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About TrueFoundry
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Introduction to a Service
Deploy your first Service
Deploy Service from a public Github repository
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Configuring your service
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Define Ports and Domains
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Autoscaling
Benchmarking your deployed service using Locust
Liveness/Readiness Probe
Rollout Strategy
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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
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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
truefoundry.ml
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Workflow
Introduction to 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
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Creating a Map Task
Creating a Cron Workflow
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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
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Async Service
Introduction to Async Service
Deploy your first Async Service
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Configure Ports
Configure Queue
Autoscaling
Queue Integrations
AWS SQS
Monitor your Async Service
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Introduction to Secrets
Manage Secrets
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Collaboration and Access Control
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AWS
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Requirements
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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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LLM Gateway
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Migrate Pytorch Sagemaker Endpoints to TrueFoundry Platform
Create custom K8s objects
Model Deployment
Scikit Learn
XGBoost
References
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Job
AsyncService
Helm
Image and Build
Deployment Additional Configuration
Pre-built Truefoundry Machine Learning Container Images
Guide to inference model on truefoundry
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Adding Models to LLM Gateway
Updated 13 days ago
Intro to LLM Gateway
Unified API and Code Generation
