AIF Ecosystem
AIF Ecosystem
Data ingestion
Data Preprocessing
Application Component
Data Governance
Data Quality
Data Lineage
Inferencing Frameworks
Model Deployment Tools
AI Framework Operations
Agent Components
RAG Components
Guardrails
Drift Detection
Performance Tracking
Model Development Tools
Model Training Platforms
Hyperparameter Tuning
Model Evaluation Tools
Model Validation
Model Versioning
Model Management Tools
Application Component
Model Serving Platforms
Monitoring tools
Logging Tools
Alerting Tools
Tracing Tools
Auditing Tools
Encryption
Access Control Systems
Vulnerability Management
Compliance Frameworks
Web
Mobile
API
Business Applications
DPU
NVIDIA GPU Operator
Intel Device Plugin Operator
AMD GPU Operator
Docker
Kubernetes
OpenShift
Charmed
Vanilla Kubernetes
EKS
GKE
Rancher
Tanzu
Upstash
Pinecone
Weaviate
Chroma
Kinetica
Pryon
PostgresSQL with pgvector
Milvus
Qdrant
AgentOps
Humanloop
Kubeflow
mlflow
Metaflow
Flyte
ModelDB
TensorFlow Serving
Application Service
AWS SageMaker
DPU
NIC
NVIDIA
AMD
INTEL
Intel
Grace
EPYC
Windows
Canonical
Red Hat
Presentation Layer
Application Layer
Data Management
AI Inferencing
Model Design, Development and Tuning
AI Model Repository and Model Serving Functions
Observability
Security
Control Plane Management
Containers and Orchestration Layer
Driver Abstraction
Native Drivers
Operating System
Hardware
CPU
GPU
Networking
Version 0.01
Supported
Unsupported
Vector Database
(Data Management - Data ingestion)
(Data Management - Data Preprocessing)
(Data Management - Application Component)
(Data Management - Data Governance)
(Data Management - Data Quality)
(Data Management - Data Lineage)
(AI Inferencing - Inferencing Frameworks)
(AI Inferencing - AI Framework Operations)
(AI Inferencing - Agent Components)
(AI Inferencing - RAG Components)
(AI Inferencing - Guardrails)
(AI Inferencing - Drift Detection)
(AI Inferencing - Performance Tracking)
(Model Design, Development and Tuning - Model Development Tools)
(Model Design, Development and Tuning - Model Training Platforms)
(Model Design, Development and Tuning - Hyperparameter Tuning)
(Model Design, Development and Tuning - Model Evaluation Tools)
(Model Design, Development and Tuning - Model Validation)
(Model Design, Development and Tuning - Model Versioning)
(AI Model Repository and Model Serving Functions - Model Management Tools)
(AI Model Repository and Model Serving Functions - Application Component)
(AI Model Repository and Model Serving Functions - Model Serving Platforms)
(Observability - Monitoring tools)
(Observability - Logging Tools)
(Observability - Alerting Tools)
(Observability - Tracing Tools)
(Observability - Auditing Tools)
(Security - Encryption)
(Security - Access Control Systems)
(Security - Vulnerability Management)
(Security - Compliance Frameworks)
(Security - Data Management)
(Security - AI Inferencing)
(Security - Model Design, Development and Tuning)
(Presentation Layer - Web)
(Presentation Layer - Mobile)
(Presentation Layer - API)
(Application Layer - Business Applications)
(Security - AI Model Repository and Model Serving Functions)
(Security - Observability)
(Hardware - CPU)
(Hardware - GPU)
(Hardware - Networking)
(Networking - DPU)
(Networking - DPU)
(Networking - NIC)
(GPU - NVIDIA)
(GPU - AMD)
(GPU - INTEL)
(CPU - Intel)
(CPU - Grace)
(CPU - EPYC)
(Operating System - Windows)
(Operating System - Canonical)
(Operating System - Red Hat)
(Native Drivers - NVIDIA GPU Operator)
(Driver Abstraction - NVIDIA GPU Operator)
(Driver Abstraction - Intel Device Plugin Operator)
(Driver Abstraction - AMD GPU Operator)
(Containers and Orchestration Layer - Docker)
(Containers and Orchestration Layer - Kubernetes)
(Kubernetes - OpenShift)
(Kubernetes - Charmed)
(Kubernetes - Vanilla Kubernetes)
(Kubernetes - EKS)
(Kubernetes - GKE)
(Kubernetes - Rancher)
(Kubernetes - Tanzu)
(Kubernetes - Supported)
(Supported - OpenShift)
(Supported - Charmed)
(Kubernetes - Unsupported)
(Unsupported - EKS)
(Unsupported - GKE)
(Unsupported - Rancher)
(Unsupported - Vanilla Kubernetes)
(Unsupported - Tanzu)
(RAG Components - Vector Database)
(Vector Database - Upstash)
(Vector Database - Pinecone)
(Vector Database - Weaviate)
(Vector Database - Chroma)
(Vector Database - Kinetica)
(Vector Database - Pryon)
(Vector Database - PostgresSQL with pgvector)
(Vector Database - Milvus)
(Vector Database - Qdrant)
(Agent Components - AgentOps)
(Model Deployment Tools - Humanloop)
(AI Framework Operations - Kubeflow)
(AI Framework Operations - mlflow)
(AI Framework Operations - Metaflow)
(AI Framework Operations - Flyte)
(Model Deployment Tools - Kubeflow)
(Model Management Tools - ModelDB)
(Model Serving Platforms - TensorFlow Serving)
(Model Serving Platforms - AWS SageMaker)
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