cortex
golang-design-pattern
| cortex | golang-design-pattern | |
|---|---|---|
| 33 | 3 | |
| 7,990 | 8,423 | |
| 0.1% | - | |
| 2.2 | 0.0 | |
| 11 months ago | about 1 year ago | |
| Go | Go | |
| Apache License 2.0 | MIT License |
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cortex
- Ask HN: Are there any reliable benchmarks for Machine Learning Model Serving?
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Local text generation (InferKit alternative)
I found GPT-2 with PyTorch, Cortex, and Transformers.
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Why ML should be written as pipelines from the get-go
Technologies: Flask/FastAPI, Kubernetes, Docker, Cortex, Seldon
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[P] I made tinymodels.io to deploy models quickly, feel free to use for your prototypes and web demos
oh I see - that's neat. I think cortex.dev had some support for that sort of thing. It is? was? a wrapper to manage an EKS cluster for you and it could do things like hot swap what's in ram, autoscale, or use spot instances to save costs.
- Containers as a service on AWS
- Containers as a Service on AWS
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How would you go about deploying transformer based model?
I use cortex.dev for deploying my models. I have successfully deployed finetuned T5s, which seems similar to your usecase.
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Microservice on ECS having burst load issue
Arghs, my bad, yeah, doesn't seem to be available yet. But maybe Cortex might help: https://github.com/cortexlabs/cortex
- Self-hosted AWS Lambda alternative
golang-design-pattern
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Advance Interface Use
I also recommend becoming well acquainted with the GoF design patterns implemented Idiomatically in Go...best source for this is here and here.
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Golang Design Patterns in Kubernetes Codebase
Golang Design Patterns 2
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Gopher Gold #20 - Wed Nov 18 2020
senghoo/golang-design-pattern (Go): 设计模式 Golang实现－《研磨设计模式》读书笔记
What are some alternatives?
MLflow - Open source platform for the machine learning lifecycle
controller-runtime - Repo for the controller-runtime subproject of kubebuilder (sig-apimachinery)
oauth2 - Go OAuth2
magma - Platform for building access networks and modular network services
prysm - Go implementation of Ethereum proof of stake
gron - Make JSON greppable!
terraform-provider-azurerm - Terraform provider for Azure Resource Manager
Wails - Create beautiful applications using Go
OpenFaaS - OpenFaaS - Serverless Functions Made Simple
Gin - Gin is a HTTP web framework written in Go (Golang). It features a Martini-like API with much better performance -- up to 40 times faster. If you need smashing performance, get yourself some Gin.
zenml - ZenML 🙏: MLOps framework to create reproducible ML pipelines for production machine learning. [Moved to: https://github.com/zenml-io/zenml]
cilium - eBPF-based Networking, Security, and Observability