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• class AnalysisType

  An enumeration class that defines standardized types of statistical analyses available in the system.

  File: /tf/active/vicechatdev/vice_ai/models.py | Lines: 1706-1714

  enum enumeration statistical-analysis analysis-types constants

• class DataSourceType

  An enumeration class that defines the different types of data sources available in the system.

  File: /tf/active/vicechatdev/vice_ai/models.py | Lines: 1699-1704

  enum enumeration data-source constants type-safety

• class AnalysisStatus

  An enumeration class that defines the possible status states for statistical analysis operations.

  File: /tf/active/vicechatdev/vice_ai/models.py | Lines: 1690-1697

  enum enumeration status state analysis

• class Document

  A dataclass representing a document with hierarchical structure, versioning, metadata, and collaboration features.

  File: /tf/active/vicechatdev/vice_ai/models.py | Lines: 532-601

  document-management dataclass versioning collaboration serialization

• class DocumentSection_v1

  A dataclass representing a reference to a section (TextSection or DataSection) within a document structure, supporting hierarchical organization and section type differentiation.

  File: /tf/active/vicechatdev/vice_ai/models.py | Lines: 503-529

  dataclass document-structure reference serialization hierarchy

• class DataSection

  A dataclass representing a dedicated data analysis section that stores analysis results, plots, dataset information, and conclusions separately from text content.

  File: /tf/active/vicechatdev/vice_ai/models.py | Lines: 425-499

  dataclass data-analysis serialization versioning content-management

• class TextSection

  A dataclass representing a text section entity with versioning, chat interface, data analysis capabilities, and metadata management.

  File: /tf/active/vicechatdev/vice_ai/models.py | Lines: 318-422

  dataclass document-management versioning content-management chat-interface

• class TextSectionVersion

  A dataclass representing a single version in the history of a text section's content, tracking changes, authorship, and timestamps.

  File: /tf/active/vicechatdev/vice_ai/models.py | Lines: 241-269

  version-control dataclass serialization history-tracking text-management

• class ChatSession_v1

  A dataclass representing a chat session associated with a specific text section in a document, managing conversation messages, context, and references.

  File: /tf/active/vicechatdev/vice_ai/models.py | Lines: 168-238

  chat session-management conversation dataclass serialization

• class ChatMessage

  A dataclass representing an individual chat message in a conversation, with support for serialization to and from dictionaries.

  File: /tf/active/vicechatdev/vice_ai/models.py | Lines: 140-165

  chat message dataclass conversation serialization

• class ChatConfiguration

  A dataclass that stores configuration settings for a chat interface integrated with a RAG (Retrieval-Augmented Generation) engine, managing search parameters, data sources, and model settings.

  File: /tf/active/vicechatdev/vice_ai/models.py | Lines: 30-137

  configuration dataclass RAG chat settings

• class ContentStatus

  An enumeration class that defines the possible status values for content generation and editing workflows.

  File: /tf/active/vicechatdev/vice_ai/models.py | Lines: 22-27

  enum enumeration status content-management workflow

• class SectionType

  An enumeration class that defines the types of sections that can be added to documents, providing standardized section type identifiers.

  File: /tf/active/vicechatdev/vice_ai/models.py | Lines: 15-20

  enum enumeration document section type-definition

• function check_specific_corruption

  Detects and fixes specific corruption patterns in the chat_session_id column of a SQLite database's text_sections table, replacing invalid values with NULL.

  File: /tf/active/vicechatdev/vice_ai/check_specific_corruption.py | Lines: 7-67

  database sqlite data-cleaning corruption-detection data-repair

• function cleanup_corrupted_chat_session_ids

  Database maintenance function that identifies and fixes corrupted chat_session_id values in the text_sections table by replacing invalid string representations with NULL.

  File: /tf/active/vicechatdev/vice_ai/cleanup_database.py | Lines: 9-71

  database cleanup maintenance data-integrity migration

• class ExtensiveSearchManager_v1

  Manages extensive search functionality including full document retrieval, summarization, and enhanced context gathering.

  File: /tf/active/vicechatdev/vice_ai/hybrid_rag_engine.py | Lines: 4887-6205

  class extensivesearchmanager

• class OneCo_hybrid_RAG_v3

  A class named OneCo_hybrid_RAG

  File: /tf/active/vicechatdev/vice_ai/hybrid_rag_engine.py | Lines: 1205-4885

  class oneco_hybrid_rag

• class QueryBasedExtractor_v1

  A class that performs targeted information extraction from text using LLM-based query-guided extraction, with support for handling long documents through chunking and token management.

  File: /tf/active/vicechatdev/vice_ai/hybrid_rag_engine.py | Lines: 86-322

  information-extraction llm openai text-processing query-based

• class QueryBasedExtractor_v2

  A class that performs targeted information extraction from text using LLM-based query-guided extraction, with support for handling long documents through chunking and token management.

  File: /tf/active/vicechatdev/OneCo_hybrid_RAG.py | Lines: 76-287

  information-extraction text-processing llm openai query-based

• function create_test_dataset

  Creates a test CSV dataset with sample product sales data across different regions and months, saving it to a temporary file.

  File: /tf/active/vicechatdev/vice_ai/test_integration.py | Lines: 133-152

  testing test-data csv dataset-generation synthetic-data