bentoctl
cloud-custodian
bentoctl | cloud-custodian | |
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2 | 32 | |
175 | 5,229 | |
- | 0.6% | |
4.3 | 9.5 | |
2 months ago | 2 days ago | |
Python | Python | |
GNU General Public License v3.0 or later | Apache License 2.0 |
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bentoctl
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Show HN: Bentoctl โ An open-source Terraform deployment tool for ML
Elastic License 2: https://github.com/bentoml/bentoctl/blob/v0.3.1/LICENSE.md which also applies to their Yatai kubernetes thing, but strangely not (yet?) to the similarly named repo which is Apache-2: https://github.com/bentoml/BentoML/blob/main/LICENSE
cloud-custodian
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Cutting down AWS cost by $150k per year simply by shutting things off
> The best optimization is simply shutting things off
This is the way.
A similar idea has been bouncing around in my mind for a while now. An ideal, turnkey system would do the following:
- Execute via Lambda (serverless).
- Support automated startup and shutdown of various AWS resources on a schedule influenced by specially formatted tags.
- Enable resources to be brought back up out of schedule when demand dictates.
- Operate as a TCP/HTTP proxy that can delay clients so that a given service can be started when it is dormant or, even better, the service isn't serverless but you want it to be. This can't work for everything, but perhaps enough things such that the need to run always on services is reduced.
Cloud Custodian [1] can purportedly do some of this, but I've been reluctant to learn yet another YAML-based DSL to use it.
So this is my "make things designed to be always-on serverless instead" project and the work AWS has done to make Java apps function on Lambda keeps me thinking about the potential to take things that 1) have a relatively long startup time and 2) are designed to be long running service loops, and find a way to force them into the serverless execution model.
[1] https://cloudcustodian.io/
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When have you screwed up, bad?
Goal was to clear up anything old and set us up to rotate keys in use. Why did I do it in the end of December? It was a quarterly goal and I learned to push those across the line if I wanted a good review. Great incentive, that one. I used Cloud Custodian for this. It has a terrible bug where the code says you'll be acting on days since the key was used but actually is reading days since it was created.
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Open-Source tools for monitoring ML/AI usage- Recommendations?
What is wrong with https://github.com/cloud-custodian/cloud-custodian?
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Automate deletion of aws ebs snapshots older than year
You can start reading about it here.
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Optimizing cost on an app which is not used 24/7
Use a tool like this https://cloudcustodian.io/ to manage instance on/off hours or go fargate.
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Going for the CCP with a Compliance background. Any insight on what direction to pursue in AWS?
Certs aside, there are some great compliance tools out there that you might want to become familiar with. Here is one that comes to mind (is open-source): https://cloudcustodian.io/
- What are some of the community's best recommendations and use cases for Cost Optimization and FinOps
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EC2 start and stop via Lambda
I'd use a combination of Cloudcustodian for start/stop scheduling and Apprise for notifications.
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Tag Enforcement
Cloud custodian is a good utility if config rules doesnโt satisfy your needs. Itโs also cross platform.
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26 AWS Security Best Practices to Adopt in Production
AWS Security with open source โ Cloud Custodian is a Cloud Security Posture Management (CSPM) tool. CSPM tools evaluate your cloud configuration and identify common configuration mistakes. They also monitor cloud logs to detect threats and configuration changes.
What are some alternatives?
BentoML - The most flexible way to serve AI/ML models in production - Build Model Inference Service, LLM APIs, Inference Graph/Pipelines, Compound AI systems, Multi-Modal, RAG as a Service, and more!
terraform - Terraform enables you to safely and predictably create, change, and improve infrastructure. It is a source-available tool that codifies APIs into declarative configuration files that can be shared amongst team members, treated as code, edited, reviewed, and versioned.
gallery - BentoML Example Projects ๐จ
ScoutSuite - Multi-Cloud Security Auditing Tool
steampipe - Zero-ETL, infinite possibilities. Live query APIs, code & more with SQL. No DB required.
gatekeeper - ๐ Gatekeeper - Policy Controller for Kubernetes
fixinventory - Fix Inventory consolidates user, resource, and configuration data from your cloud environments into a unified, graph-based asset inventory.
cloudquery - The open source high performance ELT framework powered by Apache Arrow
checkov - Prevent cloud misconfigurations and find vulnerabilities during build-time in infrastructure as code, container images and open source packages with Checkov by Bridgecrew.
OPAL - Policy and data administration, distribution, and real-time updates on top of Policy Agents (OPA, Cedar, ...)
cloud-guardrails - Rapidly apply hundreds of security controls in Azure
AWS-Tag-Auditor - The AWS Tag Auditor is an automated process that scans through Amazon resources for missing tags