Go Mlops

Open-source Go projects categorized as Mlops

Top 18 Go Mlops Projects

  • argo

    Workflow Engine for Kubernetes

  • Project mention: StackStorm – IFTTT for Ops | news.ycombinator.com | 2023-11-05

    Like Argo Workflows?

    https://github.com/argoproj/argo-workflows

  • Weaviate

    Weaviate is an open-source vector database that stores both objects and vectors, allowing for the combination of vector search with structured filtering with the fault tolerance and scalability of a cloud-native database​.

  • Project mention: Weaviate – A cloud-native, open-source vector database | news.ycombinator.com | 2024-05-07
  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

    InfluxDB logo
  • flyte

    Scalable and flexible workflow orchestration platform that seamlessly unifies data, ML and analytics stacks.

  • Project mention: First 15 Open Source Advent projects | dev.to | 2023-12-15

    9. Flyte by Union AI | Github | tutorial

  • determined

    Determined is an open-source machine learning platform that simplifies distributed training, hyperparameter tuning, experiment tracking, and resource management. Works with PyTorch and TensorFlow.

  • Project mention: Open Source Advent Fun Wraps Up! | dev.to | 2024-01-05

    17. Determined AI | Github | tutorial

  • training-operator

    Distributed ML Training and Fine-Tuning on Kubernetes

  • Project mention: [Discussion] Guidance on training ML models on Kubernetes | /r/MachineLearning | 2023-05-24

    You could use https://github.com/kubeflow/training-operator directly.

  • onepanel

    The open source, end-to-end computer vision platform. Label, build, train, tune, deploy and automate in a unified platform that runs on any cloud and on-premises.

  • aqueduct

    Aqueduct is no longer being maintained. Aqueduct allows you to run LLM and ML workloads on any cloud infrastructure. (by RunLLM)

  • SaaSHub

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  • terraform-provider-iterative

    ☁️ Terraform plugin for machine learning workloads: spot instance recovery & auto-termination | AWS, GCP, Azure, Kubernetes

  • openmodelz

    One-click machine learning deployment (LLM, text-to-image and so on) at scale on any cluster (GCP, AWS, Lambda labs, your home lab, or even a single machine).

  • Project mention: Show HN: One-click machine learning deployment at scale on any cluster | news.ycombinator.com | 2024-01-10
  • kitops

    Tools for easing the handoff between AI/ML and App/SRE teams.

  • Project mention: The Docker build – Docker run workflow missing from AI/ML? | news.ycombinator.com | 2024-05-08
  • dud

    A lightweight CLI tool for versioning data alongside source code and building data pipelines.

  • Project mention: Ask HN: How do your ML teams version datasets and models? | news.ycombinator.com | 2023-09-28

    I've used DVC in the past and generally liked its approach. That said, I wholeheartedly agree that it's clunky. It does a lot of things implicitly, which can make it hard to reason about. It was also extremely slow for medium-sized dataset (low 10s of GBs).

    In response, I created a command-line tool that addresses these issues[0]. To reduce the comparison to an analogy: Dud : DVC :: Flask : Django.

    [0]: https://github.com/kevin-hanselman/dud

  • runbooks

    Finetune LLMs on K8s by using Runbooks

  • Project mention: Deploy and Fine-tune large language models on k8s - Trying this out this weekend | /r/AIOps | 2023-09-21
  • glide

    🐦 A open blazing-fast simple model gateway for rapid development of production GenAI apps (by EinStack)

  • Project mention: Looking for cofounders to build open reliable LLM infra | news.ycombinator.com | 2024-04-29

    As a pivotal project, we are currently building Glide Gateway which ports an idea of API gateway into GenAI realities (https://github.com/EinStack/glide). We have a few more ideas in the pipeline but I guess we need more hands to get stuff done.

  • oomstore

    Lightweight and Fast Feature Store Powered by Go (and Rust).

  • beneath

    Beneath is a serverless real-time data platform ⚡️

  • distributed-inference

    A project to demonstrate an approach to designing cross-language and distributed pipeline in deep learning/machine learning domain, using WebRTC and Redis Streams.

  • kubernetes-operator-roiergasias

    'Roiergasias' kubernetes operator is meant to address a fundamental requirement of any data science / machine learning project running their pipelines on Kubernetes - which is to quickly provision a declarative data pipeline (on demand) for their various project needs using simple kubectl commands. Basically, implementing the concept of No Ops. The fundamental principle is to utilise best of docker, kubernetes and programming language features to run a workflow with minimal workflow definition s

  • sdk-go

    The Golang library for Modzy Machine Learning Operations (MLOps) Platform (by modzy)

  • SaaSHub

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NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).

Go Mlops related posts

  • Show HN: One-click machine learning deployment at scale on any cluster

    1 project | news.ycombinator.com | 10 Jan 2024
  • Deploy and Fine-tune large language models on k8s - Trying this out this weekend

    1 project | /r/AIOps | 21 Sep 2023
  • Show HN: Kubectl Notebook

    1 project | news.ycombinator.com | 24 Aug 2023
  • Deploy and fine-tune large language models on K8s

    1 project | /r/hypeurls | 7 Aug 2023
  • 🐂 🌾 Oxen.ai - Blazing Fast Unstructured Data Version Control, built in Rust

    5 projects | /r/rust | 16 Feb 2023
  • Show HN: Reproducible development environments using starlark, without Nix

    1 project | news.ycombinator.com | 24 Nov 2022
  • Kubeflow, Jupyter notebook online. Question to community [D]

    1 project | /r/MachineLearning | 25 Oct 2022
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    www.saashub.com | 20 May 2024
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Index

What are some of the best open-source Mlops projects in Go? This list will help you:

Project Stars
1 argo 14,374
2 Weaviate 9,713
3 flyte 4,853
4 determined 2,879
5 training-operator 1,477
6 onepanel 696
7 aqueduct 521
8 terraform-provider-iterative 287
9 openmodelz 231
10 kitops 191
11 dud 166
12 runbooks 158
13 glide 94
14 oomstore 84
15 beneath 81
16 distributed-inference 46
17 kubernetes-operator-roiergasias 7
18 sdk-go 3

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