Trevor Royer
Trevor Royer's contributions
Article
Practical strategies for vLLM performance tuning
Trevor Royer
Optimize vLLM performance with practical tuning tips. Learn how to use GuideLLM for benchmarking, adjust GPU ratios, and maximize KV cache to improve throughput.
Article
Autoscaling vLLM with OpenShift AI
Trevor Royer
Implement cost-effective LLM serving on OpenShift AI with this step-by-step guide to configuring KServe's Serverless mode for vLLM autoscaling.
Article
How to navigate LLM model names
Trevor Royer
Learning the naming conventions of large language models (LLMs) helps users select the right model for their needs.
Article
Build and deploy a ModelCar container in OpenShift AI
Trevor Royer
Learn how to build a ModelCar container image and deploy it with OpenShift AI.
Article
How to validate GitOps manifests
Trevor Royer
This article discusses how to validate GitOps manifests to improve the reliability and confidence of changes before merging.
Article
3 patterns for deploying Helm charts with Argo CD
Trevor Royer
Learn about deploying Helm charts with three popular patterns for Argo CD on Red Hat OpenShift. Plus, discover the advantages and disadvantages of each pattern.
Article
Pipenv and S2I: A better way to manage Python dependencies in containers
Trevor Royer
The Pipenv packaging tool and Source-to-Image (S2I) help keep the proper Python dependencies in containerized applications.
Practical strategies for vLLM performance tuning
Optimize vLLM performance with practical tuning tips. Learn how to use GuideLLM for benchmarking, adjust GPU ratios, and maximize KV cache to improve throughput.
Autoscaling vLLM with OpenShift AI
Implement cost-effective LLM serving on OpenShift AI with this step-by-step guide to configuring KServe's Serverless mode for vLLM autoscaling.
How to navigate LLM model names
Learning the naming conventions of large language models (LLMs) helps users select the right model for their needs.
Build and deploy a ModelCar container in OpenShift AI
Learn how to build a ModelCar container image and deploy it with OpenShift AI.
How to validate GitOps manifests
This article discusses how to validate GitOps manifests to improve the reliability and confidence of changes before merging.
3 patterns for deploying Helm charts with Argo CD
Learn about deploying Helm charts with three popular patterns for Argo CD on Red Hat OpenShift. Plus, discover the advantages and disadvantages of each pattern.
Pipenv and S2I: A better way to manage Python dependencies in containers
The Pipenv packaging tool and Source-to-Image (S2I) help keep the proper Python dependencies in containerized applications.