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Documentation
Recipes
API Reference
Changelog
Discussions
Getting Started
About TrueFoundry
Create and Setup your account
Truefoundry Key Concepts
Create Your First Deployment
Setup for CLI
Service
Introduction to a Service
Deploy your first Service
Deploy Service from a public Github repository
Deploy Service using Python SDK
Interacting with your Service
Monitor your Service
Configuring your service
Define Ports and Domains
Define Resources
Environment Variables and Secrets
Autoscaling
Liveness/Readiness Probe
Rollout Strategy
Mounting Volumes and DataMounts
Intercepts
Access Cloud Services like S3
Update, Rollback, Promote
Set up CI/CD
Set up Alerts
Job
Introduction to a Job
Running your first Job
Deploy and Run Job from a public GitHub repository
Deploy and Run Job using Python SDK
Interacting with your Job
Monitor your Job
Configuring your Job
Configure Job Trigger
Parameterize a job
Environment Variables and Secrets
Mounting Volumes
Set Retries And Timeout
Set Concurrency Limit
Access data from S3 or other clouds
ML Repository
Introduction to ML Repo
Quick Start
Guides
Creating a run
Log and Get Parameters
Log and Get Metrics
Log and Get Artifacts
Log and Get Models
Log and Get Data
Add Tags
Log Images
Log Plots
Add Artifacts via UI
API Reference
MlFoundry
Runs
Artifact
Models
Dataset
Large Language Models (LLMs)
Introduction to LLMOps
LLM Playground
Deploying a LLM
Fine-Tuning a LLM
Build QA using RAG
Notebooks / VSCode
Launch Notebook
Launch VS Code
Volumes
Introduction to Volume
Creating and Utilizing Volume
Interacting with your Volume
Async Service
Introduction to Async Service
Deploy your first Async Service
Queue Integrations
AWS SQS
Monitoring your Async Service
Autoscaling
Deployment Configurations
Image and Build
Build Docker Image with build-args
Secrets
Environments
Generate API Key
Endpoints and Routing
Specifying host for your service
Figure out your Configured Domain
Customize path for a port
Setting up Domain
Helm Chart Export
Collaboration
Role Based Access Control
Adding GPUs to Applications
Deploying On Your Own Cloud
Creating your own kubernetes cluster
AWS
AWS infra requirements
Creating an EKS cluster using onboarding-cli
Autoscaling in EKS: Karpenter
EBS CSI driver installation
EFS in AWS EKS
Post cluster configurations
Authenticate to AWS services using IAM service account
Azure
Azure Infra requirements
Creating an AKS cluster using onboarding-cli
Creating an AKS cluster using azure-cli
Understanding Azure Node Pools
SSL and DNS setup in Azure
Post Cluster configurations
Google Cloud Platform
GCP Infra Requirements
Creating a GKE cluster using onboarding-cli
Setting up DNS and certificates on GKE
GCP Post Cluster Configurations
Authenticate to GCP using IAM serviceaccount
Generic
kind
minikube
Setting up SSL using cert-manager through HTTP-01 challenge
Setting up DNS and certificate using cloudflare
Connect cluster to control plane
SSO
Azure AD
Integrations
Docker Registry
Git
Blob Storage
Secret Store
References
Service
Job
AsyncService
Model Deployment
Volume
Helm
Image and Build
Deployment Additional Configuration
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