Discover thoth-station/socrates Open Source project

The recommendation engine for Python software stacks and Dependency Monkey in project Thoth.

233

adviser

Using Artificial Intelligence to analyse and recommend Software Stacks for Artificial Intelligence applications.

core

kebechet

I'm Kebechet bot, goddess of freshness - I will keep your source code fresh and up-to-date

Statically analyze sources and extract information about called or exported library functions in Python applications

invectio

⚕️💊 Prescriptions to heal your applications and application dependencies 💊⚕️

prescriptions

JupyterLab Extension for dependency management and optimization

jupyterlab-requirements

Dependency solver for the Thoth project

solver

Dependency management and optimization in Jupyter Notebooks

jupyter-nbrequirements

TypeScript

thamos

A CLI tool and library for communicating with Thoth

Platform for analyzing and recommending Python packages and Python software stacks not only for AI/ML applications

thoth

Storage and database adapters for project Thoth

storages

Thoth-Station ArgoCD Applications

thoth-application

Open Policy Agent

glyph

Generate CHANGELOG entries out of commit messages using AI/ML techniques

Web Service exposing Thoth functions to the RESTful worlds

user-api

A minimal Jupyter Notebook S2I image

s2i-minimal-notebook

Thoth's execution engine for inspecting quality, performance, and usability of software and software stacks in a cluster.

amun-api

Dockerfile

template-project

This is a Template for any Python based project

Ansible Role - Argo Workflows

ansible-role-argo-workflows

Visualize Python package metadata and browse advisory results.

TypeScript

an experiment on Source Operation Metrics

Thoth's addition to OpenShift's s2i Python builds to benefit from Thoth's recommendations in your application

s2i-thoth

Dockerfile

talks

Talks, presentations and research papers published about Thoth

datasets

Thoth Datasets to share Thoth heritage and create new ideas...

Library for Python related code

python

Thoth's Security Indicator using bandit

si-bandit

A common library for the Thoth project

common

Integration tests for the Thoth project to make sure deployment works as expected

integration-tests

Thoth's Security Indicator Aggregator

si-aggregator

A set of notebooks to experiment with data in project Thoth

notebooks

Thoth investigator is a Kafka based component that consumes all messages produced by Thoth components.

investigator

Project Meteor Operator for OpenShift

meteor-operator

report-processing

Library for processing all outputs/reports produced by Thoth components.

Examples of Thoth's recommendations using Thamos CLI

cli-examples

All code required to help workflows (e.g Argo).

workflow-helpers

An API service used for administration of deployed Thoth

management-api

An example of Thoth's recommendations in OpenShift's s2i builds for a TensorFlow stack

s2i-example

Update Thoth's database of CVEs

cve-update-job

Deployment of Sentry onto OpenShift for monitoring your OpenShift application

sentry-openshift

jupyternb-build-pipeline

Openshift-pipelines and tekton based pipeline for packaging jupyternb in to image.

messaging

This is Thoth messaging, I will send my knowledge to the Universe!

This is a Thoth tool box! A toolbox of Thoth tools...

thoth-station.github.io

Project Thoth website

JavaScript

thoth-toolbox

Dockerfile

license-solver

Detect license information from Python package metadata as provided by thoth-solver

Thoth adviser pre-commit hooks.

thoth-pre-commit-hook

s2i-generic-data-science-notebook

zuul-config

This is a Prometheus exporter for Thoth.

metrics-exporter

Fast CPython extensions to Python standard library with focus on performance.

fext

C++

dependency-monkey

The "Dependency Monkey" is a service for validating of package dependencies within an application stack.

Job for syncing data from object store to a graph database

graph-sync-job

Jupyter notebook s2i build for project Thoth

jupyter-notebook

Aggregate updates from Packages hosted in Indices...

package-update-job

Jupyter notebook S2I builder image.

jupyter-notebook-s2i

Create a graph database schema and indexes from source code automatically

goblinoid

A one time job to sync all Thoth data

sync-job

A job for monitoring new releases on PyPI and creating relevant entries in the graph database

package-releases-job

A repository for the OpenDataHub CNBi feature.

opendatahub-cnbi

source-management

Thoth's interaction library for different source management systems

Example of an Python's s2i application consuming Thoth's recommendations

s2i-example-flask

Argo workflows used to get certain Thoth jobs done.

workflows

Parse OpenShift's s2i build log into its structured representation with all the metadata available

buildlog-parser

A library for communicating with Amun API

amun-client

This is a project demonstrating the basic structure of a API Service as used by the Thoth-Station.

stub-api

Provide report on Thoth Service Level Objectives (SLO) to stakeholders.

slo-reporter

Thoth's Security Indicator using cloc

si-cloc

I'm Kebechet bot, goddess of freshness - I will keep your dependencies fresh and up-to-date

qeb-hwt

A reverse solver implementation

revsolver

This Ansible role will create an OpenShift Templates required to deploy Thoth.

ansible-role-core-templates

init-job

Thoth's initialization job that automatically initializes a fresh deployment

A periodic job to refresh Thoth's prescriptions

prescriptions-refresh-job

Cluster solver errors collected by Thoth Dependency Solver and report back to take actions.

solver-errors-reporter

Thoth Reporter to provide information on status of thoth services from analysis of documents stored on Ceph.

reporter

Metrics exporter exporting information about Pulp

pulp-metrics-exporter

Tensorflow serving binary build

tensorflow-serving-build

A set of Ansible Roles used by Thoth

ansible-role-core-imagestreams

This Ansible role will create an OpenShift Service object to integrate an external JanusGraph Server.

external-janusgraph-service

nepthys

Bringing your code back to live as an interactive documentation automatically

A small example demonstrating Python package releases uploaded using AICoE-CI to Operate First Pulp instance.

aicoe-ci-pulp-upload-example

Ansible role to provision PostgreSQL into Thoth

ansible-role-postgresql

cleanup-job

A job for cleaning up old OpenShift objects created by one-time analyses

This is a SrcOps test repository

srcops-testing

API exposing algorithms on top of project2vec

isis-api

This is a repository for a Predictive Stack for Natural Language Processing (NLP)

ps-nlp

Push images to an external registry from internal OpenShift registry

image-pusher

Tooling and a library for Thoth's Python Source-To-Image (s2i) applications

s2i

An example repository for a project to be migrated to use Thoth (demo)

s2i-example-migration

Scripts to benchmark libraries used by Amun

performance

Build log aggregation service which integrates with OpenShift and Ceph storage.

osiris

Create a Thoth CronJob in an OpenShift Project/namespace.

ansible-role-cronjob

selinon-worker

Selinon worker used for data gathering, data cleansing and experiments in project Thoth

Watch for builds done in OpenShift and automatically submit new images to Thoth's image analysis

build-watcher

A job for scheduling solver to resolve dependency graphs of new packages

graph-refresh-job

Manipulation with package dependencies in containers and install logs

package-extract