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  • 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 FileCloudAPI

    Python wrapper for the FileCloud REST API. This class provides methods to interact with FileCloud server APIs, handling authentication, session management, and various file operations.

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

    class filecloudapi

  • 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 FileCloudAPI_v1

    Python wrapper for the FileCloud REST API. This class provides methods to interact with FileCloud server APIs, handling authentication, session management, and various file operations.

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

    class filecloudapi

  • class DocumentProcessor_v5

    Process different document types for RAG context extraction

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

    class documentprocessor

  • 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

  • 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 PowerPointProcessor

    A class that processes PowerPoint (.pptx) presentations to extract text content and tables, converting tables to markdown format and organizing content by slides.

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

    powerpoint pptx document-processing text-extraction table-extraction

  • class DocumentProcessor_v4

    Handles document processing and text extraction using llmsherpa (same approach as offline_docstore_multi_vice.py).

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

    class documentprocessor

  • 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 DocumentProcessor_v8

    Process different document types for indexing

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

    class documentprocessor

  • 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

  • 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 DocumentProcessor_v7

    Lightweight document processor for chat upload functionality

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

    class documentprocessor

  • function init_text_section_chat

    Flask API endpoint that initializes a chat session for a standalone text section, creating a mock chat session object for frontend compatibility after verifying user ownership.

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

    flask api-endpoint chat initialization authentication

  • function smartstat_select_sheet

    Flask API endpoint that processes one or more Excel sheets from an uploaded file, validates them, categorizes them as datasets or information sheets, and adds them to a SmartStat analysis session.

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

    excel data-loading sheet-selection api-endpoint authentication

  • 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 DatabaseManager_v1

    SQLite database manager for persistent storage

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

    class databasemanager

  • class PDFManipulator

    Manipulates existing PDF documents This class provides methods to add watermarks, merge PDFs, extract pages, and perform other manipulation operations.

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

    class pdfmanipulator

  • class VendorEmailExtractor

    Extract vendor email addresses from all organizational mailboxes

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

    class vendoremailextractor

  • function process_ellipses

    Expands an Ellipsis (...) in a __getitem__ key by replacing it with the appropriate number of empty slices (slice(None)) to match the dimensions of an object.

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

    indexing ellipsis slicing multi-dimensional data-structures

  • function isscalar

    Checks if a value is a scalar type, None, or a datetime-related type.

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

    validation type-checking scalar datetime numpy

  • function asarray

    Converts array-like objects (lists, pandas Series, objects with __array__ method) to NumPy ndarray format with optional strict validation.

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

    array-conversion numpy data-processing type-conversion validation

  • function isfinite

    Extended version of numpy.isfinite that handles additional data types including None, strings, datetime objects, masked arrays, and dask arrays.

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

    validation data-processing numpy pandas dask

  • function isdatetime

    Determines whether a given value (array or scalar) is a recognized datetime type, checking both NumPy datetime64 arrays and Python datetime objects.

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

    datetime type-checking validation numpy temporal-data

  • function find_range

    Robustly computes the minimum and maximum values from a collection, with fallback mechanisms for edge cases and support for extending the range with soft bounds.

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

    data-processing statistics range-finding min-max numpy

  • function max_range

    Computes the maximal lower and upper bounds from a list of range tuples, handling various data types including numeric, datetime, and string values.

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

    data-processing range-computation bounds aggregation datetime-handling

  • function unique_array

    Returns an array of unique values from the input array while preserving the original order of first occurrence.

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

    array-processing deduplication unique-values data-cleaning order-preserving

  • function is_dask_array

    Checks whether the provided data object is a Dask array by conditionally importing dask.array and performing an isinstance check.

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

    type-checking dask array validation conditional-import

  • function is_cupy_array

    Checks whether the provided data object is a CuPy ndarray by conditionally importing CuPy and performing an isinstance check.

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

    type-checking cupy array gpu validation

  • function cartesian_product

    Computes the Cartesian product of multiple 1D arrays, returning expanded array views for each dimension with optional flattening and copying.

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

    cartesian-product numpy array-operations combinatorics grid-generation

  • function arglexsort

    Returns the indices that would lexicographically sort multiple arrays, treating them as columns of a structured array.

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

    sorting lexicographical-sort multi-key-sort numpy array-manipulation

  • function expand_grid_coords

    Expands coordinates along a specified dimension of a gridded dataset into an N-dimensional array that matches the full dimensionality of the dataset.

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

    grid coordinates broadcasting multidimensional cartesian-product

  • function validate_regular_sampling

    Validates whether a 1D array has regular (uniform) sampling by checking if the variation in consecutive differences is within a specified relative tolerance of the minimum sampling step.

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

    validation sampling uniformity numerical-analysis time-series

  • function date_range

    Generates an evenly-spaced date range array with a specified number of samples between start and end dates, with dates centered in each interval.

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

    datetime date-range time-series numpy pandas

  • function cftime_to_timestamp

    Converts cftime datetime objects (or arrays) to timestamps since Unix epoch (1970-01-01 00:00:00) in specified time units, defaulting to microseconds.

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

    datetime cftime timestamp calendar-conversion climate-data

  • function search_indices

    Finds the indices of specified values within a source array by using sorted search for efficient lookup.

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

    array-search indexing numpy data-lookup sorting

  • function compute_edges

    Converts bin centers to bin edges by computing midpoints between consecutive centers and extrapolating equidistant boundaries at the extremes.

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

    binning histogram data-processing numpy edges

  • function cast_array_to_int64

    Converts a numpy array to int64 dtype while suppressing FutureWarning about datetime64 to int64 casting that is deprecated in newer numpy/pandas versions.

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

    numpy type-conversion datetime int64 warning-suppression

  • class GridSpace

    GridSpace is a container class for organizing elements in a 1D or 2D grid structure with floating-point keys, ensuring all contained elements are of the same type.

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

    grid layout container mapping 2D-grid

  • class BEExtractor

    Belgium-specific invoice data extractor that uses LLM (Large Language Model) to extract structured invoice data from Belgian invoices in multiple languages (English, French, Dutch).

    File: /tf/active/vicechatdev/invoice_extraction/extractors/be_extractor.py

    invoice-extraction belgium llm ocr document-processing

  • class AUExtractor

    Australia-specific invoice data extractor that uses LLM (Large Language Model) to extract structured invoice data from Australian tax invoices, handling ABN, ACN, GST, BSB numbers and Australian date formats.

    File: /tf/active/vicechatdev/invoice_extraction/extractors/au_extractor.py

    invoice-extraction australia llm ocr document-processing

  • class UKExtractor

    UK-specific invoice data extractor.

    File: /tf/active/vicechatdev/invoice_extraction/extractors/uk_extractor.py

    class ukextractor

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