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function print_json

A utility function that prints a Python dictionary as formatted JSON with 2-space indentation to standard output.

File: /tf/active/vicechatdev/test_acl_functions.py

json formatting printing output debugging

class Neo4jEncoder

A custom JSON encoder that extends json.JSONEncoder to handle Neo4j-specific data types and Python objects that are not natively JSON serializable.

File: /tf/active/vicechatdev/neo4j_schema_report.py

json encoder serialization neo4j datetime

function generate_neo4j_schema_report

Generates a comprehensive schema report of a Neo4j graph database, including node labels, relationships, properties, constraints, indexes, and sample data, outputting multiple file formats (JSON, HTML, Python snippets, Cypher examples).

File: /tf/active/vicechatdev/neo4j_schema_report.py

neo4j graph-database schema-analysis database-introspection documentation-generation

function save_session_to_disk

Persists a chat session to disk by serializing session data to a JSON file, converting datetime objects to ISO format strings.

File: /tf/active/vicechatdev/docchat/app.py

persistence serialization session-management file-io json

function save_session_to_disk_v1

Persists a chat session to disk by serializing session data to a JSON file, converting datetime objects to ISO format strings for storage.

File: /tf/active/vicechatdev/docchat/blueprint.py

persistence session-management file-io serialization json

class DocChatEmbeddingFunction

A custom ChromaDB embedding function that generates OpenAI embeddings with automatic text summarization for documents exceeding token limits.

File: /tf/active/vicechatdev/docchat/document_indexer.py

embeddings chromadb openai text-processing summarization

class SummarizationModel

A Pydantic data model class that defines the configuration schema for a text summarization model, including model name, token limits, and temperature settings.

File: /tf/active/vicechatdev/chromadb-cleanup/src/summarization/models.py

pydantic data-model configuration validation summarization

function save_document_to_file

Persists a document object to the filesystem as a JSON file, using the document's ID as the filename.

File: /tf/active/vicechatdev/vice_ai/complex_app.py

file-io persistence json serialization document-storage

function save_chat_session_to_file

Persists a chat session object to a JSON file in the designated chat sessions directory, using the session's ID as the filename.

File: /tf/active/vicechatdev/vice_ai/complex_app.py

file-io persistence serialization json chat

class DocumentSection

A class representing a section within a complex document, supporting hierarchical structure with headers, text content, and references.

File: /tf/active/vicechatdev/vice_ai/complex_app.py

document-management data-structure serialization document-section hierarchical-data

class ComplexDocument

A class representing a complex document with multiple sections, supporting section management, references, metadata, and serialization capabilities.

File: /tf/active/vicechatdev/vice_ai/complex_app.py

document-management data-structure serialization content-management section-management

class ChatSession

A class that manages a chat session associated with a specific document section, tracking messages, context documents, references, and timestamps.

File: /tf/active/vicechatdev/vice_ai/complex_app.py

chat session-management conversation document-chat message-tracking

function validate_sheet_format

Analyzes Excel sheet structure using multiple heuristics to classify it as tabular data, information sheet, or mixed format, returning quality metrics and extraction recommendations.

File: /tf/active/vicechatdev/vice_ai/smartstat_service.py

data-validation excel-processing sheet-classification data-quality heuristic-analysis

class SmartStatSession

A session management class that encapsulates a SmartStat statistical analysis session, tracking data, analysis history, plots, and reports for a specific data section.

File: /tf/active/vicechatdev/vice_ai/smartstat_service.py

session-management data-analysis statistics dataframe multi-dataset

class SmartStatService

Service for running SmartStat analysis sessions in Vice AI

File: /tf/active/vicechatdev/vice_ai/smartstat_service.py

class smartstatservice

function clean_for_json_v1

Recursively traverses nested data structures (dicts, lists) and replaces NaN and Infinity float values with None to ensure JSON serialization compatibility.

File: /tf/active/vicechatdev/vice_ai/new_app.py

json serialization data-cleaning nan-handling infinity-handling

function clean_nan_for_json

Recursively traverses nested data structures (dicts, lists) and converts NaN, null, and invalid numeric values to None for safe JSON serialization.

File: /tf/active/vicechatdev/vice_ai/data_analysis_service.py

json-serialization data-cleaning nan-handling recursive data-preprocessing

class DocumentExportService

Service class for exporting documents in various formats with enhanced formatting, providing both full structured exports and content-only exports.

File: /tf/active/vicechatdev/vice_ai/services.py

document-export data-transformation formatting serialization document-management

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.