From a543c703ef1d8a101e5c825800cedeb771e16a3a Mon Sep 17 00:00:00 2001 From: Vladislav A Date: Thu, 24 Aug 2023 16:46:37 +0400 Subject: [PATCH] Updated documentation (#87) * Updated documentation * Addressed review comments --- README.md | 200 ++++++++++++++++-- .../images/Cost-explorer-by-owner.png | Bin 0 -> 178252 bytes documentation/images/Cost-map.png | Bin 0 -> 353564 bytes documentation/images/Models-extended.png | Bin 0 -> 282312 bytes documentation/images/Models.png | Bin 0 -> 261114 bytes documentation/images/OptScale-scheme.png | Bin 0 -> 357943 bytes documentation/images/Pools.png | Bin 0 -> 230907 bytes documentation/images/Recommendations.png | Bin 0 -> 506869 bytes documentation/images/Reserved-Instances.png | Bin 0 -> 263637 bytes documentation/images/Resources.png | Bin 0 -> 211553 bytes documentation/images/cloud icons/alibaba.svg | 1 + .../images/cloud icons/aws-cloud.svg | 1 + documentation/images/cloud icons/azure.svg | 1 + documentation/images/cloud icons/google.svg | 1 + documentation/images/cloud icons/k8s.svg | 1 + documentation/images/clouds.svg | 1 + documentation/images/cover-GitHub.png | Bin 0 -> 176138 bytes documentation/images/customer-number.svg | 1 + optscale-deploy/README.md | 110 ---------- 19 files changed, 188 insertions(+), 129 deletions(-) create mode 100644 documentation/images/Cost-explorer-by-owner.png create mode 100644 documentation/images/Cost-map.png create mode 100644 documentation/images/Models-extended.png create mode 100644 documentation/images/Models.png create mode 100644 documentation/images/OptScale-scheme.png create mode 100644 documentation/images/Pools.png create mode 100644 documentation/images/Recommendations.png create mode 100644 documentation/images/Reserved-Instances.png create mode 100644 documentation/images/Resources.png create mode 100644 documentation/images/cloud icons/alibaba.svg create mode 100644 documentation/images/cloud icons/aws-cloud.svg create mode 100644 documentation/images/cloud icons/azure.svg create mode 100644 documentation/images/cloud icons/google.svg create mode 100644 documentation/images/cloud icons/k8s.svg create mode 100644 documentation/images/clouds.svg create mode 100644 documentation/images/cover-GitHub.png create mode 100644 documentation/images/customer-number.svg delete mode 100644 optscale-deploy/README.md diff --git a/README.md b/README.md index 8b58af8c6..bf5a5aeff 100644 --- a/README.md +++ b/README.md @@ -1,54 +1,216 @@ # OptScale - MLOps and FinOps platform

- +

MLOps & FinOps open source platform to optimize any cloud workload performance and infrastructure cost

- +

+
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+[![PyPI - Python Version](https://img.shields.io/badge/python-%3E%3D%203.9-blue)](https://www.python.org/) +[![License](https://img.shields.io/badge/License-Apache%202.0-orange.svg)](https://opensource.org/licenses/Apache-2.0) + + +![Budget](https://img.shields.io/badge/Budget%20controlled-%24346M-green) +![Customers](https://img.shields.io/badge/Customers-183-orange) +![ML Teams](https://img.shields.io/badge/ML_teams-516-blue) -## Overview +
+
-OptScale is available either as an open-source code or as a [SaaS solution](https://my.optscale.com) hosted by Hystax team. +## OptScale schema -Major capabilities: -- FinOps advisor and checklist -- ML leaderboards, experiment tracking, bulk run of ML/AI experiments -- ML model profiling, any PaaS or SaaS instrumentation -- Dozens of cost and performance optimization scenarios (including VM rightsizing), S3 duplicate finder and security recommendations -- Cost allocation, budget constraints, daily limits and quotas with instant alerts -- Cost anomaly detection, RI/SP & Spot Instance recommendations -- GEO cost map and network traffic visualizer -- AWS, Microsoft Azure, Alibaba Cloud, GCP and Kubernetes are supported +
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FinOps & cloud cost managementMLOps
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  • Forecast and monitor an IT infrastructure cost
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  • Identify wastage and optimize IT expenses
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  • Bring resource / application / service observability
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  • IT asset management
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  • Set TTL and budget constraints
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  • Establish a long-term FinOps process by engaging engineering teams
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  • Team and individual ML engineer progress observability
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  • ML/AI task profiling, bottleneck identification
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  • PaaS or any external service instrumentation
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  • Optimization recommendations
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  • Runsets to automatically scale a number of experiments
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You can check OptScale [live demo](https://my.optscale.com/live-demo) to explore product features on a pre-generated demo organization. Learn more about the Hystax OptScale platform and its capabilities at [our website](https://hystax.com). -## Deployment - -Please follow [deployment guide](optscale-deploy/README.md) to spin up your own instance of OptScale from pre-built Docker images. +## Demos + +
+ + + + + + + + +
+ +## Getting started + + Minimum hardware requirements for OptScale cluster: CPU: 8+ cores, RAM: 16Gb, SSD: 150+ Gb. + +NVMe SSD is recommended. +**OS Required**: [Ubuntu 20.04](https://releases.ubuntu.com/focal/). +*The current installation process does not work on Ubuntu 22.04* + +#### Installing required packages +Run the following commands: +``` +sudo apt update ; sudo apt install git python3-venv python3-dev sshpass +``` +#### Pulling optscale-deploy scripts +Clone the repository +```markdown +git clone https://github.com/hystax/optscale.git +``` + +Change current directory: +``` +cd optscale/optscale-deploy +``` + +#### Preparing virtual environment +Run the following commands: + +``` +python3 -m venv .venv +source .venv/bin/activate +pip install -r requirements.txt +``` +#### Kubernetes installation +Run the following command: +**comma after ip address is required** +``` +ansible-playbook -e "ansible_ssh_user=" -k -K -i "," ansible/k8s-master.yaml +``` +where - actual username; - host ip address, +ip address should be private address of the machine, you can check it with +``` +ip a +``` +If your deployment server is the service-host server, add `"ansible_connection=local"` to the ansible command. + +#### Creating user overlay +Edit file with overlay - [optscale-deploy/overlay/user_template.yml](optscale-deploy/overlay/user_template.yml), see comments in overlay file for guidance. + + +#### Cluster installation +run the following command: +``` +./runkube.py --with-elk -o overlay/user_template.yml -- component_versions.yaml +``` +or if you want to use socket: +``` +./runkube.py --use-socket --with-elk -o overlay/user_template.yml -- component_versions.yaml + +``` + +**deployment name** must follow the RFC 1123 : https://kubernetes.io/docs/concepts/overview/working-with-objects/names/ + +**please note**: if you use key authentication, you should have required key (id_rsa) on the machine + + +#### Cluster update +Run the following command: +``` +./runkube.py --with-elk --update-only -- component_versions.yaml +``` + +#### Get IP access http(s): +```markdown +kubectl get services --field-selector metadata.name=ngingress-nginx-ingress-controller +``` + +#### Troubleshooting + +In case of the following error: +``` +fatal: [172.22.24.157]: FAILED! => {"changed": true, "cmd": "kubeadm init --config /tmp/kubeadm-init.conf --upload-certs > kube_init.log", "delta": "0:00:00.936514", "end": "2022-11-30 09:42:18.304928", "msg": "non-zero return code", "rc": 1, "start": "2022-11-30 09:42:17.368414", "stderr": "W1130 09:42:17.461362 334184 validation.go:28] Cannot validate kube-proxy config - no validator is available\nW1130 09:42:17.461709 334184 validation.go:28] Cannot validate kubelet config - no validator is available\n\t[WARNING IsDockerSystemdCheck]: detected \"cgroupfs\" as the Docker cgroup driver. The recommended driver is \"systemd\". Please follow the guide at https://kubernetes.io/docs/setup/cri/\nerror execution phase preflight: [preflight] Some fatal errors occurred:\n\t[ERROR Port-6443]: Port 6443 is in use\n\t[ERROR Port-10259]: Port 10259 is in use\n\t[ERROR Port-10257]: Port 10257 is in use\n\t[ERROR FileAvailable--etc-kubernetes-manifests-kube-apiserver.yaml]: /etc/kubernetes/manifests/kube-apiserver.yaml already exists\n\t[ERROR FileAvailable--etc-kubernetes-manifests-kube-controller-manager.yaml]: /etc/kubernetes/manifests/kube-controller-manager.yaml already exists\n\t[ERROR FileAvailable--etc-kubernetes-manifests-kube-scheduler.yaml]: /etc/kubernetes/manifests/kube-scheduler.yaml already exists\n\t[ERROR FileAvailable--etc-kubernetes-manifests-etcd.yaml]: /etc/kubernetes/manifests/etcd.yaml already exists\n\t[ERROR Port-10250]: Port 10250 is in use\n\t[ERROR Port-2379]: Port 2379 is in use\n\t[ERROR Port-2380]: Port 2380 is in use\n\t[ERROR DirAvailable--var-lib-etcd]: /var/lib/etcd is not empty\n[preflight] If you know what you are doing, you can make a check non-fatal with `--ignore-preflight-errors=...`\nTo see the stack trace of this error execute with --v=5 or higher", "stderr_lines": ["W1130 09:42:17.461362 334184 validation.go:28] Cannot validate kube-proxy config - no validator is available", "W1130 09:42:17.461709 334184 validation.go:28] Cannot validate kubelet config - no validator is available", "\t[WARNING IsDockerSystemdCheck]: detected \"cgroupfs\" as the Docker cgroup driver. The recommended driver is \"systemd\". Please follow the guide at https://kubernetes.io/docs/setup/cri/", "error execution phase preflight: [preflight] Some fatal errors occurred:", "\t[ERROR Port-6443]: Port 6443 is in use", "\t[ERROR Port-10259]: Port 10259 is in use", "\t[ERROR Port-10257]: Port 10257 is in use", "\t[ERROR FileAvailable--etc-kubernetes-manifests-kube-apiserver.yaml]: /etc/kubernetes/manifests/kube-apiserver.yaml already exists", "\t[ERROR FileAvailable--etc-kubernetes-manifests-kube-controller-manager.yaml]: /etc/kubernetes/manifests/kube-controller-manager.yaml already exists", "\t[ERROR FileAvailable--etc-kubernetes-manifests-kube-scheduler.yaml]: /etc/kubernetes/manifests/kube-scheduler.yaml already exists", "\t[ERROR FileAvailable--etc-kubernetes-manifests-etcd.yaml]: /etc/kubernetes/manifests/etcd.yaml already exists", "\t[ERROR Port-10250]: Port 10250 is in use", "\t[ERROR Port-2379]: Port 2379 is in use", "\t[ERROR Port-2380]: Port 2380 is in use", "\t[ERROR DirAvailable--var-lib-etcd]: /var/lib/etcd is not empty", "[preflight] If you know what you are doing, you can make a check non-fatal with `--ignore-preflight-errors=...`", "To see the stack trace of this error execute with --v=5 or higher"], "stdout": "", "stdout_lines": []} +``` +run the following command to reset k8s and retry the installation command: +``` +sudo kubeadm reset -f +ansible-playbook -e "ansible_ssh_user=" -k -K -i "," ansible/k8s-master.yaml +``` + +In case of the following error during cluster initialization: +``` +requests.exceptions.ConnectionError: HTTPConnectionPool(host='172.22.24.157', port=2376): Max retries exceeded with url: /v1.35/auth (Caused by NewConnectionError(': Failed to establish a new connection: [Errno 111] Connection refused')) +``` + +check the docker port is opened: +``` +sudo netstat -plnt | grep 2376 +``` +and open port in docker service config: +``` +sudo nano /etc/systemd/system/docker.service +``` +add this line (do not dorget to close docker port after installing Optscale) +``` +ExecStart=/usr/bin/dockerd -H fd:// -H tcp://0.0.0.0:2376 +``` +then reload config and restart docker +``` +sudo systemctl daemon-reload +sudo service docker restart +``` + + +## Documentation + +Read the [full OptScale documentation](https://hystax.com/documentation/optscale/) 📖 ## Contributing Please read and accept our [Contribution Agreement](CLA.md) before submitting pull requests. - ## Community -Hystax drives FinOps & MLOps methodology and has crafted a community of FinOps-related people. The community discusses FinOps & MLOps best practices, our experts offer users how-tos and technical recommendations, and provide ongoing details and updates regarding the open-source OptScale solution. +Hystax drives FinOps & MLOps methodology and has crafted a community of FinOps-related people. The community discusses FinOps & MLOps best practices, our experts offer users how-tos and technical recommendations, and provide ongoing details and updates regarding the open-source OptScale solution. You can check it out on [FinOps and MLOps in practice website](https://finopsinpractice.org/) - ## Contacts Feel free to reach us with questions, feedback or ideas at info@hystax.com. You can check out the latest news from Hystax at: + - [LinkedIn](https://www.linkedin.com/company/hystax) - [Twitter](https://twitter.com/hystaxcom) - [Facebook](https://www.facebook.com/hystax) diff --git a/documentation/images/Cost-explorer-by-owner.png b/documentation/images/Cost-explorer-by-owner.png new file mode 100644 index 0000000000000000000000000000000000000000..7abea643097b682d20226b975a1707264d0ba625 GIT binary patch literal 178252 zcmeFYbx@qm6EOHdf`$M=0s#Uf5ZqlChXBDLKyY^!_r)a;Bte6_YjB4IcXto2i!9E< z@%|+5`(1r^U)^2R{c&|$wY&4o)7{hE)6*l}6RIdL^&FiD9RPsm((lEU0RTA%0G>FY zB0ko9ITXBk{6n*QujvQ?OcZ~85!`ZxTmS&+rG=`7lZM;}J|nOVlYueV(1gj&#_kas z00e~G>ZuO+TM~|7z@5t=agfSvlBBhw|MX2V4~t7uWICBWyEXz zRtQ8c;Kuhzz{bSMfZWZ-+SZZJP4Ml%=<+?5|EgwwOa3nqCo93XB7ZeVt|6yLE(Ufm zA?IY`Vl-mq;34PcWn$&xU}5KCAZKG?+wnOt+|tv9Un8ZtE(%MD?1a|!Hk)em-mqd8#5al<0Ay4qr0t>fg7W(BgKCy zh?_VXIat^^S%7WH|DtGM2zGW7eEZ1hzeTXI`$N{&@jq&MR2Z|HfgLj|6U$#B{R`08 z=ntHovxD`&8aFm#HnBFbF|l=We1v8F18Zjvb^<$^gZ~dm|9SmCH1MceIk`V={7-qY 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