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Found 50 matching component(s)

  • class SimpleChatMemory

    A simple chat memory manager that stores and retrieves conversation history between users and assistants with configurable history limits.

    File: /tf/active/vicechatdev/OneCo_hybrid_RAG copy.py

    chat memory conversation history chatbot

  • class PatternBasedExtractor

    Extract flocks based on farm-level In-Ovo usage patterns.

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

    class patternbasedextractor

  • function main_v11

    Command-line interface function that orchestrates pattern-based extraction of poultry flock data, including data loading, pattern classification, geocoding, and export functionality.

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

    cli command-line-interface data-extraction poultry-data pattern-analysis

  • class OneCo_hybrid_RAG_v2

    A class named OneCo_hybrid_RAG

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

    class oneco_hybrid_rag

  • class ExtensiveSearchManager

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

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

    class extensivesearchmanager

  • function generate_html_report

    Generate HTML report from schema info

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

    function generate_html_report

  • class pathobrowser_base_v1

    Base class that contains all static elements of the app Parameters ---------- image : str An Image UID which may be passed on app startup. Immediately redirects to said image Attributes ---------- current_user : Userclass A class containing various information on the user workspace : panel.layout.Column The main container of the app sidebar : panel.layout.Column Container showing items on the side of the app head : panel.layout.Row The header of the app modal : panel.layout.Column The container for the modal window of the app

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

    class pathobrowser_base

  • class EnhancedMeetingMinutesGenerator

    A class named EnhancedMeetingMinutesGenerator

    File: /tf/active/vicechatdev/leexi/enhanced_meeting_minutes_generator.py

    class enhancedmeetingminutesgenerator

  • function extensive_mode_example

    Demonstrates the usage of DocChatRAG's extensive mode for detailed document analysis with a sample query about methodologies.

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

    example demo RAG retrieval-augmented-generation extensive-mode

  • function main_v73

    Orchestrates and executes a series of example demonstrations for the DocChat system, including document indexing, RAG queries, and conversation modes.

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

    demo examples orchestration RAG document-chat

  • class QueryBasedExtractor

    A class that extracts relevant information from documents using a small LLM (Language Model), designed for Extensive and Full Reading modes in RAG systems.

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

    information-extraction document-processing llm rag query-based

  • class DocChatRAG

    Main RAG engine with three operating modes: 1. Basic RAG (similarity search) 2. Extensive (full document retrieval with preprocessing) 3. Full Reading (process all documents)

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

    class docchatrag

  • class GPT5Validator

    A comprehensive testing and validation class for OpenAI GPT models, with special support for GPT-5 family models using the Responses API.

    File: /tf/active/vicechatdev/docchat/test_gpt5_readiness.py

    testing validation openai gpt-5 api-testing

  • function parse_arguments_v1

    Parses command-line arguments for a legal contract extraction tool that processes documents from FileCloud storage.

    File: /tf/active/vicechatdev/contract_validity_analyzer/extractor.py

    cli command-line argument-parsing argparse configuration

  • function test_end_date_extraction

    Tests end date extraction functionality for contract documents that previously had missing end dates by downloading documents from FileCloud, extracting text, analyzing with LLM, and comparing results.

    File: /tf/active/vicechatdev/contract_validity_analyzer/test_missing_end_dates.py

    testing integration-test contract-analysis end-date-extraction document-processing

  • function parse_arguments

    Parses command-line arguments for a contract validity analysis tool that processes FileCloud documents with configurable options for paths, concurrency, output, and file filtering.

    File: /tf/active/vicechatdev/contract_validity_analyzer/main.py

    cli argument-parsing command-line argparse configuration

  • function main_v12

    Main entry point function for the Contract Validity Analyzer application that orchestrates configuration loading, logging setup, FileCloud connection, and contract analysis execution.

    File: /tf/active/vicechatdev/contract_validity_analyzer/main.py

    entry-point main-function cli-application contract-analysis filecloud

  • class ContractAnalyzer

    Main class for analyzing contract validity from FileCloud documents.

    File: /tf/active/vicechatdev/contract_validity_analyzer/core/analyzer.py

    class contractanalyzer

  • class ProgressLogger

    A progress tracking logger that monitors and reports the progress of long-running operations with timing statistics, error counts, and estimated completion times.

    File: /tf/active/vicechatdev/contract_validity_analyzer/utils/logging_utils.py

    progress-tracking logging monitoring batch-processing performance-metrics

  • class LLMClient_v2

    Client for interacting with LLM providers (OpenAI, Anthropic, Azure, etc.)

    File: /tf/active/vicechatdev/contract_validity_analyzer/utils/llm_client.py

    class llmclient

  • function print_help

    Displays help information for Vice AI Development Tools, listing available commands and usage examples.

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

    help documentation cli command-line user-interface

  • function main_v110

    A test function that validates the cleanup functionality of virtual environments in project directories by testing on a specific session, measuring disk space before/after cleanup, and verifying that important files are preserved.

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

    testing cleanup virtual-environment venv disk-space

  • function api_clear_memory

    Flask API endpoint that clears the chat memory from the server-side chat engine, removing all stored conversation messages.

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

    flask api endpoint chat memory-management

  • function api_get_reference_document

    Flask API endpoint that retrieves a reference document from Neo4j database by UUID and stores it in the user's session for chat usage.

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

    flask api neo4j document-retrieval reference-document

  • function convert_european_decimals

    Detects and converts numeric data with European decimal format (comma as decimal separator) to standard format (dot as decimal separator) in a pandas DataFrame, handling mixed formats and missing data patterns.

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

    data-processing data-cleaning decimal-conversion european-format locale-handling

  • function get_text_section

    Flask API endpoint that retrieves a specific text section by ID with optional version history and usage information, enforcing ownership-based access control.

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

    flask api rest endpoint text-section

  • function get_document_v6

    Flask API endpoint that retrieves a specific document with its text and data sections, including optional sharing information, for authenticated users.

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

    api flask document-management rest-endpoint authentication

  • function get_text_section_usage

    Flask API endpoint that retrieves usage information for a specific text section, showing which documents reference it. Requires authentication and verifies section ownership before returning usage data.

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

    flask api-endpoint rest-api authentication authorization

  • class Config

    Configuration class that manages application-wide settings, directory structures, API keys, and operational parameters for a statistical analysis application.

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

    configuration settings flask api-keys directory-management

  • class DocumentService

    Service class for managing Document entities, including creation, retrieval, section management, versioning, and duplication operations.

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

    document-management service-layer crud-operations versioning section-management

  • class OneCo_hybrid_RAG_v3

    A class named OneCo_hybrid_RAG

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

    class oneco_hybrid_rag

  • 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

    class extensivesearchmanager

  • function main_v111

    A cleanup utility function that removes virtual environment directories from all SmartStat sessions while preserving project files, reporting disk space freed and cleanup statistics.

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

    cleanup maintenance disk-space virtual-environment venv

  • class ControlledDocumentFlaskApp

    Main Flask application class for Controlled Document Management System.

    File: /tf/active/vicechatdev/CDocs/main_flask.py

    class controlleddocumentflaskapp

  • function register_model

    Registers a model class in a global registry dictionary, enabling dynamic model lookup and management. Can be used as a decorator or called directly.

    File: /tf/active/vicechatdev/CDocs/models/__init__.py

    registry decorator model-registration class-registration plugin-pattern

  • function get_filecloud_client

    Singleton factory function that returns a globally cached FileCloud API client instance, handling initialization, authentication, and re-authentication as needed.

    File: /tf/active/vicechatdev/CDocs/controllers/filecloud_controller.py

    filecloud api-client singleton authentication connection-management

  • function human_readable_size

    Converts a byte size value into a human-readable string format with appropriate unit suffixes (B, KB, MB, GB, TB).

    File: /tf/active/vicechatdev/CDocs/utils/__init__.py

    utility formatting file-size bytes-conversion human-readable

  • class DynamicSchemaDiscovery

    Discovers database schema from live database connection

    File: /tf/active/vicechatdev/full_smartstat/dynamic_schema_discovery.py

    class dynamicschemadiscovery

  • function admin_status

    Flask route handler that retrieves comprehensive system status information including disk usage, session counts, analysis counts, and orphaned file detection for an admin dashboard.

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

    admin monitoring disk-usage system-status flask-route

  • function get_manual_relationship_manager

    Returns a singleton instance of the ManualRelationshipManager class, creating it on first access using lazy initialization.

    File: /tf/active/vicechatdev/full_smartstat/manual_relationships.py

    singleton design-pattern global-state lazy-initialization relationship-management

  • class SQLQueryGenerator

    Generates SQL queries based on user requests and database schema

    File: /tf/active/vicechatdev/full_smartstat/sql_query_generator.py

    class sqlquerygenerator

  • function demonstrate_sql_workflow_v1

    Demonstrates the enhanced SQL workflow for the SmartStat system by loading configurations, initializing the SQL query generator, testing natural language to SQL conversion, and displaying schema analysis.

    File: /tf/active/vicechatdev/full_smartstat/demo_enhanced_sql_workflow.py

    demonstration testing sql-generation natural-language-processing database-schema

  • function main_v37

    Demonstrates example usage of the VendorEmailExtractor class by searching for vendor emails across Office 365 mailboxes and displaying results.

    File: /tf/active/vicechatdev/find_email/vendor_email_extractor.py

    example demo vendor-email-extraction office365 microsoft-graph

  • function main_v96

    Performs a comprehensive status check of an email forwarder service, verifying process status, port availability, SMTP communication, and configuration settings.

    File: /tf/active/vicechatdev/email-forwarder/service_status.py

    service-monitoring health-check smtp email-forwarder diagnostic

  • function check_virtual_env

    Detects whether the Python interpreter is running inside a virtual environment by checking system attributes.

    File: /tf/active/vicechatdev/email-forwarder/run_service.py

    virtual-environment environment-detection venv virtualenv system-check

  • function main_v97

    Interactive setup script that configures a Python virtual environment for an email forwarder application, installs dependencies, and verifies the installation.

    File: /tf/active/vicechatdev/email-forwarder/setup_venv.py

    setup installation virtual-environment venv dependency-management

  • function demonstrate_sql_workflow

    Demonstrates the enhanced SQL workflow for the SmartStat system by loading configurations, initializing SQL query generator, testing natural language to SQL conversion, and displaying schema analysis.

    File: /tf/active/vicechatdev/smartstat/demo_enhanced_sql_workflow.py

    demonstration sql-generation natural-language-processing database-schema testing

  • function main_v92

    Performs statistical analysis on antibiotic usage data, comparing distribution patterns between vaccinated and non-vaccinated groups, and generates visualization plots, summary tables, and written conclusions.

    File: /tf/active/vicechatdev/smartstat/output/b7a013ae-a461-4aca-abae-9ed243119494/analysis_70ac0517/analysis.py

    data-analysis statistical-analysis healthcare antibiotics vaccination

  • function main_v4

    Entry point function that orchestrates a Q&A document updater application, loading configuration, setting up logging, and processing Q&A document updates with comprehensive status handling.

    File: /tf/active/vicechatdev/QA_updater/main.py

    entry-point orchestration qa-management document-updater logging

  • class LiteratureClient

    A client class for searching and retrieving scientific literature from multiple academic databases including PubMed, Semantic Scholar, arXiv, and ScienceOpen.

    File: /tf/active/vicechatdev/QA_updater/data_access/literature_client.py

    literature-search academic-databases pubmed semantic-scholar arxiv

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