🔍 Code Extractor

Search Components

Full-Text: Fast keyword matching | Semantic: AI-powered understanding of intent (finds similar concepts)

Search Results for "collection"

Found 50 matching component(s)

• class OneCo_hybrid_RAG

  A class named OneCo_hybrid_RAG

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

  class oneco_hybrid_rag

• class FixedProjectVictoriaGenerator

  Fixed Project Victoria Disclosure Generator that properly handles all warranty sections.

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

  class fixedprojectvictoriagenerator

• class pathobrowser_base

  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_integrated.py

  class pathobrowser_base

• class OneCo_hybrid_RAG_v1

  A class named OneCo_hybrid_RAG

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

  class oneco_hybrid_rag

• class DocumentProcessor_v5

  Process different document types for RAG context extraction

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

  class documentprocessor

• class options

  A Panel-based UI class for managing slide release visibility in a study management system, allowing users to view and toggle the release status of slides at various hierarchical levels (Study, Group, Animal, Block, Slide).

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

  panel ui neo4j graph-database slide-management

• class ImprovedProjectVictoriaGenerator

  Improved Project Victoria Disclosure Generator with proper reference management.

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

  class improvedprojectvictoriagenerator

• 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 test_chroma_collections

  A diagnostic function that tests connectivity to ChromaDB instances across multiple connection methods and lists all available collections with their metadata.

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

  chromadb database-testing diagnostics connection-testing vector-database

• function test_collection_creation

  A diagnostic test function that verifies Chroma DB functionality by creating a test collection, adding a document, querying it, and cleaning up.

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

  testing debugging chroma-db vector-database health-check

• function main_v47

  Entry point function that executes a comprehensive test suite for Chroma DB collections, including collection listing and creation tests, followed by troubleshooting suggestions.

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

  testing debugging chroma-db database collections

• class ProjectVictoriaDisclosureGenerator

  Main class for generating Project Victoria disclosures from warranty claims.

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

  class projectvictoriadisclosuregenerator

• class DocumentProcessor_v6

  Process different document types for RAG context extraction

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

  class documentprocessor

• 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

• function allowed_file

  Validates whether a filename has an allowed file extension by checking if it contains a dot and if the extension (case-insensitive) exists in a predefined ALLOWED_EXTENSIONS collection.

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

  validation file-upload security flask file-extension

• function main_v50

  Interactive CLI helper function that generates and displays instructions for granting SharePoint app permissions to an Azure AD application.

  File: /tf/active/vicechatdev/SPFCsync/grant_sharepoint_access.py

  sharepoint azure-ad permissions cli-helper configuration

• function reset_collection

  Deletes an existing ChromaDB collection and logs the operation, requiring an application restart to recreate the collection.

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

  chromadb vector-database database-management collection-reset cleanup

• function index_documents_example

  A demonstration function that indexes documents from a specified folder using a DocumentIndexer, creating the folder if it doesn't exist, and displays indexing results and collection statistics.

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

  document-indexing example tutorial demonstration RAG

• function cleanup_old_tasks

  Removes tasks from the active_tasks dictionary that are older than 1 hour (3600 seconds) based on their creation timestamp.

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

  cleanup maintenance task-management thread-safe memory-management

• function get_document_info

  Retrieves indexing status and metadata for a document, including whether it's indexed, its document ID, chunk count, and reindexing status.

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

  document-management indexing metadata vector-database chromadb

• function index_v1

  Flask route handler that renders the main application page with user session management, authentication checks, and document collection statistics.

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

  flask web-route session-management authentication main-page

• function api_update_system_config

  Flask API endpoint that allows administrators to update system configuration settings including system role, expertise, domain context, custom instructions, output style, and query languages, with persistence to disk.

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

  admin configuration system-settings api-endpoint flask

• function api_documents

  Flask API endpoint that retrieves statistics and metadata about indexed documents from a document indexer service.

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

  flask api rest-endpoint document-management statistics

• function check_configuration

  A comprehensive configuration verification function that checks and displays the status of all DocChat system settings, including API keys, models, ChromaDB connection, directories, and LLM initialization.

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

  configuration verification diagnostics setup validation

• 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

• function index_v2

  Flask route handler that renders the main DocChat interface with document collection statistics.

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

  flask route-handler web-interface authentication rag

• function get_stats

  Flask API endpoint that retrieves and returns statistics about a document collection from a RAG (Retrieval-Augmented Generation) system.

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

  flask api endpoint statistics rag

• class DocumentIndexer

  A class for indexing documents into ChromaDB with support for multiple file formats (PDF, Word, PowerPoint, Excel, text files), smart incremental indexing, and document chunk management.

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

  document-indexing vector-database chromadb embeddings pdf-processing

• function test_incremental_indexing

  Comprehensive test function that validates incremental indexing functionality of a document indexing system, including initial indexing, change detection, re-indexing, and force re-indexing scenarios.

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

  testing incremental-indexing document-indexing integration-test file-system

• function configure_docchat

  Configures DocChat module settings by overriding default configuration values from a Flask application instance and optional keyword arguments.

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

  configuration flask setup chromadb openai

• function main_v105

  Command-line interface function that orchestrates the cleaning of ChromaDB collections by removing duplicates and similar documents, with options to skip collections and customize the cleaning process.

  File: /tf/active/vicechatdev/chromadb-cleanup/main.py

  cli command-line chromadb database-cleaning deduplication

• function clean_collection

  Cleans a ChromaDB collection by removing duplicate and similar documents using hash-based and similarity-based deduplication techniques, then saves the cleaned data to a new collection.

  File: /tf/active/vicechatdev/chromadb-cleanup/main.py

  data-cleaning deduplication chromadb vector-database similarity-detection

• function load_data_from_chromadb

  Connects to a ChromaDB instance and retrieves all documents from a specified collection, returning them as a list of dictionaries with document IDs, text content, embeddings, and metadata.

  File: /tf/active/vicechatdev/chromadb-cleanup/main.py

  chromadb vector-database data-loading document-retrieval embeddings

• function save_data_to_chromadb_v1

  Saves a list of document dictionaries to a ChromaDB collection, with support for batch processing, embeddings, and metadata storage.

  File: /tf/active/vicechatdev/chromadb-cleanup/main.py

  chromadb vector-database document-storage embeddings batch-processing

• function main_v89

  Command-line interface function that orchestrates a ChromaDB collection cleaning pipeline by removing duplicate and similar documents through hashing and similarity screening.

  File: /tf/active/vicechatdev/chromadb-cleanup/main copy.py

  cli command-line data-cleaning deduplication chromadb

• function load_data_from_chromadb_v1

  Retrieves all documents from a specified ChromaDB collection, including their IDs, text content, embeddings, and metadata.

  File: /tf/active/vicechatdev/chromadb-cleanup/main copy.py

  chromadb database document-retrieval vector-database embeddings

• function save_data_to_chromadb

  Saves a list of document dictionaries to a ChromaDB vector database collection, optionally including embeddings and metadata.

  File: /tf/active/vicechatdev/chromadb-cleanup/main copy.py

  chromadb vector-database document-storage embeddings persistence

• function test_identical_text_removal

  A pytest test function that verifies the SimilarityCleaner's ability to remove identical duplicate text entries from a list while preserving unique documents.

  File: /tf/active/vicechatdev/chromadb-cleanup/tests/test_similarity_cleaner.py

  testing pytest unit-test deduplication text-processing

• class Config_v6

  A dataclass that stores configuration settings for a ChromaDB cleanup process, including connection parameters, cleaning/clustering options, and summarization settings.

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

  configuration dataclass chromadb settings cleanup

• function build_similarity_matrix

  Computes a pairwise cosine similarity matrix for a collection of embedding vectors, where each cell (i,j) represents the similarity between embedding i and embedding j.

  File: /tf/active/vicechatdev/chromadb-cleanup/src/utils/similarity_utils.py

  embeddings similarity cosine-similarity matrix nlp

• function find_similar_documents

  Identifies pairs of similar documents by comparing their embeddings and returns those exceeding a specified similarity threshold, sorted by similarity score.

  File: /tf/active/vicechatdev/chromadb-cleanup/src/utils/similarity_utils.py

  document-similarity embedding-comparison duplicate-detection cosine-similarity nlp

• function identify_duplicates

  Identifies duplicate documents by computing hash values of their text content and grouping documents with identical hashes.

  File: /tf/active/vicechatdev/chromadb-cleanup/src/utils/hash_utils.py

  deduplication document-processing hashing data-cleaning duplicate-detection

• class HashCleaner

  A document deduplication cleaner that removes documents with identical content by comparing hash values of document text.

  File: /tf/active/vicechatdev/chromadb-cleanup/src/cleaners/hash_cleaner.py

  deduplication data-cleaning hash-based document-processing duplicate-removal

• class AgentExecutor

  Agent-based script executor that generates standalone Python files, manages dependencies, and provides iterative debugging capabilities

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

  class agentexecutor

• function remove_uploaded_document_v1

  Removes a specific uploaded document from a user's document collection in the application state, with thread-safe locking and automatic cleanup of empty user entries.

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

  document-management thread-safe state-management deletion cleanup

• function api_send_chat_message

  Flask API endpoint that handles sending a message in a chat session, processes it through a hybrid RAG engine with configurable search and memory settings, and returns an AI-generated response with references.

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

  flask api chat rag hybrid-rag

• function cleanup_old_documents

  Periodically removes documents and their associated files that are older than 2 hours from the uploaded_documents dictionary, cleaning up both file system storage and memory.

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

  cleanup maintenance file-management document-management scheduled-task

• function process_chat_request_background

  Process chat request in background thread

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

  function process_chat_request_background

• function api_chat_v1

  Handle chat API requests with support for long-running tasks

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

  function api_chat

Search Examples

• validation - Find validation functions
• database - Find database-related components
• email - Find email processing functions
• api - Find API-related components
• authentication - Find auth components