How to Monitor Application Logs in Kubernetes using Loki
KubernetesIntroduction Loki is a log aggregation system. The Loki stack comprises of three components that work with Grafana and Promtail to enable application log monitoring within a Kubernetes cluster. Loki is the core component responsible for log ingestion, storage, and query processing while Promtail acts as the agent responsible for…
Best Practices for Kubernetes Security
KubernetesIntroduction Kubernetes is an open-source container orchestration system designed to automate deployments, scale, and manage applications. Similar to all cloud-powered systems, Kubernetes clusters are open to active security threats that evolve over time. Implementing strong security measures safeguards your cluster services and deployments from common threats that may lead to…
How to Deploy ComfyUI on Vultr Cloud GPU
Machine LearningIntroduction ComfyUI is a node-based Stable Diffusion Graphical User Interface (GUI) that lets you design and execute advanced pipelines using a flowchart-based interface. The interface offers optimization points such as re-execution of workflow parts that change between executions, supports loading checkpoints, saves workflows as JSON files, and generates full workflows…
AI Generated Videos with Stable Video Diffusion and Vultr Cloud GPU
Machine LearningIntroduction Stable Video Diffusion (SVD) model is an image-to-video diffusion model developed by StabilityAI that is capable of generating high-quality videos from image prompts. The model works by taking an image as an input and generating a series of images that match the prompt, then, the generated images are merged…
StableLM 2 Language Model Inference Workload on Vultr Cloud GPU
Machine LearningIntroduction StableLM 2 1.6B is a text-completion small language model by StabilityAI with 1.6 billion parameters by StabilityAI, the model is trained on multilingual data. Its compact size makes it feasible to infer the model with limited hardware resources. Similarly, StableLM 2 Zephyr 1.6B, a model by StabilityAI with 1.6 billion parameters is trained…
Stable Code Large Language Model Inference Workload on Vultr Cloud GPU
Machine LearningIntroduction Stable Code 3B by Stability AI is a 3 billion parameter model capable of performing on devices with hardware limitations, Its performance is comparable to counterparts double the size. It also has fill-in-the-middle capability and is trained in 18 programming languages. StableCode Instruct Alpha 3B and StableCode Completion Alpha 3B by Stability AI are two…