Flatland Benchmarks Flatland 3 starterkit

This repo is a starterkit for participating in the Flatland 3 Benchmarks hosted at fab.flatland.cloud.

Flatland Benchmarks (FAB) is an open-source web-based platform for running Benchmarks to foster Open Research.

Flatland 3 Benchmarks follow up on the Flatland 3 Challenge. More precisely, Flatland 3 Benchmarks follow Flatland 3 Challenge's Round 2 Environment Configurations, having the same environment configuration but generated with different seeds.

This starterkit features a random agent random_agent.py

TL;DR; aka. First Submission

1. Fork this repo
2. Manually trigger gh action docker under https://github.com/<user/orga>/<forked repo name>/actions/
3. Copy the docker image URL from https://github.com/<user/orga>/<forked repo name>/pkgs/container/<forked repo name>
4. Go to https://fab.flatland.cloud and enter the docker image URL when creating a submission.

Customization aka. Second Submission

Your submission Docker image must ship with an entrypoint, so we can run the container without an entrypoint/command. See Dockerfile for an example.

We set AICROWD_TESTS_FOLDER at the location where the environments are mounted for evaluation.

Test Submissions Locally

The evaluation follows the setup of https://flatland-association.github.io/flatland-book/challenges/flatland3/test-submissions-local.html, consisting of 3 components

• evaluator runs FlatlandRemoteEvaluationService
• submission runs FlatlandRemoteClient with your solution
• redis: kv store used for messaging, see https://redis.io/

There is a demo showcase illustrating this setup:

cd demo
docker compose up

• Before the evaluation starts, the debug environments are download to a Docker volume (in an auxiliary container downloader).
• redis is started (available under the redis hostname inside the Docker network)
• The data is mounted into both evaluator and submission services, and both are started.

At the end, you should something like the following:

submission-1  | [INFO] EPISODE_START : 3
submission-1  | [INFO] DONE ALL, BREAKING
submission-1  | Evaluation Complete...
submission-1  | ====================================================================================================
submission-1  | ====================================================================================================
submission-1  | ## Client Performance Stats
submission-1  | ====================================================================================================
submission-1  |          - env_creation_wait_time        => min: 0.0034842491149902344 || mean: 0.015663862228393555 || max: 0.021828413009643555
submission-1  |          - internal_env_reset_time       => min: 0.007657527923583984 || mean: 0.01933884620666504 || max: 0.031020164489746094
submission-1  |          - inference_time(approx)        => min: 1.8358230590820312e-05 || mean: 4.711043968629301e-05 || max: 0.0009729862213134766
submission-1  |          - internal_env_step_time        => min: 0.0002465248107910156 || mean: 0.000959648175185986 || max: 0.02834343910217285
submission-1  | ====================================================================================================
submission-1  | {'mean_reward': -102.0, 'sum_normalized_reward': 1.1021428571428573, 'mean_percentage_complete': 0.0, 'mean_normalized_reward': 0.55107}
submission-1  | \ end random_agent
submission-1  | \ end submission_template/run.sh
evaluator-1   | \ end evaluator/run.sh

See docker-compose.yml for details

Further Information

See FAB User Guide.