Index

_

__init__() (BaseEmbedding method) (BaseRAG method) (ChatHistoryMonitor method) (ClaudeRAG method) (CohereEmbedding method) (CohereRAG method) (Crawler method) (DatabaseOps method) (DeepseekRAG method) (EmailService method) (FileLoader method) (GeminiRAG method) (GrokRAG method) (HuggingFaceEmbedding method) (MistralEmbedding method) (MistralRAG method) (OpenAIEmbedding method) (OpenAIRAG method) (TelegramBot method) (TwilioClient method) (UncertainResponseMonitor method) _add_file_attachment() (EmailService method) _clean_html() (Crawler method) _clean_html_content() (BaseRAG method) _create_chunks() (BaseRAG method) _create_embeddings() (BaseRAG method) _create_vectorstore() (BaseRAG method) _extract_question() (TelegramBot method) _find_relevant_context() (BaseRAG method) _format_email_content() (EmailService method) _generate_system_prompt() (BaseRAG method) _get_extension() (FileLoader method)

_get_index_path() (BaseRAG method) _handle_exit() (TelegramBot method) _init_db() (DatabaseOps method) _init_rag_system() (TelegramBot method) _initialize_models() (ClaudeRAG method) (CohereRAG method) (DeepseekRAG method) (GeminiRAG method) (GrokRAG method) (MistralRAG method) (OpenAIRAG method) _is_admin() (TelegramBot method) _is_valid_email() (TelegramBot method) _load_or_create_vectorstore() (BaseRAG method) _load_vectorstore() (BaseRAG method) _notify_subscribers() (EmailService method) _on_exception() (UncertainResponseMonitor method) _rerank_docs() (BaseRAG method) _run_rag_query() (TelegramBot method) _save_extracted_content() (Crawler method) _save_vectorstore() (BaseRAG method) _schedule_monitoring() (ChatHistoryMonitor method) (UncertainResponseMonitor method) _send_with_attachment() (EmailService method) _send_without_attachment() (EmailService method) _setup_handlers() (TelegramBot method) _start_monitoring() (ChatHistoryMonitor method) (UncertainResponseMonitor method) _stop_monitoring() (ChatHistoryMonitor method) (UncertainResponseMonitor method) _update_vectorstore() (BaseRAG method) _user_exists() (TelegramBot method)

A

add_admin() (TelegramBot method) add_content() (TelegramBot method) ADMINS (TelegramBot attribute) app.post() built-in function append_bot_sub() (DatabaseOps method) append_chat_history() (DatabaseOps method) append_cost() (DatabaseOps method) authenticate_user() built-in function

AVAILABLE_MODELS (ClaudeConfig attribute) (CohereConfig attribute) (Config attribute) (DeepSeekConfig attribute) (GeminiConfig attribute) (GrokConfig attribute) (MistralConfig attribute) (OpenAIConfig attribute)

B

BASE_DIR (built-in variable) BaseEmbedding (built-in class) BaseRAG (built-in class) broadcast() (TelegramBot method) built-in function app.post() authenticate_user() chat() count_labels() create_folder() generate_metrics() get_api_key() home() register_callbacks() serve_layout() standardize_length() transcribe_audio() truncate_to_n_tokens()

C

cancel_conversation() (TelegramBot method) chat() built-in function CHAT_HIST_DIR (built-in variable) ChatHistoryMonitor (built-in class) ChatRequest (built-in class) check_for_uncertain_responses() (UncertainResponseMonitor method) CHUNKING_CONFIGS (Config attribute) ClaudeConfig (built-in class) ClaudeRAG (built-in class)

CLF_PATH (built-in variable) CohereConfig (built-in class) CohereEmbedding (built-in class) CohereRAG (built-in class) Config (built-in class) count_labels() built-in function Crawler (built-in class) create_folder() built-in function

D

DATA_DIR (built-in variable) DATABASE_DIR (built-in variable) DatabaseOps (built-in class)

DATASETS_DIR (built-in variable) DeepSeekConfig (built-in class) DeepseekRAG (built-in class)

E

EMAIL_REGEX (TelegramBot attribute) EmailService (built-in class) embed() (BaseEmbedding method) (CohereEmbedding method) (HuggingFaceEmbedding method) (MistralEmbedding method) (OpenAIEmbedding method)

extract_content() (Crawler method) extract_domain_name() (TelegramBot method) extract_from_file() (FileLoader method)

F

fetch_content() (TelegramBot method)

FileLoader (built-in class) FONTS_DIR (built-in variable)

G

GeminiConfig (built-in class) GeminiRAG (built-in class) generate_metrics() built-in function generate_report() (ChatHistoryMonitor method) get_admins() (TelegramBot method) get_api_key() built-in function get_bot_sub() (DatabaseOps method) get_chat_history() (DatabaseOps method) get_config_class() (BaseRAG class method) (ClaudeRAG class method) (CohereRAG class method) (DeepseekRAG class method) (GeminiRAG class method) (GrokRAG class method) (MistralRAG class method) (OpenAIRAG class method)

get_models() (BaseRAG class method) get_monitored_resp() (DatabaseOps method) get_response() (BaseRAG method) (ClaudeRAG method) (CohereRAG method) (DeepseekRAG method) (GeminiRAG method) (GrokRAG method) (MistralRAG method) (OpenAIRAG method) GrokConfig (built-in class) GrokRAG (built-in class)

H

handle_question() (TelegramBot method) home() built-in function

HuggingFaceEmbedding (built-in class)

I

INDEXES_DIR (built-in variable)

L

LOGS_DIR (built-in variable)

M

MAX_TOKENS (Config attribute) MissingAPIKeyError MistralConfig (built-in class)

MistralEmbedding (built-in class) MistralRAG (built-in class) MODELS_DIR (built-in variable)

O

OpenAIConfig (built-in class)

OpenAIEmbedding (built-in class) OpenAIRAG (built-in class)

Q

query (ChatRequest attribute)

R

receiver_email (EmailService property) register_callbacks() built-in function

remove_admin() (TelegramBot method) run() (TelegramBot method) run_async() (TelegramBot method)

S

send_email() (EmailService method) send_email_with_attachments() (EmailService method) send_whatsapp_message() (TwilioClient method) serve_layout() built-in function set_email() (TelegramBot method)

setter() (EmailService.receiver_email method) standardize_length() built-in function start() (TelegramBot method) subscribe() (EmailService method) supported_extensions() (FileLoader method)

T

TelegramBot (built-in class) TEMPERATURE (Config attribute) TRAIN_FILES_DIR (built-in variable) transcribe() (TelegramBot method) transcribe_audio() built-in function

truncate_to_n_tokens() built-in function TWILIO_AUTH_TOKEN (TwilioClient attribute) TWILIO_PHONE_NUMBER (TwilioClient attribute) TWILIO_SID (TwilioClient attribute) TwilioClient (built-in class)

U

UncertainResponseMonitor (built-in class)

unsubscibe() (EmailService method)

V

VOICES_DIR (built-in variable)

W

WEB_CONTENT_DIR (built-in variable)

webhook() (TwilioClient method)