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Project Description

Why ContextGem?
How it works

Getting Started

Installation
Quickstart examples

Documents

Creating Documents

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
Chat with Tools

Decision Models

Decision Models

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

Migration Guides

Migrating to v1.0

API Reference

Documents
Aspects
Concepts
Examples
LLMs
Decision models
Model groups
Data models
Utility functions and classes
Images
Paragraphs
Sentences
Pipelines
Decorators
Exceptions and Warnings

Repository
Open issue

Search

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Developed by Sergii Shcherbak at Shcherbak AI.

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