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Search Results for "embedding"

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class MyEmbeddingFunction_v1

A custom embedding function class that generates embeddings for documents using OpenAI's API, with built-in text summarization for long documents and token management.

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

embeddings openai chromadb vector-database text-summarization
class SimpleDataHandle

A data handler class that manages multiple data sources with different types (dataframes, vector stores, databases) and their associated processing configurations.

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

data-management registry vector-store RAG dataframe
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
function publish_document

Publishes an approved controlled document by converting it to PDF with signatures and audit trail, uploading to FileCloud, and updating the document status to PUBLISHED.

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

document-management publishing pdf-conversion audit-trail controlled-documents
class DocumentDetail

Document detail view component

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

class documentdetail
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 MyEmbeddingFunction_v2

A custom embedding function class that generates embeddings for text documents using OpenAI's embedding models, with automatic text summarization and token management for large documents.

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

embeddings openai chromadb text-processing summarization
class DocumentProcessor_v5

Process different document types for RAG context extraction

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

class documentprocessor
class DocumentDetail_v1

Document detail view component

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

class documentdetail
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 generate_simple_html_from_eml

Converts an email.message.Message object into a clean, styled HTML representation with embedded inline images and attachment listings.

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

email html-generation email-parsing mime inline-images
class ProjectVictoriaDisclosureGenerator

Main class for generating Project Victoria disclosures from warranty claims.

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

class projectvictoriadisclosuregenerator
class MyEmbeddingFunction

Custom embedding function class that integrates OpenAI's embedding API with Chroma DB for generating vector embeddings from text documents.

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

embeddings openai chroma vector-database nlp
class MyEmbeddingFunction_v3

A custom embedding function class that generates embeddings for text documents using OpenAI's embedding models, with automatic text summarization and token limit handling for large documents.

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

embeddings openai vector-database chromadb text-processing
class DocumentProcessor_v6

Process different document types for RAG context extraction

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

class documentprocessor
function view_document

Flask route handler that serves documents for in-browser viewing by accepting a file path as a query parameter, validating security constraints, and returning the file with appropriate MIME types and CORS headers.

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

flask file-serving document-viewer security path-validation
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
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 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
class SignatureImage_v1

A custom ReportLab Flowable class that renders signature images in PDF documents with automatic fallback to placeholder text when images are unavailable or cannot be loaded.

File: /tf/active/vicechatdev/document_auditor/src/audit_page_generator.py

pdf-generation reportlab flowable signature image-rendering
class HashGenerator

A class that provides cryptographic hashing functionality for PDF documents, including hash generation, embedding, and verification for document integrity checking.

File: /tf/active/vicechatdev/document_auditor/src/security/hash_generator.py

cryptography hashing SHA-256 PDF document-integrity
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 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
class TextClusterer

A class that clusters similar documents based on their embeddings using various clustering algorithms (K-means, Agglomerative, DBSCAN) and optionally generates summaries for each cluster.

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

clustering document-clustering embeddings machine-learning kmeans
function calculate_similarity

Computes the cosine similarity between two embedding vectors, returning a normalized score between 0 and 1 that measures their directional alignment.

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

cosine-similarity vector-comparison embeddings similarity-metric machine-learning
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
class SimilarityCleaner

A document cleaning class that identifies and removes duplicate or highly similar documents based on embedding vector similarity, keeping only representative documents from each similarity group.

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

document-processing deduplication similarity embeddings clustering
function add_data_section_to_docx

Adds a data analysis section to a Word document, including analysis metadata, statistical conclusions, and embedded visualizations from saved content or legacy analysis history.

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

document-generation word-document data-analysis visualization report-generation
function add_data_section_to_pdf

Adds a data analysis section to a PDF document story, including analysis metadata, statistical conclusions, and embedded visualizations from saved content or analysis history.

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

pdf-generation reportlab data-analysis document-export visualization
class DataAnalysisService

Service class for managing data analysis operations within document sections, integrating with SmartStat components for statistical analysis, dataset processing, and visualization generation.

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

data-analysis statistical-analysis session-management dataset-processing visualization
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
class ControlledDocumentApp

Main application class for the Controlled Document Management System. This class initializes all components and provides the main Panel interface for the application. It is designed to be served via `panel serve` command and integrates with the existing datacapture application.

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

class controlleddocumentapp
class SignatureImage

A ReportLab Flowable subclass for embedding signature images in PDFs with automatic fallback to placeholder text when images are unavailable or cannot be loaded.

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

reportlab pdf-generation signature flowable image-handling
class DocumentDetail_v2

Document detail view component

File: /tf/active/vicechatdev/CDocs/ui/document_detail.py

class documentdetail
class UserTasksPanel

Panel showing pending tasks for the current user

File: /tf/active/vicechatdev/CDocs/ui/user_tasks_panel.py

class usertaskspanel
class ApprovalPanel_v1

Approval management interface component

File: /tf/active/vicechatdev/CDocs/ui/approval_panel_bis.py

class approvalpanel
class ApprovalPanel_v1

Approval management interface component

File: /tf/active/vicechatdev/CDocs/ui/approval_panel.py

class approvalpanel
class ReviewPanel_v1

Review management interface component

File: /tf/active/vicechatdev/CDocs/ui/review_panel.py

class reviewpanel
class AdminPanel

Admin configuration interface component

File: /tf/active/vicechatdev/CDocs/ui/admin_panel.py

class adminpanel
function create_admin_panel

Factory function that creates and returns a configured AdminPanel instance with optional template, session management, parent application reference, and embedding mode.

File: /tf/active/vicechatdev/CDocs/ui/admin_panel.py

factory-pattern admin-panel ui-creation panel dashboard
function autoload_js_script

Generates JavaScript code for autoloading a Bokeh document into a web page element, bundling necessary resources and creating render items for embedding.

File: /tf/active/vicechatdev/patches/server.py

bokeh embedding javascript autoload visualization
class AutoloadJsHandler

A custom Tornado request handler that generates and serves the Bokeh autoload JavaScript chunk for embedding Bokeh applications in web pages.

File: /tf/active/vicechatdev/patches/server.py

tornado bokeh web-handler javascript autoload

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Search Results for "embedding"

class MyEmbeddingFunction_v1

class SimpleDataHandle

class OneCo_hybrid_RAG

class FixedProjectVictoriaGenerator

function publish_document

class DocumentDetail

class OneCo_hybrid_RAG_v1

class MyEmbeddingFunction_v2

class DocumentProcessor_v5

class DocumentDetail_v1

class ImprovedProjectVictoriaGenerator

class OneCo_hybrid_RAG_v2

class ExtensiveSearchManager

function generate_simple_html_from_eml

class ProjectVictoriaDisclosureGenerator

class MyEmbeddingFunction

class MyEmbeddingFunction_v3

class DocumentProcessor_v6

function view_document

function check_configuration

class DocChatRAG

class DocChatEmbeddingFunction

class DocumentIndexer

class SignatureImage_v1

class HashGenerator

function load_data_from_chromadb

function save_data_to_chromadb_v1

function load_data_from_chromadb_v1

function save_data_to_chromadb

class TextClusterer

function calculate_similarity

function build_similarity_matrix

function find_similar_documents

class SimilarityCleaner

function add_data_section_to_docx

function add_data_section_to_pdf

class DataAnalysisService

class OneCo_hybrid_RAG_v3

class ExtensiveSearchManager_v1

class ControlledDocumentApp

class SignatureImage

class DocumentDetail_v2

class UserTasksPanel

class ApprovalPanel_v1

class ApprovalPanel_v1

class ReviewPanel_v1

class AdminPanel

function create_admin_panel

function autoload_js_script

class AutoloadJsHandler

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