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Overview
Getting Started
Squirro Chat
Squirro Search
Squirro Classifier
Deploy Squirro
Installation and Upgrade
Install and Manage Squirro with Ansible
Ansible Quickstart Examples
Role Variables
Automate the Backup of Elasticsearch
Secure Elasticsearch with SSL/TLS
Leveraging NVMe SSDs for Elasticsearch speed
Deploying Squirro using Containers
Squirro Minimal Container Image
Container Reference
Cluster Expansion
Elasticsearch Migration
Installing Squirro on Linux
System Requirements
Upgrading
Upgrading Configuration Conflicts
Upgrading Earlier Versions
Squirro Self-Service
How-To Guides
Squirro Chat Data Guide
Squirro Chat Web Guide
How to Connect Squirro Chat to a Third-Party LLM
How to Connect Squirro Chat to a Microsoft Azure LLM
Integrate Synaptica with Squirro Classifier
Install an Application
Open a Demo
Launch a Test Drive
Register for a Squirro ID
Cluster Roles and Permissions
Email Domain-Based Permissions
Instances
Upgrading an Instance
Release Notes
3.15.0 (latest)
3.14.5 LTS
3.14.4 LTS Release Notes
3.14.3 Release Notes
3.14.2 Release Notes
3.14.1 Release Notes
3.14.0 Release Notes
3.13.6 LTS
3.13.5 Release Notes
3.13.4 Release Notes
3.13.3 Release Notes
3.13.2 Release Notes
3.13.1 Release Notes
3.13.0 Release Notes
3.12.1 LTS
3.11.6 LTS
Squirro 3.11.x Release Notes
3.11.5 Release Notes
3.11.4 Release Notes
3.11.3 Release Notes
3.11.2 Release Notes
3.11.1 Release Notes
3.11.0 Release Notes
3.10.6 LTS
Squirro 3.10.x Release Notes
3.10.0 - Release Notes
3.10.1 - Release Notes
3.10.2 - Release Notes
3.10.3 - Release Notes
3.10.4 - Release Notes
3.10.5 - Release Notes
3.9.7 LTS
3.9.7 LTS Release Notes
SquirroGPT Release Highlights
Squirro 3.9.x Release Notes
3.9.0 Release Notes
3.9.1 Release Notes
3.9.2 Release Notes
3.9.3 Release Notes
3.9.4 Release Notes
3.9.5 Release Notes
3.8.7 LTS
3.8.7 LTS Release Notes
3.8.6 LTS Release Notes
Squirro 3.8.x Release Notes
3.8.0 - Release Notes
3.8.1 - Release Notes
3.8.2 - Release Notes
3.8.3 - Release Notes
3.8.4 - Release Notes
3.8.5 - Release Notes
3.7.6 LTS
3.7.6 LTS - Release Notes
3.7.5 LTS Release Notes
Squirro 3.7.x Release Notes
3.7.1 - Release Notes
3.7.2 - Release Notes
3.7.3 - Release Notes
3.7.4 - Release Notes
3.6.8 LTS
3.6.8 LTS Release Notes
Squirro 3.6.8 LTS - Cognitive Search Improvements
Squirro 3.6.x Release Notes
3.6.0 - Release Notes
3.6.1 - Release Notes
3.6.2 - Release Notes
3.6.3 - Release Notes
3.6.4 - Release Notes
3.6.5 - Release Notes
3.6.6 - Release Notes
3.5.8 LTS
3.5.8 LTS Release Notes
3.5.8 LTS - Cognitive Search Improvements
3.5.9 LTS - Release Notes
3.5.x Release Notes
3.5.7 Release Notes
3.5.6 Release Notes
3.5.5 Release Notes
3.5.4 Release Notes
3.5.3 Release Notes
3.5.2 Release Notes
3.5.1 Release Notes
3.5.0 Release Notes
3.4.7 LTS
3.4.7 LTS Release Notes
3.4.X Release Notes
3.4.X Release Notes
3.4.0 Release Notes
3.4.1 Release Notes
3.4.2 Release Notes
3.4.3 Release Notes
3.4.4 Release Notes
3.4.5 Release Notes
3.4.6 Release Notes
Squirro Release Process
Technical Docs
Administration
Configuration
Configuration Files
cluster.ini
common.ini
configuration.ini
convert.ini
datasource.ini
digestmailer.ini
emailsender.ini
filtering.ini
fingerprint.ini
frontend.ini
genai.ini
ingester.ini
topic.ini
/etc/sysconfig
Configuration Service
Default Language
Email Templates
Enable Proxy Server for Outgoing Calls
File Upload Limits
High Performance Configuration
Interpolation
Key Naming Conventions
Securing Configuration Files
Secure Configuration Guide
Securing Redis Instance over SSL
SSL Certificates
External Authentication
Architecture for Authentication
Query Templates
User Management in the UI
SAML SSO for Squirro
- ADFS Setup
- Azure Setup
- Google Setup
- Okta Setup
Operations
Accessing Servers
Activity Tracking
Audit Logging
Business Continuity Planning
Cluster Status
Database Backup and Restore
Reindexing Elasticsearch
Elasticsearch Management
Fixing MySQL/MariaDB Replication
How Squirro Scales
Monitoring
Services
How to Set Up Oracle Database as Squirro’s Metadata Storage
Deploying the Plumber service in a Docker container
Troubleshooting
Internet Explorer Compatibility
Investigating Performance Issues
MySQL Big Data Management
MySQL Too Many Connections
Flushing Caches
Python Performance Profiling Using PySpy
Agent Framework
Configuring Agents and Tools
Developing Custom Tools
MCP Server Tools
Large Language Model Support
Brave Search Tool
AI Studio
How-To Guides
Bulk Labeling
Create Document-Level Models
Create Sentence-Level Models
Integrating a Custom ML Classifier
Interact with Squirro Using Jupyter Notebook
Step 1: Ground Truth
Step 2: Models
Step 3: Publish and Deploy
Share Labeling Permissions
Bulk Labeling
ML Enrichments for Pipeline Workflows
Squirro Client Reference
APIs and SDKs
SquirroClient (Python SDK)
APIs by Topic
CollectionsMixin
CommunitiesMixin
CommunitySubscriptionsMixin
CommunityTypesMixin
ConfigurationMixin
DashboardsMixin
EmailTemplatesMixin
EnrichmentsMixin
EntitiesMixin
FacetsMixin
FileUploadMixin
GlobalTempMixin
MLCandidateSetMixin
MLGraphiteMixin
MLGroundTruthMixin
MLModelsMixin
MLNerMixin
MLPublishMixin
MLSentenceSplitterMixin
MLTemplatesMixin
MLUserFeedbackMixin
MachineLearningMixin
NotesMixin
ObjectsMixin
PipelineSectionsMixin
PipelineStatusMixin
PipelineWorkflowMixin
ProjectGuideFilesMixin
ProjectTranslationsMixin
ProjectsMixin
SavedSearchesMixin
ScanContext
SmartAnswersMixin
SourcesMixin
SubscriptionsMixin
SuggestImageMixin
SynonymsMixin
TasksMixin
ThemesMixin
TopicApiBaseMixin
WidgetsAndAssetsMixin
DocumentUploader Class
GenAI service API
GenAIApiMixin
Installation
ItemUploader Class
Setup Class
SquirroClient Tutorial
User Management
UserApiMixin
Squirro Toolbox
Bulk Exporter
Install In a Python Environment
squirro_asset CLI Reference
Toolbox Differences Between macOS / Linux / Windows
Authentication
Catalyst Data Model
Common Headers
Common Status Codes
Data Modeling
Item Format
JavaScript SDK
Plugin Repository
Custom Sections API
Microservices APIs
GenAI Service API
Architecture
Architecture Diagrams
General Concepts
Collections
Chat
Privacy Layer
AI Guardrails
Execution details
Communities
Augmentation
Auto-Subscription
Communities Tutorial
CSV and Excel Formatting for Upload
Managing Communities
Setting Up Community Types
How To Set Up Using KEE
Visualizing Communities
Dashboards
Dashboard Editor
Dashboard Store
Dashboard Types
Community 360 Dashboard
Explore Dashboard
Global Search Dashboard
Layout Master Dashboard
Layers
Mobile Dashboard Editor
Permissions
Query Parameterization
Upgrading Dashboards Manually
Visibility Conditions
Data Loading
How-To Guides
CLI Tool Tutorial
Creating a Custom Connector
Creating a Custom Plugin
Labels Tutorial
UI Data Loading Guide
Command Line Tool
Connectors
Built-In Data Connectors
CSV Connector
Documents Connector
Excel Connector
Squirro Connector
Web Crawler Connector
Cloud Connectors
Dropbox Connector
Google Drive Connector
Microsoft One Drive Connector
Enterprise Connectors
Atlassian Confluence Connector
Atlassian Jira Connector
Google Gmail Connector
Microsoft Exchange Connector
Microsoft SharePoint Connectors
Salesforce Sales Cloud Connector
Salesforce Service Cloud Connector
Webz.io Connector
Data Types
Date Format
Data Loader Reference
Format Strings
Labels
Plugins
API for Caching and Custom State Management
Boilerplate
Configuration
DataSource Class Reference
Dependencies
Example Data Loader Plugin
Incremental Loading
Preview
Templates
Troubleshooting
UI Data Loader
Data Processing Pipeline
Built-In Steps
Load
Enrich Steps
Unshorten Link
Duplicate Detection
Content Augmentation
Content Extraction
PDF OCR
Noise Removal
Thumbnail Extraction
Language Detection
PDF Conversion
Relate
Discover
Classify
Recommend
Automate
Index Steps
Content Standardization
Cache Cleaning
Indexing
Search Tagging and Alerting
Flow
Custom Steps
Pipelets (Custom Step)
Squirro Scripts
Indexing Common Formats
Content Streamers
Pipeline Editor
Pipeline Overview
Prioritization
Processing Errors
Reset Project
Reruns
Data Virtualization
Integrations
Atlassian (Confluence & Jira)
Embedding Dashboards
Microsoft Dynamics, Sharepoint, and Office
Newsletters
OpenSearch API
PegaSystems - Pega
Outlook
Qlik Sense
Salesforce
ServiceNow Insights
Tableau
Installation Guides
Squirro for Salesforce Installation
Salesforce Federated Search Installation
Microsoft Outlook Installation
Known Entity Extraction
Command Line Tool
Command Line Tool Tutorial
Configuration
Studio Plugin
Studio Plugin Tutorial
Testing
Tokenizers and Filters
libNLP
Base Types
How to Create Custom Query-Processing Steps
Query Processing
CustomSpacyNormalizer
IntentDetector
LanguageDetection
LemmaExpander
POSBooster
QueryClassifier
QueryModifier
QuerySyntaxParser
QueryZeroShotClassifier
SemanticTermExpander
Step Types
Standard Types
Analyzers Package
make_analyzer
Analyzer
ProximityValidation
Classifiers Package
make_classifier
AutoMLClassifier
BERTSentiment
Classifier
CosineSimilarityClassifier
FastTextClassifier
KFoldValidation
SklearnClassifier
SmartfilterClassifier
VaderSentiment
Debuggers Package
make_debugger
Debugger
LogFieldsDebugger
Embedders Package
make_embedder
BowEmbedder
Embedder
SklearnTFIDFEmbedder
TermsExtractionEmbedder
TransformerEmbedder
External Package
make_step
EndpointStep
MlflowMaasEndpointStep
RemoteQuestionAnswering
RemoteSpacy
Filters Package
make_filter
AggregateFilter
BlacklistFilter
CoalesceFilter
CopyFilter
DocJoinFilter
DocSplitFilter
EmptyFilter
EntityAggregatorFilter
Filter
JoinFilter
MergeFilter
NerEntityFilter
OffsetMappingFilter
ProximityFilter
PyMuPDFEntityBBoxFilter
RegexFilter
SplitFilter
SquirroEntityFilter
ThresholdFilter
VoteFilter
WhitelistFilter
Flow Package
make_flow_step
ConditionStep
Loaders Package
make_loader
CSVLoader
FileLoader
JSONLoader
Loader
SquirroGroundtruthLoader
SquirroItemLoader
SquirroNERGroundtruthLoader
SquirroQueryLoader
Normalizers Package
make_normalizer
CharacterNormalizer
EmailParseNormalizer
HTMLMappingNormalizer
HTMLNormalizer
LowercaseNormalizer
Normalizer
PunctuationNormalizer
SentimentTermNormalizer
SpacyNormalizer
StopwordsNormalizer
Projectors Package
make_projector
Projector
SklearnProjector
Runtimes Package
make_runtime_step
ONNXRuntime
Runtime
Savers Package
make_saver
CSVSaver
JSONSaver
Saver
SquirroEntityCleaner
SquirroItemSaver
Tokenizers Package
make_tokenizer
HtmlTokenizer
PdfPagesTokenizer
PdfSentencesTokenizer
SentencesNLTKTokenizer
SpacesTokenizer
Tokenizer
Troubleshooting & FAQ
Utils
Standard Types
Cache Package
get_model_cache_client
Cache
CacheWithExpiration
ExpiringCache
MemoryCache
ModelCacheClient
Model Management Package
InMemModel
ModelNotInMemoryException
Transformers Package
get_transformer
Huggingface_Transformers
SentenceTransformer
Tensorflow_Transformer
Transformer
Machine Learning
How To Publish ML Models Using the Squirro Client
Significant Terms Extraction
Pipelets
How-To Guides
Pipelets Tutorial
How to Access File Contents in Pipelets
How to Use Pipelets With the Squirro Data Loader
Additional Labeling Pipelet
Development Workflow
Pipelets and the Dataloader
Pipelets Reference
Rerunning a Pipelet
Scaling Pipelet Execution
Time Formats Pipelet
Troubleshooting and FAQ
Writing Pipelets
Project Templates
Configuration
Export and Import
Overview
Retrieval Augmented Generation
Search
Features
Concept Search
Other People Ask
Popular Query Suggestions
Question Answering
Query Syntax
Search Bar Chips
Semantic and Hybrid Search
Spellchecking
Typeahead Suggestions
Favorite Filters
How-To Guides
Remote Models
RerankerPayload
CrossEncoderResponse
SentenceEmbeddingsPayload
SentenceEmbeddingsOutputs
Best-Bets Labels
Cognitive Search Set Up
Configure Other People Ask
Configure Question Answering
Configure Scoring Profiles for Document Relevancy
Handle Query Terms
Language Support
Document Relevancy
Scoring Profiles and Roles
Scoring Plugins
Recommend
Rerank
Retrieve
View
Query Processing
Recommendations
Searchable File Types
Synonyms
Synaptica
User Interface
App and Nav Bar Styling
Connecting to Squirro
Note Taking
Overview
Project Browser
Reference Screen
Roles & Permissions
Spaces
Squirro Monitoring
Studio
ML Workflows
ML Jobs
Themes
Widgets
Built-In Widgets
Action Widget
Bar Chart Widget
Batch Q&A
Breadcrumbs Widget
Chat Widget
Communities Widget
Communities Banner Widget
Divider Widget
Engagement Map Widget
Entities Widget
Favorites Widget
Heat Map Widget
HTML Editor Widget
iFrame Widget
Info Card Widget
Item Detail Widget
Items Table Widget
Items Widget
Labels Widget
Line Chart Widget
Metrics Widget
Navigation Chips Widget
Pie Chart Widget
QA Widget
Region Map Widget
Reset Filters Widget
Rich Text Editor Widget
Search Bar Widget
Spelling Correction Widget
Table Widget
Tabs Widget
Time Selection Widget
Timeline Widget
Word Cloud Widget
World Map Widget
Custom Widgets
How to Create a Custom Widget
Managing Widgets in the UI
Squirro Widget SDK
Properties
Factories
Utils
React Custom Widgets
How-Tos and Walkthroughs
How To Opt In To React Widgets
How To Style React Widgets
Items Widget Styling Walkthrough
Adding Tooltips to Tabs Widget Walkthrough
Available React Hooks
Available Libraries
Creating Custom Widgets
Customizing Widgets
Getting Started with React
Squirro Storybook
Styling React Components
Backbone Custom Widgets
Custom Widgets Life Cycle
Custom Widgets for Dashboards
Squirro Widget CLI Reference
Custom Widgets and the Dashboard Store
Example Card or Result List Custom Widget
Tutorials
Getting Started
Accessing Data
Common Knowledge
FAQ
Debugging
Models, Views, & Collections
JavaScript
Workspaces
Engage
Forum
Support
Redefining AI Podcast
Other
Security
Security Advisories
CVE-2021-27945 - Cross-Site Scripting
CVE-2021-44228 - log4j Security Vulnerability
Squirro Profiles
System Administrator/DevOps Engineer
Project Creator
Data Scientist
Model Creator
Search Engineer
Python Engineer
Frontend Developer
Cognitive Search User
Squirro A to Z
Squirro Glossary
Glossary of Industry Terms
Index
squirro.com
Squirro Academy
Terms & Conditions
Kelsi Monroe Property Apr 2026