_generation.LogprobResponseGenerationMethod attribute) answer_options (qstn.utilities.survey_objects.QuestionnaireItem attribute) answer_texts (qstn.utilities.survey_objects.AnswerOptions attribute) (qstn.utilities.survey_objects.AnswerTexts attribute), [1]

AnswerOptions (class in qstn.utilities.survey_objects) AnswerTexts (class in qstn.utilities.survey_objects) apply_safe_perturbation() (in module qstn.utilities.prompt_perturbations)

B

batch_generation() (in module qstn.inference.survey_inference) batch_turn_by_turn_generation() (in module qstn.inference.survey_inference)

BATTERY (qstn.utilities.constants.QuestionnairePresentation attribute) build_pydantic_model_from_json_object() (in module qstn.inference.dynamic_pydantic)

C

children (qstn.inference.response_generation.JSONObject attribute) ChoiceResponseGenerationMethod (class in qstn.inference.response_generation) conduct_survey_battery() (in module qstn.survey_manager) conduct_survey_sequential() (in module qstn.survey_manager) conduct_survey_single_item() (in module qstn.survey_manager) constrain_json_response_options() (in module qstn.inference.response_generation)

Constraints (class in qstn.inference.response_generation) constraints (qstn.inference.response_generation.JSONItem attribute) copy_json_response_generation_method() (in module qstn.inference.response_generation) copy_with_formatted_strings() (qstn.inference.response_generation.JSONItem method) (qstn.inference.response_generation.JSONObject method) create_one_dataframe() (in module qstn.utilities.utils) create_options_str() (qstn.utilities.survey_objects.AnswerOptions method)

D

DEFAULT_JSON_STRUCTURE (qstn.prompt_builder.LLMPrompt attribute) default_model_init() (in module qstn.inference.local_inference) DEFAULT_PROMPT_STRUCTURE (qstn.prompt_builder.LLMPrompt attribute)

DEFAULT_QUESTIONNAIRE_ID (qstn.prompt_builder.LLMPrompt attribute) DEFAULT_SYSTEM_PROMPT (qstn.prompt_builder.LLMPrompt attribute) DEFAULT_TASK_INSTRUCTION (qstn.prompt_builder.LLMPrompt attribute) duplicate() (qstn.prompt_builder.LLMPrompt method)

E

enum (qstn.inference.response_generation.Constraints attribute)

explanation (qstn.inference.response_generation.JSONItem attribute) (qstn.inference.response_generation.JSONObject attribute)

F

from_dataframe() (qstn.survey_manager.SurveyCreator class method) from_path() (qstn.survey_manager.SurveyCreator class method)

from_to_scale (qstn.utilities.survey_objects.AnswerOptions attribute) full_answers (qstn.utilities.survey_objects.AnswerTexts attribute), [1]

G

ge (qstn.inference.response_generation.Constraints attribute) generate_likert_options() (in module qstn.prompt_builder) generate_question_prompt() (qstn.prompt_builder.LLMPrompt method) generate_seeds() (in module qstn.utilities.utils) get_automatic_prompt() (qstn.inference.response_generation.ChoiceResponseGenerationMethod method) (qstn.inference.response_generation.JSONResponseGenerationMethod method) (qstn.inference.response_generation.LogprobResponseGenerationMethod method) (qstn.inference.response_generation.ResponseGenerationMethod method)

get_json_prompt() (qstn.inference.response_generation.JSONResponseGenerationMethod method) get_list_answer_texts() (qstn.utilities.survey_objects.AnswerTexts method) get_prompt_for_questionnaire_type() (qstn.prompt_builder.LLMPrompt method) get_question() (qstn.prompt_builder.LLMPrompt method) get_question_item_id() (qstn.prompt_builder.LLMPrompt method) get_questions() (qstn.prompt_builder.LLMPrompt method) get_questions_transcript() (qstn.utilities.survey_objects.InferenceResult method) get_scale_answer_texts() (qstn.utilities.survey_objects.AnswerTexts method)

I

ignore_reasoning (qstn.inference.response_generation.LogprobResponseGenerationMethod attribute) index_answer_seperator (qstn.utilities.survey_objects.AnswerTexts attribute), [1] indices (qstn.utilities.survey_objects.AnswerTexts attribute), [1]

InferenceResult (class in qstn.utilities.survey_objects) insert_questions() (qstn.prompt_builder.LLMPrompt method) item_id (qstn.utilities.survey_objects.QuestionnaireItem attribute)

J

json_field (qstn.inference.response_generation.JSONItem attribute) (qstn.inference.response_generation.JSONObject attribute) JSONItem (class in qstn.inference.response_generation) JSONObject (class in qstn.inference.response_generation)

JSONReasoningResponseGenerationMethod (class in qstn.inference.response_generation) JSONResponseGenerationMethod (class in qstn.inference.response_generation) JSONSingleResponseGenerationMethod (class in qstn.inference.response_generation) JSONVerbalizedDistribution (class in qstn.inference.response_generation)

K

key_typos() (in module qstn.utilities.prompt_perturbations)

keyboard_typos() (in module qstn.utilities.prompt_perturbations)

L

le (qstn.inference.response_generation.Constraints attribute) letter_swaps() (in module qstn.utilities.prompt_perturbations) list_prompt_template (qstn.utilities.survey_objects.AnswerOptions attribute) llm_response (qstn.utilities.survey_objects.QuestionLLMResponseTuple attribute)

LLMPrompt (class in qstn.prompt_builder) load_questionnaire_format() (qstn.prompt_builder.LLMPrompt method) LogprobResponseGenerationMethod (class in qstn.inference.response_generation) logprobs (qstn.utilities.survey_objects.QuestionLLMResponseTuple attribute)

M

make_paraphrase() (in module qstn.utilities.prompt_perturbations) make_synonyms() (in module qstn.utilities.prompt_perturbations) max_length (qstn.inference.response_generation.Constraints attribute) min_length (qstn.inference.response_generation.Constraints attribute) module qstn.inference.dynamic_pydantic qstn.inference.local_inference qstn.inference.remote_inference qstn.inference.response_generation qstn.inference.survey_inference qstn.parser.llm_answer_parser qstn.prompt_builder qstn.survey_manager qstn.utilities.constants qstn.utilities.placeholder qstn.utilities.prompt_perturbations qstn.utilities.prompt_templates qstn.utilities.survey_objects qstn.utilities.utils

N

nullable (qstn.inference.response_generation.Constraints attribute)

O

only_scale (qstn.utilities.survey_objects.AnswerTexts attribute), [1] option_seperators (qstn.utilities.survey_objects.AnswerTexts attribute), [1]

output_index_only (qstn.inference.response_generation.ChoiceResponseGenerationMethod attribute) (qstn.inference.response_generation.LogprobResponseGenerationMethod attribute)

P

parse_json() (in module qstn.parser.llm_answer_parser) parse_json_battery() (in module qstn.parser.llm_answer_parser) parse_json_str() (in module qstn.parser.llm_answer_parser) parse_logprobs() (in module qstn.parser.llm_answer_parser)

parse_with_llm() (in module qstn.parser.llm_answer_parser) parse_with_llm_battery() (in module qstn.parser.llm_answer_parser) pattern (qstn.inference.response_generation.Constraints attribute) prefilled_response (qstn.utilities.survey_objects.QuestionnaireItem attribute) prepare_prompt() (qstn.prompt_builder.LLMPrompt method)

Q

qstn.inference.dynamic_pydantic module qstn.inference.local_inference module qstn.inference.remote_inference module qstn.inference.response_generation module qstn.inference.survey_inference module qstn.parser.llm_answer_parser module qstn.prompt_builder module qstn.survey_manager module qstn.utilities.constants module

qstn.utilities.placeholder module qstn.utilities.prompt_perturbations module qstn.utilities.prompt_templates module qstn.utilities.survey_objects module qstn.utilities.utils module question (qstn.utilities.survey_objects.QuestionLLMResponseTuple attribute) question_content (qstn.utilities.survey_objects.QuestionnaireItem attribute) question_stem (qstn.utilities.survey_objects.QuestionnaireItem attribute) QuestionLLMResponseTuple (class in qstn.utilities.survey_objects) questionnaire (qstn.utilities.survey_objects.InferenceResult attribute) QuestionnaireItem (class in qstn.utilities.survey_objects) QuestionnairePresentation (class in qstn.utilities.constants) questions (qstn.prompt_builder.LLMPrompt property)

R

raw_responses() (in module qstn.parser.llm_answer_parser) reasoning (qstn.utilities.survey_objects.QuestionLLMResponseTuple attribute) remove_question() (qstn.prompt_builder.LLMPrompt method) render_battery_question_key() (qstn.inference.response_generation.JSONResponseGenerationMethod method) replace_question() (qstn.prompt_builder.LLMPrompt method) resolve_battery_response_generation_method() (in module qstn.inference.response_generation)

response_generation_method (qstn.utilities.survey_objects.AnswerOptions attribute) ResponseGenerationMethod (class in qstn.inference.response_generation) results (qstn.utilities.survey_objects.InferenceResult attribute) run_openai_batch() (in module qstn.inference.remote_inference) run_openai_batch_conversation() (in module qstn.inference.remote_inference) run_vllm_batch() (in module qstn.inference.local_inference) run_vllm_batch_conversation() (in module qstn.inference.local_inference)

S

safe_format_with_regex() (in module qstn.utilities.utils) scale_prompt_template (qstn.utilities.survey_objects.AnswerOptions attribute) SEQUENTIAL (qstn.utilities.constants.QuestionnairePresentation attribute) set_verbalized_options() (qstn.inference.response_generation.JSONVerbalizedDistribution method)

SINGLE_ITEM (qstn.utilities.constants.QuestionnairePresentation attribute) SurveyCreator (class in qstn.survey_manager) system_prompt_template (qstn.inference.response_generation.ChoiceResponseGenerationMethod attribute) (qstn.inference.response_generation.LogprobResponseGenerationMethod attribute)

T

to_dataframe() (qstn.utilities.survey_objects.InferenceResult method) to_prompt_obj() (qstn.inference.response_generation.JSONItem method) (qstn.inference.response_generation.JSONObject method) to_prompt_str() (qstn.inference.response_generation.JSONObject method)

to_prompt_value() (qstn.inference.response_generation.JSONItem method) (qstn.inference.response_generation.JSONObject method) token_limit (qstn.inference.response_generation.LogprobResponseGenerationMethod attribute) token_position (qstn.inference.response_generation.LogprobResponseGenerationMethod attribute) top_logprobs (qstn.inference.response_generation.LogprobResponseGenerationMethod attribute)

V

value_type (qstn.inference.response_generation.JSONItem attribute)

verbalized_options (qstn.inference.response_generation.JSONVerbalizedDistribution attribute)