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Deploy LLMs using Nvidia TensorRT-LLM (TRT-LLM)
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Getting Started
About TrueFoundry
Create and Setup your account
TrueFoundry Key Concepts
Create Your First Deployment
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Service
Introduction to a Service
Deploy your first Service
Deploy Service from a public Github repository
Deploy Service using Python SDK
Interacting with your Service
Configuring your service
Dockerize your code
Define Ports and Domains
Define Resources
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Autoscaling
Benchmarking your deployed service using Locust
Liveness/Readiness Probe
Rollout Strategy
Mounting Files
Access Cloud Services like S3
Download Models and Artifacts
Using Fractional GPUs
Using TPUs
Redirect and Mirror Traffic
Patch your Kubernetes Deployment (Advanced)
Update, Rollback, Promote
Monitor your Service
Set up Alerts
Log & Monitor Custom Metrics
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Job
Introduction to a Job
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Deploy and Run Job using Python SDK
Interacting with your Job
Monitor your Job
Configuring your Job
Configure Job Trigger
Parameterize a job
Environment Variables and Secrets
Mounting Volumes
Set Retries And Timeout
Set Concurrency Limit
Access data from S3 or other clouds
Add Alerts to your Job
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Creating a run
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API Reference
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Workflow
Introduction to Workflow
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Interacting with workflow
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Creating a workflow with different container images
Using dockerfile for python function task
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Adding environment variable
Configuring Resources
Creating a Conditional Task
Creating a Map Task
Creating a Cron Workflow
Task Config
Attaching Mounts
Passing Files/Artifacts between tasks
Example of Task config with different parameters
Adding retries and handling failures
Infra Set-Up for Workflows
Large Language Models (LLMs)
Introduction to LLMOps
Deploying LLMs
Deploy LLMs using Nvidia TensorRT-LLM (TRT-LLM)
Finetuning LLMs
RAG
LLM Gateway
Intro to LLM Gateway
Adding Models to LLM Gateway
Unified API and Code Generation
Request Logging and Metrics
Configure Rate Limits
Notebooks : VSCode
Launch Jupyter Notebook
Launch an SSH Server
Volumes
Introduction to Volume
Creating and Utilizing Volume
Interacting with your Volume
Creating Statically Provisioned Volumes
Async Service
Introduction to Async Service
Deploy your first Async Service
Configure async service
Configure Ports
Configure Queue
Autoscaling
Queue Integrations
AWS SQS
Monitor your Async Service
Secret Management
Introduction to Secrets
Manage Secrets
Collaboration and Access Control
Collaboration and Access Control
Deploying On Your Own Cloud
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AWS
Overview
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Requirements
Setting up DNS and TLS in AWS
GCP
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Setting up DNS and TLS in GCP
Azure
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Deploy Control Plane Only
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Adding pre and post build scripts
LLM Gateway
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Deploy Truefoundry in an Air-gapped Environment
HOW TOs
Migrate Pytorch Sagemaker Endpoints to TrueFoundry Platform
Create custom K8s objects
Model Deployment
Scikit Learn
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References
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Job
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Helm
Image and Build
Deployment Additional Configuration
Pre-built Truefoundry Machine Learning Container Images
Guide to inference model on truefoundry
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Deploy LLMs using Nvidia TensorRT-LLM (TRT-LLM)
Updated 12 days ago
Deploying LLMs
Finetuning LLMs
