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Data Management Training Inference GenAI Managed Services
Lore SDK AIOLI SDK Pachyderm SDK
2.9.72.10.52.11.4
MLDM
  • Get Started
    • First-Time Setup
      • Connect to Existing Instance
        • Language Clients
          • Beginner Tutorial
            • Overview
              • Create a Project
                • Create a Repo & Upload Data
                  • Create Pipelines
                    • Explore Resources, Data, & Logs
                    • Non-Bundled Database Setup
                    • Learn
                      • Key Features
                        • Target Audience
                          • Basic Concepts
                            • Intro to Data Versioning
                              • Intro to Console
                                • Set Cluster Defaults
                                  • Set Project Defaults
                                    • View Dashboard
                                      • View Project
                                        • Repo Actions
                                          • Create Repo
                                            • Manage Repo Metadata
                                              • Upload Files
                                                • View Input Files
                                                  • View Output Files
                                                    • Delete Repo
                                                    • Pipeline Actions
                                                      • Create Pipelines
                                                        • Duplicate Pipelines
                                                          • Pause/Restart Pipelines
                                                            • Rerun Pipelines
                                                              • Update Pipelines
                                                                • View Pipeline Details
                                                                  • List & Inspect Pipelines
                                                                    • Delete Pipelines
                                                                    • List & Inspect Jobs
                                                                    • Intro to Pipelines
                                                                      • Developer Workflow
                                                                        • CI/CD Integration
                                                                          • Create a Machine Learning Workflow
                                                                            • The Push Images Flag
                                                                              • Working with Pipelines
                                                                              • Diagrams
                                                                                • High-Level Architecture Diagram
                                                                                • Glossary
                                                                                  • Ancestry Syntax
                                                                                    • Branch
                                                                                      • Commit
                                                                                        • Commit Set
                                                                                          • Cron
                                                                                            • DAG
                                                                                              • Data Parallelism
                                                                                                • Datum
                                                                                                  • Deferred Processing
                                                                                                    • Distributed Computing
                                                                                                      • File
                                                                                                        • Glob Pattern
                                                                                                          • Global Identifier
                                                                                                            • History
                                                                                                              • Input Repository
                                                                                                                • Job
                                                                                                                  • NLP
                                                                                                                    • Output Repository
                                                                                                                      • Pachyderm Worker
                                                                                                                        • Pipeline
                                                                                                                          • Pipeline Inputs
                                                                                                                            • Pipeline Specification
                                                                                                                              • Project
                                                                                                                                • Provenance
                                                                                                                                  • Task Parallelism
                                                                                                                                    • User Code
                                                                                                                                  • Set Up
                                                                                                                                    • Cloud Deploy
                                                                                                                                      • AWS Deployment
                                                                                                                                        • Azure Deployment
                                                                                                                                          • GCP Deployment
                                                                                                                                            • Console Setup
                                                                                                                                              • Set Up AWS Secret Manager
                                                                                                                                              • Local Deploy
                                                                                                                                                • Docker Desktop
                                                                                                                                                  • Minikube
                                                                                                                                                  • On-Prem Deploy
                                                                                                                                                    • Pachctl
                                                                                                                                                      • Pachctl Auto-completion
                                                                                                                                                        • Unified Deployment
                                                                                                                                                          • Authentication & IdP Connectors
                                                                                                                                                            • MockIDP
                                                                                                                                                              • Auth0
                                                                                                                                                                • Okta
                                                                                                                                                                • Authorization (RBAC)
                                                                                                                                                                  • Access Control (RBAC) Roles & Permissions
                                                                                                                                                                    • Manage RBAC via Console
                                                                                                                                                                      • Add Roles to User via PachCTL
                                                                                                                                                                        • Add Roles to Group via PachCTL
                                                                                                                                                                        • Connection
                                                                                                                                                                          • Environment Variables
                                                                                                                                                                            • Kubernetes RBAC
                                                                                                                                                                              • Import a Kubernetes Context
                                                                                                                                                                                • Log Aggregation (Loki)
                                                                                                                                                                                  • Metadata
                                                                                                                                                                                    • Non-Default Namespaces
                                                                                                                                                                                      • Enterprise Edition
                                                                                                                                                                                        • Activate Enterprise via Helm
                                                                                                                                                                                          • Activate Enterprise via PachCTL
                                                                                                                                                                                            • Features Overview
                                                                                                                                                                                            • Enterprise Server (ES)
                                                                                                                                                                                              • Activate ES for Multi-Cluster
                                                                                                                                                                                                • Activate ES for Single-Cluster
                                                                                                                                                                                                  • Register a Cluster via Helm
                                                                                                                                                                                                    • Register a Cluster via PachCTL
                                                                                                                                                                                                      • Server Management
                                                                                                                                                                                                        • Server Setup
                                                                                                                                                                                                        • S3 Gateway API
                                                                                                                                                                                                          • TLS (SSL, HTTPS)
                                                                                                                                                                                                            • Tracing (Jaeger)
                                                                                                                                                                                                              • Blob/Object Storage
                                                                                                                                                                                                                • Global Config
                                                                                                                                                                                                                • Manage
                                                                                                                                                                                                                  • Helm Chart Values (HCVs)
                                                                                                                                                                                                                    • Deploy Target HCVs
                                                                                                                                                                                                                      • Determined HCVs
                                                                                                                                                                                                                        • Global HCVs
                                                                                                                                                                                                                          • Console HCVs
                                                                                                                                                                                                                            • Enterprise Server HCVs
                                                                                                                                                                                                                              • ETCD HCVs
                                                                                                                                                                                                                                • Loki HCVs
                                                                                                                                                                                                                                  • PachD HCVs
                                                                                                                                                                                                                                    • PachW HCVs
                                                                                                                                                                                                                                      • Kube Event Tail HCVs
                                                                                                                                                                                                                                        • PGBouncer HCVs
                                                                                                                                                                                                                                          • PostgreSQL Subchart HCVs
                                                                                                                                                                                                                                            • CloudSQL Auth Proxy HCVs
                                                                                                                                                                                                                                              • OpenID Connect HCVs
                                                                                                                                                                                                                                                • Test Connection HCVs
                                                                                                                                                                                                                                                  • Preflight Checks
                                                                                                                                                                                                                                                    • Proxy HCVs
                                                                                                                                                                                                                                                    • S3 Gateway
                                                                                                                                                                                                                                                      • AWS CLI
                                                                                                                                                                                                                                                        • Boto3
                                                                                                                                                                                                                                                          • Credentials
                                                                                                                                                                                                                                                            • MinIO
                                                                                                                                                                                                                                                              • Unsupported Operations
                                                                                                                                                                                                                                                              • Back Up & Restore
                                                                                                                                                                                                                                                                • Snapshots
                                                                                                                                                                                                                                                                  • Restoration
                                                                                                                                                                                                                                                                  • Upgrade
                                                                                                                                                                                                                                                                    • PachCTL Shell
                                                                                                                                                                                                                                                                      • Check IdP User
                                                                                                                                                                                                                                                                        • Supported Releases & Features
                                                                                                                                                                                                                                                                          • PostgresSQL Fine-Tuning
                                                                                                                                                                                                                                                                            • Cluster Access
                                                                                                                                                                                                                                                                              • Deactivate Authorization
                                                                                                                                                                                                                                                                                • GPUs
                                                                                                                                                                                                                                                                                  • Log In via IdP
                                                                                                                                                                                                                                                                                    • Revoke User Access
                                                                                                                                                                                                                                                                                      • Scaling Limits (CE)
                                                                                                                                                                                                                                                                                        • Secrets
                                                                                                                                                                                                                                                                                          • Sidecar S3 Gateway
                                                                                                                                                                                                                                                                                            • Storage Optimization
                                                                                                                                                                                                                                                                                              • Usage Metrics
                                                                                                                                                                                                                                                                                                • Monitor with Prometheus
                                                                                                                                                                                                                                                                                                  • Metrics
                                                                                                                                                                                                                                                                                                  • Uninstall
                                                                                                                                                                                                                                                                                                    • Disaster Recovery
                                                                                                                                                                                                                                                                                                    • Prepare Data
                                                                                                                                                                                                                                                                                                      • Data Caching (CDRs)
                                                                                                                                                                                                                                                                                                        • Datum Batching
                                                                                                                                                                                                                                                                                                          • Defer Processing via Staging Branch
                                                                                                                                                                                                                                                                                                            • Ingest Data
                                                                                                                                                                                                                                                                                                              • Mount Volumes
                                                                                                                                                                                                                                                                                                                • Skip Failed Datums
                                                                                                                                                                                                                                                                                                                  • Time-Windowed Data
                                                                                                                                                                                                                                                                                                                    • Transactions
                                                                                                                                                                                                                                                                                                                    • Build Pipelines & DAGs
                                                                                                                                                                                                                                                                                                                      • Pipeline Specification (PPS)
                                                                                                                                                                                                                                                                                                                        • Autoscaling PPS
                                                                                                                                                                                                                                                                                                                          • Datum Set Spec PPS
                                                                                                                                                                                                                                                                                                                            • Datum Timeout PPS
                                                                                                                                                                                                                                                                                                                              • Datum Tries PPS
                                                                                                                                                                                                                                                                                                                                • Description PPS
                                                                                                                                                                                                                                                                                                                                  • Determined
                                                                                                                                                                                                                                                                                                                                    • Egress PPS
                                                                                                                                                                                                                                                                                                                                      • Input Cron PPS
                                                                                                                                                                                                                                                                                                                                        • Input Cross PPS
                                                                                                                                                                                                                                                                                                                                          • Input Group PPS
                                                                                                                                                                                                                                                                                                                                            • Input Join PPS
                                                                                                                                                                                                                                                                                                                                              • Input PFS PPS
                                                                                                                                                                                                                                                                                                                                                • Input Union PPS
                                                                                                                                                                                                                                                                                                                                                  • Job Timeout PPS
                                                                                                                                                                                                                                                                                                                                                    • Maximum Expected Uptime
                                                                                                                                                                                                                                                                                                                                                      • Metadata PPS
                                                                                                                                                                                                                                                                                                                                                        • Output Branch PPS
                                                                                                                                                                                                                                                                                                                                                          • Parallelism Spec PPS
                                                                                                                                                                                                                                                                                                                                                            • Pod Patch PPS
                                                                                                                                                                                                                                                                                                                                                              • Pod Spec PPS
                                                                                                                                                                                                                                                                                                                                                                • Reprocess Spec PPS
                                                                                                                                                                                                                                                                                                                                                                  • Resource Limits PPS
                                                                                                                                                                                                                                                                                                                                                                    • Resource Requests PPS
                                                                                                                                                                                                                                                                                                                                                                      • s3 Out PPS
                                                                                                                                                                                                                                                                                                                                                                        • Scheduling Spec PPS
                                                                                                                                                                                                                                                                                                                                                                          • Service PPS
                                                                                                                                                                                                                                                                                                                                                                            • Sidecar Resource Limits PPS
                                                                                                                                                                                                                                                                                                                                                                              • Sidecar Resource Requests PPS
                                                                                                                                                                                                                                                                                                                                                                                • Spec Commit PPS
                                                                                                                                                                                                                                                                                                                                                                                  • Spout PPS
                                                                                                                                                                                                                                                                                                                                                                                    • Tolerations PPS
                                                                                                                                                                                                                                                                                                                                                                                      • Transform PPS
                                                                                                                                                                                                                                                                                                                                                                                        • Full Pipeline Specification
                                                                                                                                                                                                                                                                                                                                                                                        • Pipeline Ops
                                                                                                                                                                                                                                                                                                                                                                                          • Create a Pipeline
                                                                                                                                                                                                                                                                                                                                                                                            • Delete a Pipeline
                                                                                                                                                                                                                                                                                                                                                                                              • Draw a Pipeline
                                                                                                                                                                                                                                                                                                                                                                                                • Inspect a Pipeline
                                                                                                                                                                                                                                                                                                                                                                                                  • Jsonnet Pipeline Specifications
                                                                                                                                                                                                                                                                                                                                                                                                    • Update a Pipeline
                                                                                                                                                                                                                                                                                                                                                                                                      • View Pipeline Jobs & Runtimes
                                                                                                                                                                                                                                                                                                                                                                                                      • Project Ops
                                                                                                                                                                                                                                                                                                                                                                                                        • Create a Project
                                                                                                                                                                                                                                                                                                                                                                                                          • Set a Project as Current
                                                                                                                                                                                                                                                                                                                                                                                                            • Add a Project Resource
                                                                                                                                                                                                                                                                                                                                                                                                              • Grant Project Access
                                                                                                                                                                                                                                                                                                                                                                                                                • Delete a Project
                                                                                                                                                                                                                                                                                                                                                                                                                • Branch Ops
                                                                                                                                                                                                                                                                                                                                                                                                                  • Copy Files
                                                                                                                                                                                                                                                                                                                                                                                                                    • Process Specific Commits
                                                                                                                                                                                                                                                                                                                                                                                                                      • Set Branch Triggers
                                                                                                                                                                                                                                                                                                                                                                                                                        • Set Output Branch
                                                                                                                                                                                                                                                                                                                                                                                                                        • Datum Ops
                                                                                                                                                                                                                                                                                                                                                                                                                          • Get Metadata
                                                                                                                                                                                                                                                                                                                                                                                                                            • Inspect Datum
                                                                                                                                                                                                                                                                                                                                                                                                                            • Provenance Ops
                                                                                                                                                                                                                                                                                                                                                                                                                              • List Global Commits & Jobs
                                                                                                                                                                                                                                                                                                                                                                                                                                • List Global ID Sub Commits
                                                                                                                                                                                                                                                                                                                                                                                                                                  • Track Downstream
                                                                                                                                                                                                                                                                                                                                                                                                                                    • Delete Branch Head
                                                                                                                                                                                                                                                                                                                                                                                                                                      • Squash Non-Head Commits
                                                                                                                                                                                                                                                                                                                                                                                                                                        • Delete File From History
                                                                                                                                                                                                                                                                                                                                                                                                                                        • Tutorials
                                                                                                                                                                                                                                                                                                                                                                                                                                          • Standard ML Pipeline
                                                                                                                                                                                                                                                                                                                                                                                                                                            • AutoML Pipeline
                                                                                                                                                                                                                                                                                                                                                                                                                                              • Multi-Pipeline DAG
                                                                                                                                                                                                                                                                                                                                                                                                                                                • Data Parallelism Pipeline
                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Task Parallelism Pipeline
                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Docker Image + User Code
                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Export Data
                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Egress To An SQL Database
                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Export via Egress
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Export via PachCTL
                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Mount a Repo Locally
                                                                                                                                                                                                                                                                                                                                                                                                                                                            • S3 Gateway Operations
                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Create S3 Bucket
                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Delete an S3 Object
                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Delete Empty S3 Bucket
                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Get an S3 Object
                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • List S3 Buckets
                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • List S3 Objects
                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Write an S3 Object
                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Integrate
                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Determined
                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Google BigQuery
                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • JupyterLab
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Docker Installation Guide
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Run in Determined
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Local Installation Guide
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • User Guide
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Troubleshooting
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Label Studio
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Superb AI
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • VS Code Auto-Completion
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Weights and Biases
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Debug
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Common Issues
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Debug Pipelines
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Troubleshooting Deployments
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • View Audit Logs
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • View Kubernetes Logs
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Pachyderm SDK
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Client Initialization (Start Here)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Method Mapping
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • First Project
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Examples
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Breast Cancer Detection
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Distributed Image Processing
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Spout Pipelines
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Reference Docs
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Contribute
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Coding Conventions
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Contributor Setup
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Developing on Windows with VSCode
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Documentation Style Guide
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Run Commands
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • pachctl
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • pachctl auth
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • pachctl auth activate
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • pachctl auth check
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • pachctl auth check project
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • pachctl auth check repo
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • pachctl auth deactivate
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • pachctl auth get
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • pachctl auth get cluster
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • pachctl auth get enterprise
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • pachctl auth get project
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • pachctl auth get repo
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • pachctl auth get-config
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • pachctl auth get-groups
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • pachctl auth get-robot-token
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • pachctl auth login
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • pachctl auth logout
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • pachctl auth revoke
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • pachctl auth roles-for-permission
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • pachctl auth rotate-root-token
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • pachctl auth set
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • pachctl auth set cluster
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • pachctl auth set enterprise
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • pachctl auth set project
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • pachctl auth set repo
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • pachctl auth set-config
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • pachctl auth use-auth-token
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • pachctl auth whoami
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • pachctl buildinfo
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • pachctl check
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • pachctl check status
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • pachctl completion
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • pachctl completion bash
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • pachctl completion zsh
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • pachctl config
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • pachctl config delete
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • pachctl config delete context
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • pachctl config get
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • pachctl config get active-context
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • pachctl config get active-enterprise-context
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • pachctl config get context
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • pachctl config get metrics
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • pachctl config import-kube
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • pachctl config list
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • pachctl config list context
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • pachctl config set
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • pachctl config set active-context
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • pachctl config set active-enterprise-context
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • pachctl config set context
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • pachctl config set metrics
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • pachctl config update
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • pachctl config update context
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • pachctl connect
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • pachctl copy
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • pachctl copy file
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • pachctl create
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • pachctl create branch
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • pachctl create defaults
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • pachctl create pipeline
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • pachctl create project
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • pachctl create repo
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • pachctl create secret
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • pachctl create snapshot
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • pachctl debug
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • pachctl debug analyze
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • pachctl debug binary
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • pachctl debug dump
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • pachctl debug local
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • pachctl debug log-level
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • pachctl debug profile
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • pachctl debug template
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • pachctl debug trace
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • pachctl delete
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • pachctl delete all
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • pachctl delete branch
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • pachctl delete commit
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • pachctl delete commitV2
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • pachctl delete defaults
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • pachctl delete file
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • pachctl delete job
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • pachctl delete pipeline
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • pachctl delete project
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • pachctl delete repo
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • pachctl delete secret
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • pachctl delete snapshot
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • pachctl delete transaction
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • pachctl diff
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • pachctl diff file
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • pachctl draw
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • pachctl draw pipeline
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • pachctl edit
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • pachctl edit metadata
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • pachctl edit pipeline
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • pachctl enterprise
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • pachctl enterprise deactivate
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • pachctl enterprise get-state
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • pachctl enterprise heartbeat
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • pachctl enterprise pause
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • pachctl enterprise pause-status
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • pachctl enterprise register
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • pachctl enterprise sync-contexts
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • pachctl enterprise unpause
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • pachctl exit
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • pachctl find
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • pachctl find commit
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • pachctl finish
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • pachctl finish commit
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • pachctl finish transaction
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • pachctl fsck
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • pachctl get
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • pachctl get file
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • pachctl glob
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • pachctl glob file
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • pachctl idp
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • pachctl idp create-client
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • pachctl idp create-connector
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • pachctl idp delete-client
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • pachctl idp delete-connector
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • pachctl idp get-client
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • pachctl idp get-config
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • pachctl idp get-connector
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • pachctl idp list-client
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • pachctl idp list-connector
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • pachctl idp set-config
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • pachctl idp update-client
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • pachctl idp update-connector
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • pachctl inspect
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • pachctl inspect branch
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • pachctl inspect cluster
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • pachctl inspect commit
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • pachctl inspect datum
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • pachctl inspect defaults
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • pachctl inspect file
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • pachctl inspect job
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • pachctl inspect pipeline
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • pachctl inspect project
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • pachctl inspect repo
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • pachctl inspect secret
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • pachctl inspect snapshot
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • pachctl inspect transaction
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • pachctl kube-events
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • pachctl license
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • pachctl license activate
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • pachctl license add-cluster
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • pachctl license delete-all
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • pachctl license delete-cluster
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • pachctl license get-state
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • pachctl license list-clusters
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • pachctl license update-cluster
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • pachctl list
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • pachctl list branch
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • pachctl list commit
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • pachctl list datum
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • pachctl list file
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • pachctl list job
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • pachctl list pipeline
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • pachctl list project
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • pachctl list repo
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • pachctl list secret
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • pachctl list snapshot
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • pachctl list transaction
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • pachctl logs
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • pachctl loki
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • pachctl mount
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • pachctl port-forward
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • pachctl put
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • pachctl put file
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • pachctl rerun
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • pachctl rerun pipeline
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • pachctl restart
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • pachctl restart cluster
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • pachctl restart datum
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • pachctl resume
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • pachctl resume transaction
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • pachctl run
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • pachctl run cron
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • pachctl run pfs-load-test
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • pachctl run pps-load-test
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • pachctl shell
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • pachctl squash
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • pachctl squash commit
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • pachctl squash commitV2
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • pachctl start
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • pachctl start commit
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • pachctl start pipeline
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • pachctl start transaction
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • pachctl stop
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • pachctl stop job
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • pachctl stop pipeline
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • pachctl stop transaction
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • pachctl subscribe
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • pachctl subscribe commit
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • pachctl unmount
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • pachctl update
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • pachctl update defaults
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • pachctl update pipeline
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • pachctl update project
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • pachctl update repo
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • pachctl validate
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • pachctl validate pipeline
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • pachctl version
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • pachctl wait
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • pachctl wait commit
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • pachctl wait job
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Products Data Management Docs Manage

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Back-up & Restore Your Instance #

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Snapshots

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Learn how to back-up and restore the state of a production cluster using snapshots.

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Restoration

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Restore the state of a production cluster.

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