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NVIDIA NeMo Microservices

NVIDIA NeMo Microservices - Home NVIDIA NeMo Microservices - Home

NVIDIA NeMo Microservices

Table of Contents

About NeMo Microservices

  • Overview
  • Key Features
  • Concepts
    • Platform
    • Entities
    • Customization
    • Evaluation
    • Inference
    • Guardrails
    • Data Designer
    • Safe Synthesizer
  • Release Notes

Get Started

  • About Getting Started
  • Demo Cluster Setup
    • Demo Cluster Requirements
    • Minikube
      • Set Up Using Deployment Scripts
      • Set Up Manually
  • Install NeMo Microservices Python SDK
  • Beginner Platform Tutorials
    • Deploy NIM
    • Customize and Evaluate LLMs
    • Add Safety Checks to LLMs
    • Use Llama Stack APIs
  • Jupyter Notebooks

Manage Entities

  • About Managing Entities
  • Tutorials
    • Set Up Organizational Entities
    • Create Dataset Files
  • Namespaces
    • Create Namespace
    • Update Namespace
    • Get Namespace
    • List Namespaces
    • Delete Namespace
  • Projects
    • Create Project
    • Update Project
    • Get Project
    • List Projects
    • Delete Project
  • Datasets
    • Create Dataset
    • Get Dataset
    • Update Dataset
    • List Datasets
    • Delete Dataset
  • Models
    • Get Details of a Model
    • Update Model
    • List Models
    • Delete Model
  • Entity Fields Reference

Design Synthetic Data From Scratch or Seeds

  • About Designing Synthetic Data From Scratch or Seeds
  • Deploy with Docker
  • Tutorials
  • Configure Models
  • Seeding SDG with External Data
  • Generate Realistic Personal Details
  • Define Data Columns
    • Column Types
      • Sampling-Based Columns
      • Expression Columns
      • LLM-Based Columns
    • Multi-Modal Context
    • Add Constraints
    • Using Jinja Templates
    • Structured Outputs
  • Generate Data
    • Data Generation Workflow
    • Manage Jobs
      • Preview Data Generation
      • Create Data Generation Job
      • Get Job Status
      • List Data Generation Jobs
      • Get Job Logs
      • Get Job Results
      • Download Job Results
  • Data Designer Configuration
    • Save Configurations
    • Load Configurations
  • Data Quality
    • Code Validation
    • Dataset Analysis and Profilers
    • Add Custom Validation

Generate Private Synthetic Data (Beta)

  • About Generating Private Synthetic Data
  • Deploy with Docker
  • Tutorials
    • Safe Synthesizer 101
  • Synthesize
    • Tabular Fine-Tuning
    • Differential Privacy
    • Replace PII
      • Named Entity Recognition in Free Text
      • Regex
      • LLM Column Classification
      • Supported Entities
  • Evaluate
    • Evaluation Report
  • Configure
    • Data Preparation
    • PII Replacement
    • Training
    • Generate
    • Evaluate
  • Python SDK
    • REST API Reference
    • Examples
  • Manage Jobs
    • Create Job
    • Monitor Status
    • Logs
    • Cancel Job
    • Retrieve and List Jobs
    • Delete Job
    • Job Results
      • List Results
      • Get Result Metadata
      • Download Result

Fine-Tune

  • About Fine-Tuning
  • Tutorials
    • Understanding Configs and Models
    • Format Training Dataset
    • LoRA Customization
    • SFT Customization
    • DPO Customization
    • Distillation Customization
    • Embedding Model Customization
    • Check Job Metrics
    • Optimize Throughput
    • Import Private HF Model
  • Model Catalog
    • Llama Models
    • Llama Nemotron Models
    • Phi Models
    • Embedding Models
    • GPT-OSS Models
    • Gemma Models
    • Dataset Format Requirements
  • Manage Targets
    • Create Target
    • Get Target Details
    • List Targets
    • Update Target
    • Delete Target
    • Target Values
  • Manage Configs
    • List Configs
    • Get Config Details
    • Create Config
    • Update Config
  • Manage Jobs
    • Create Job
    • Get Job Status
    • List Active Jobs
    • Cancel Job
    • Hyperparameter Options

Evaluate

  • About Evaluating
  • Deploy with Docker
  • Tutorials
    • Run an LLM Harness Eval
    • Run an LLM Judge Eval
  • Evaluation Flows
    • Academic Benchmarks
      • BigCode
      • BFCL
      • LM Harness
      • Safety Harness
      • Simple Evals
    • Retrieval
    • RAG
    • Agentic
    • LLM-as-a-Judge
    • Template
    • Prompt Optimization
  • Targets
    • Create Target
    • Delete Target
    • Data Source Targets
    • LLM Model Targets
    • Retriever Pipeline Targets
    • RAG Pipeline Targets
    • Target Schema
  • Configurations
    • Create Config
    • Delete Config
    • Config Schema
  • Jobs
    • Create Job
    • Get Job Details
    • Get Job Status
    • List Jobs
    • Get Job Results
    • Download Detailed Results
    • Get Job Logs
    • Delete Job
    • v2 Migration Guide
    • Job Target & Config Matrix
    • Job Durations
    • Job Schema
  • Live Evaluations
  • API Key Authentication
  • Results
  • Filter and Sort Responses
  • Support Matrix

Audit Model Safety (Beta)

  • About Auditing Models
  • Deploy with Docker
  • Tutorials
    • Run a Simple Job
    • Audit a Local NIM
    • Notebook
  • Manage Targets
    • Basic Target
    • NVIDIA Hosted NIM
    • NIM Proxy
    • Local NIM
    • OpenAI
    • List Targets
    • Update and Delete a Target
    • Target Schema
  • Manage Configs
    • Create Config
    • Get a Config
    • List Configs
    • Update and Delete a Config
    • Probes and Plugins
    • Config Schema
  • Run and Manage Audit Jobs
  • Viewing Audit Job Results
  • Reference

Deploy NIM and Run Inference

  • About Deploying and Running Inference on NIM
  • Tutorials
    • Deploy NIM
    • Run Inference on NIM
  • Manage NIM Deployments
    • Deploy NIM Microservices
    • Get NIM Deployment Details
    • List Deployments
    • Update Deployment
    • Delete NIM Deployment
    • Create Configuration
    • Get Configuration
    • List Configurations
    • Update Configuration
    • Delete Configuration
  • Run Inference on NIM
    • Health Check
    • List Models
    • Chat Completions
    • Completions
    • Embeddings

Manage Guardrails

  • About Guardrails
  • Terminology
  • Deploy with Docker
  • Tutorials
    • Integrate with NemoGuard NIM
    • Parallel Rails
    • Multimodal Data
    • Injection Detection
    • Custom HTTP Headers
    • Custom LLM Providers
  • Manage Configurations
    • Creating a Configuration
    • Listing Configurations
    • Getting a Configuration
    • Updating a Configuration
    • Deleting a Configuration
    • Configuration Store
  • Manage Access to Models
  • Check a Guardrail
  • Inference with Guardrails
  • Streaming Output
  • Observability
  • Reference

Admin Setup

  • About Admin Setup
  • Install as Platform
    • Prerequisites
    • Install
    • Ingress Setup
    • Upgrade
    • Uninstall
  • Install Individually
    • Tag-Based Installation
    • NeMo Auditor
      • Helm Chart
    • NeMo Customizer
      • Helm Chart
      • Manage GPUs
        • Configure Cluster GPUs
        • Model Configurations Matrix
        • Troubleshooting GPU Jobs
      • Configure Models
    • NeMo Data Designer
      • Helm Chart
    • NeMo Evaluator
      • Helm Chart
      • Chart Config Options
    • NeMo Guardrails
      • Basic Installation
      • Integrate with NIM Deployed in Cluster
      • Integrate with NIM from build.nvidia.com
      • High Availability
      • Configuration Store
      • Custom Dependencies
      • Observability
      • Deploy on Google Kubernetes Engine
    • NeMo Safe Synthesizer
      • Helm Chart
  • Infrastructure Configurations
    • Core Configs
      • Configure Jobs
    • Data Store Config
    • Entity Store Config
    • Deployment Management Config
    • NIM Proxy Config
    • Operator Config
  • Custom Resource Definitions
  • Manage Storage
    • Databases
      • PostgreSQL
      • Milvus
    • PVCs
      • AWS Peristent Volumes
      • Oracle Persistent Volumes
    • Object Storage
      • Amazon S3
    • Backup and Restore
  • Manage Secrets
    • Secrets for Accessing NGC Catalog
    • External Database Secrets
    • JSON Web Token Secrets
    • Object Store Secrets
    • MLFlow Customizer Secrets
    • Weights & Biases Keys
    • Hugging Face API Key Secret
  • OpenTelemetry Setup
  • Tenant Configuration Options
  • Security for NeMo Microservices

Reference

  • System Requirements
  • NeMo Microservice API Reference
    • Platform
    • Auditor
    • Customizer
    • Data Designer
    • Deployment Management
    • Entity Store
    • Evaluator
    • Guardrails
    • NIM Proxy
    • Safe Synthesizer
  • NeMo Microservices Python SDK Reference
    • Client APIs
    • API Reference
      • nemo_microservices
        • nemo_microservices.data_designer
        • nemo_microservices.lib
        • nemo_microservices.resources
        • nemo_microservices.types
        • nemo_microservices.pagination
  • NeMo Microservices Helm Chart
  • Troubleshooting
    • Troubleshoot Auditor
    • Troubleshoot Customizer
    • Troubleshoot Evaluator
    • Troubleshoot Guardrails
    • Troubleshoot Data Designer
    • Troubleshoot Setup
  • NVIDIA Distribution in Llama Stack
  • EULA

Resources

  • OSS License Acknowledgements
  • NeMo Microservices Python SDK Reference
  • NeMo Microservices Python API Reference
  • nemo_microservices
  • nemo_microservices.types
  • nemo_microservices.types.data_designer
  • nemo_microservices.types.data_designer.inequality_operator

nemo_microservices.types.data_designer.inequality_operator#

Module Contents#

Data#

InequalityOperator

API#

nemo_microservices.types.data_designer.inequality_operator.InequalityOperator: typing_extensions.TypeAlias#

None

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    • API
      • InequalityOperator
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Last updated on Oct 28, 2025.