antani project
ant - agent network interface

Antani is an optmization engine
for fleet dispatch


For each module we refer to the corresponding project page

a machine learning library for autmomated learning on geo data and time series.

time series analysis library for statistical properties calculation and forecasts

geomadi is a library for spatial operations

Reinforcement learning + Monte Carlo and Markov chains for polymer/path systems

expose different routing/optimization microservices

is a collection of utils for web automation and crowlers

Collection of utils for developing

modules description

antani
microservices


flask

exposed end points

celery

worker configuration

redis

cache borker/worker communication

web server

proxy and redirect ports

end
points


/solve

serial solution

/simplify

resequence points per agent

/cluster

clusterize areas

/longtask

worker task

/status

return current state

/jobs

return current state routific format

/publish

publish curent solution

/kill

kill worker

antani
project


microservices overview

antani github

mallink
project


Markov chain Monte Carlo + reinforcement learning on paths (polymers)

mallink github

geomadi
project


geo processing tools

geomadi github

albio
project


time series preprocessing and forecast

albio github

lernia
project


machine learning utils for tuning, preprocessing and comparing models

lernia github

modules
overview


routing

routing tools

create a microservice with routing information between two spots

graph

graph tools

Create, simplify, merge... graphs

engine

Monte Carlo Markov Chain

Prior and posterior probabilities, Metropolis acceptance, moves

antani_viz

frontend

Interact with all backend microservices and display paths and scores

concept

model explanation

Theory behind the optimization engine

modules specification

frontend

antani

frontend integration with backend microservices, routes display and metric calculation

documentation page

OUR
INTEGRATIONS


Services calling the endpoints

SEE HOW IT WORKS

STEP BY STEP
Documentation


activation potential


calculation of the activation potential and unit revenue

Read more...

Markov chain idea


Use Monte Carlo Markov chain for a faster covergency

Read more...

Benchmarking solution


Comparison between different optimization engines and score definition

Read more...

"quotation"
- tizio -

OUR
TECHNOLOGY


list of the technologies required

openLayers

75%

aws

82%

statistical physics

65%

backend services

50%

graphs

32%

routing

47%