Aiimi Insight Engine
User GuidesAiimi
  • Introducing Aiimi Insight Engine
  • Architecture
    • Overview and Key Concepts
    • Hosting Options
    • Architecture and How It Works
      • Agent Servers
        • Security Agent
        • Source Agent
        • Content Agent
        • Enrichment Agent
        • Job Agent
        • OCR Agent
        • Migration Agent
        • Tika Agent
      • Repository
        • Data Node
        • Proxy Node
        • Kibana Node
      • Gateway and User Interface
      • Document and Data Sources
    • Deployment Options
    • Security
      • User Security
      • Data and Document Security
      • Source System Security
      • Firewalling
      • Agent Servers
      • Repository
      • Gateway (Web Server)
      • Tools & Utilities
  • Installation
    • Elastic and Kibana Install (Windows)
    • Aiimi Insight Engine Installation (Windows)
      • Installation Security
      • Certificates in a Key Vault
      • SAR Configuration
      • CSOM Bridge Set Up
      • AI Studio
    • AI Services
      • Prerequisites
      • AI Enrichment Service
        • Installation and Setup
        • Enabling Enrichment Steps
        • Using AI Enrichment Steps
        • Performance and Concurrency
      • AI Model Service
        • Installation and Setup
        • Enabling Providers
        • Private Generative AI
        • Azure Open AI
        • Enabling AI History
        • HTML Cleaner Service
      • Configuration of Logging
      • Offline Set-up of Models
      • Using SSL
      • Running as a Service (Windows)
      • Using GPUs
      • AI and Semantic Search Set Up
        • Open & Closed Book AI
        • Semantic Search
          • Vectors for Semantic Search
          • Source Configuration
          • Sentence Transformer Models
          • Enrichment
          • Kibana
          • Final Search Flow
    • Email Threading Upgrade
  • Run Books
    • SharePoint Online Connector
      • Migrating ACS to Azure AD with Sites.Read.All
      • Migrating ACS to Azure AD with Sites.FullControl.All
  • Control Hub
    • Agents
      • Configurations
        • Config Management
        • Security Configurations
          • Security - General
          • Security - Source
            • Active Directory
            • Atlassian
            • Azure Active Directory
            • Builtin Security
            • Miro Security
            • Google Directory
            • SharePoint Security
            • Slack Security
          • Security - Sync
          • Security - Agents
          • Security - Scheduling
        • Source Configurations
          • Source - General
          • Source - Source
            • Alfresco Kafka
            • Azure Blob Storage
            • BBC Monitoring
            • Big Query Cataloguer
            • BIM360
            • CSV Data Loader
            • Confluence
            • Content Server
            • Data File Cataloguer
            • Document Store
            • DocuSign
            • Dropbox
            • Exchange 365
            • Filesystem
            • Google Bucket
            • Google Drive
            • Google Vault
            • Jira
            • JSON Data Loader
            • Livelink
            • Microsoft Teams
            • Mimecast
            • Miro
            • ODBC Data Loader
            • PowerBi Cataloguer
            • Reuters Connect
            • ShareFile
            • SharePoint
              • Azure Portal and Azure AD Authentication
              • Sensitivity Labels
            • SharePoint Legacy
            • SQL Server Cataloguer
            • Slack
            • Versioned Document Store
            • Websites
            • XML Data Loader
          • Source - Crawl
          • Source - Agents
          • Source - Schedule
          • Source - Advanced
        • Enrichment Configurations
          • Creating a Pipeline
            • General
            • Steps
              • AccessMiner
              • AI Classification
              • Apply Sensitivity Label
              • Anonymiser
              • CAD Extractor
              • Checksum
              • Content Retrieval
              • Copy
              • Data Rule Processor
              • Delete
              • Direct Copy
              • Email Extractor
              • Entity Rule Processor
              • External Links
              • Geotag
              • Google NLP Extractor
              • Google Vision Extractor
              • Metrics Calculation
              • Microsoft Vision Extractor
              • OcrRest
              • Office Metadata
              • PCI Extractor
              • REST
              • Set Document Risk
              • Text Cleaner
              • Tika Text Extraction
              • Trie Entity Extractor
              • Update Metadata
            • Filters
            • Agents
            • Schedule
            • Advanced
        • OCR Engine
        • Job Configurations
          • General
          • Job
            • AutomatedSearchJob
            • Command Job
            • ElasticJob
            • Extended Metrics Job
            • File Extractor
            • GoogleVaultSAR
            • Google Drive Last Access Date
            • Nightly Events Processor Job
            • Notifications Processor Job
            • Portal Sync Job
            • Purge Job
            • SAR Archiving
            • Text Content Merge Job
          • Output
          • Agents
          • Scheduling
        • Migration Configuration
          • General
          • Filter
          • Metadata Mappings
          • Agents
          • Scheduling
          • Advanced
      • Stats
        • Data Views
    • Security
      • User Settings
      • Credentials
      • Authentication
      • Application Access
      • Auditing
      • Descriptor Groups
      • Uploads
    • Mappings
      • Entities
        • Manage Entity Groups
        • Create an Entity
        • Manage an Entity
      • Models
        • Create a New Model
        • Find a Model
        • Enable or Disable a Model
      • Vectors
      • Rank Features
    • Search Settings
      • Search Relevancy
        • Core Settings
        • Makers Algorithm
        • Filename Boost Layer
        • Minimum Matching Terms Filter
        • Field Boost
        • Modified Date Boosting
        • Hit Highlighting
        • Why My Search Matched
        • Data Search Strategy
      • Bulk Search
        • Managing a Bulk Search
      • Filtering
      • Search Performance
      • Related Results
      • Featured Links
    • AI Settings
      • Search Flows
        • Search Flow Types
        • General Configuration
        • Query and Prompt Classification
        • Search Steps
        • Smart Filtering
        • Model Steps
        • Result Templates
        • System Prompt
      • Tools
        • Concepts
        • Import OOTB Tools
        • Built In Functions and Tools
        • Create and Edit Tools
      • Classifications
        • Class
        • Class Rules
        • AI Classification
    • User Interface
      • Thumbnails
      • Code of Conduct
      • Visualisations
        • Related Result Connections Diagram
        • Event Timeline
        • Timeline Lens Activity Chart
        • Relationship Map
      • Map Lens
      • Theming
      • User Avatar
    • Global Settings
      • General
      • App Settings
      • Presets
      • Metrics
      • Viewer
      • SAR
        • Importing Data For A SAR
        • SAR Disclosure Document Storage
        • Getting SAR data from Google Vault
        • SAR Configuration Access
        • SAR File Status
      • Disclosure Portal
        • Disclosure Portal Set Up
        • SARs From The Portal
        • Email Delivery Settings
          • Delivery Settings
          • Brand Settings
          • Customise Emails
        • SMS Delivery Settings
        • Requestor Message Limit
        • Attachment Configuration
        • Password Configuration
        • File Scanner Configurator
      • Collections
      • Notifications
      • OData API
  • AI Studio
    • Classifications
      • Classifications
      • Classification Rules
    • Jobs
  • Labels
  • API Guides
    • Insight API Guide
      • Swagger Documentation
      • Trying Some Endpoints
      • Search Filter
      • Hits / Items
      • Inspecting REST Calls
    • Data Science API Guide
      • REST Interface
        • Login
        • Datasets
        • Fields
        • Field Statistics
        • Search
        • Scroll
        • Update
      • Python Library
      • Data Science API Wrapper
        • Login
        • Datasets
        • Fields
        • Field Statistics
        • Search
        • Scroll
        • Scroll Search
        • Update Single Document
        • Bulk Update
      • Search API Wrapper
        • Login
        • Privileged Access
        • Search
        • Collection
        • ChatBot Class
      • Admin API Wrapper
      • AI Model Server API Wrapper
      • Utilities
        • Query Builders
        • Azure Key Vault Wrapper
    • Creating a Native Enrichment Step
      • Creating an Enrichment Step
        • Creating the Core Classes
        • Extending our Enrichment Step
        • Adding a Configuration Template
        • Adding the Enrichment Step
        • Creating an Enrichment Pipeline
      • Other Tasks
        • Entities, Metadata and Data
        • Accessing the Repository
      • Example Code
      • Troubleshooting
    • Creating a Python Enrichment Step
      • Creating an Enrichment Step
        • Running the Example from Command Line
        • Running the Example
      • Creating Your Own Step
      • Adding or Changing Entities, Metadata
  • Whitepapers and Explainers
    • From a Billion To One – Mastering Relevancy
    • Methods for Text Summarization
      • Application
      • Technology Methods
      • Commercial Tools
      • Key Research Centres
      • Productionisation
      • Related Areas of Text Analytics
      • Conclusion
      • References
Powered by GitBook
On this page
  1. Installation
  2. AI Services

AI Model Service

PreviousPerformance and ConcurrencyNextInstallation and Setup
CtrlK

This details the AI Model Service and the providers that are included with Aiimi Insight Engine. These providers support users performing semantic search, and engaging with large language models (Generative AI).

The following providers are included:

  • Azure Open AI Generative - This provides access to Azure Open AI models, including GPT 3.5 and GPT 4. You can easily add new models as they are released by Open AI.

  • Huggingface Classifier - This is used by the user interface to classify a user prompt (query) and the user record. A 'label' is returned which is then used by the UI to select the right type of search to perform, and which optional model to run over the results.

  • Huggingface Extractive - This provider hosts a series of extractive models. These are used to take an object in AIE and then extract a fact for a given prompt.

  • Huggingface Generative - This provides access to Huggingface generative models such as Llama2 and Llama3. These can be run on your own private virtual machines.

  • Huggingface Generative LlamaCpp - This provider allows you to run GGUF format models. These can often be found on Huggingface. GGUF format models are often quantised and therefore can run using less memory. You can also balance the model across GPU VRAM and conventional memory.

  • Huggingface Sentence Transformers - Sentence Tranformers underpin dense vector sematic search. This provider is used by the search API to vectorise user queries.

  • Huggingface Sparse Vector - Sparse vectors underpin sparse vector sematic search. This provider is used by the search API to vectorise user queries.

  • Risk Scanner - This provider is used to svan generative output for sentiment and toxicity.