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ContextGem 0.19.1 Documentation - Home

Project Description

  • Why ContextGem?
  • ContextGem and other frameworks
  • How it works

Getting Started

  • Installation
  • Quickstart examples

Documents

  • Creating Documents

Document Converters

  • DOCX Converter

Extracting Aspects

  • Aspect Extraction

Extracting Concepts

  • Supported Concepts
  • StringConcept
  • BooleanConcept
  • NumericalConcept
  • DateConcept
  • RatingConcept
  • JsonObjectConcept
  • LabelConcept

Extraction Pipelines

  • Extraction Pipelines

Large Language Models

  • Supported LLMs
  • Configuring LLM(s)
  • Extraction Methods

Advanced Usage

  • Advanced usage examples
  • Logging Configuration

Optimization Guide

  • Choosing the Right LLM(s)
  • Optimizing for Accuracy
  • Optimizing for Speed
  • Optimizing for Cost
  • Dealing with Long Documents
  • Troubleshooting Issues with Small Models

Serialization

  • Serializing objects and results

API Reference

  • Documents
  • Converters
  • Aspects
  • Concepts
  • Examples
  • LLMs
  • Data models
  • Utility functions and classes
  • Images
  • Paragraphs
  • Sentences
  • Pipelines
  • Decorators
  • Repository
  • Open issue

All modules for which code is available

  • contextgem.public.aspects
  • contextgem.public.concepts
  • contextgem.public.converters.docx
  • contextgem.public.data_models
  • contextgem.public.decorators
  • contextgem.public.documents
  • contextgem.public.examples
  • contextgem.public.images
  • contextgem.public.llms
  • contextgem.public.paragraphs
  • contextgem.public.pipelines
  • contextgem.public.sentences
  • contextgem.public.utils

By Sergii Shcherbak

© Copyright 2025, Shcherbak AI AS.

⚠️ Official Documentation Notice: https://contextgem.dev/ is the only official source of ContextGem documentation. Be aware of unauthorized copies or mirrors.