AWS DeepRacer League Update #21 July halfway check

It feels like if June was yesterday and we’re already two weeks into the July races. Find out who’s pushing the limits in the Pro, check out a racer tsunami in the Open.

We’ve taken a longer beak from the updates to focus on managing the growth of our community. We have invited the students of the AWS Machine Learning NanoDegree scholarship Program to join our Slack which means that over the last few weeks we have grown from 5,000 to now nearing 35,000 students. Very exciting change!

AWS DeepRacer

AWS DeepRacer is a 1/18th scale autonomous race car but also much more. It is a complete program that has helped thousands of employees in numerous organizations begin their educational journey into machine learning through fun and rivalry.

Visit AWS DeepRacer page to learn more about how it can help you and your organization begin and progress the journey towards machine learning.

Join the AWS Machine Learning Community to talk to people who have used DeepRacer in their learning experience.

Pro Division

Baja Highway track (Source: AWS DeepRacer Console)

Race info:

  • 64.67 meters long
  • 107 centimeters wide
  • Head-to-bot format with four bot cars cruising at 2 m/s with no lane changes
  • Racers are trying to complete three laps – all laps are separate
  • Each collision results in a five seconds penalty
  • Each driving off the track results in a three seconds penalty
  • Top 16 go on into a live race which will be streamed on Twitch to fight for places in the League Finals and AWS DeepRacer EVOs
All submissions
Update time: 2021-07-17 13:00:00 UTC

Racers: 106
Total submission attempts: 26359
Best total time: 01:07.888 by JJ
Mean total time: 03:04.216650943
Best lap: 00:22.428 by Karl-NAB
Mean best lap: 00:56.635132075
Mean average lap: 01:01.405216981

We can already see over 100 racers taking part including many of those who have already qualified into the championships. They will not count in the fight for the finale but it’s nice to see them still interested.

We’re in one of those states where the best time owner does not own the best lap. This sometimes happens and usually means that the model has a potential to go fast but is lacking the repetitiveness of fast laps – some are insanely good, some too slow to top the list. It’s quite astounding that the best time from JJ is almost as fast as average single lap time in the Pro Division. That guy just loves to make it clear how good he is!

Top 20 submissions
Update time: 2021-07-17 13:00:00 UTC

Racers: 20
Total submission attempts: 17198
Best total time: 01:07.888 by JJ
Mean total time: 01:17.702100
Best lap: 00:22.428 by Karl-NAB
Mean best lap: 00:25.352650
Mean average lap: 00:25.900400

Things get much more tight in the top 20 with the mean average lap just 3.5 seconds behind the best lap. I’m expecting this to come even closer in the next weeks.

Rank Racer Total Time Avg Lap Best Lap Resets Submissions
1 JJ 01:07.888 00:22.629 00:22.582 0 2614
2 Karl-NAB 01:08.258 00:22.752 00:22.428 0 1493
3 JPMC-Ace-Hyderabad 01:10.879 00:23.626 00:23.410 0 246
4 JPMC-Rogue-Hyderabad 01:10.909 00:23.636 00:23.447 0 426
5 Yoway-NYCU-CGI 01:11.179 00:23.726 00:23.404 0 94
6 PolishThunder 01:11.769 00:23.923 00:23.569 0 774
7 Duckworth 01:11.932 00:23.977 00:23.464 0 1783
8 Ernesto 01:12.025 00:24.008 00:23.654 0 847
9 RobinCastro-DBS 01:13.561 00:24.520 00:23.633 0 1718
10 TonyJ 01:13.921 00:24.640 00:24.158 0 1786
11 dartjason 01:15.835 00:25.278 00:24.915 0 1273
12 AIDeepRacer 01:15.918 00:25.306 00:25.125 0 17
13 SorinB 01:16.084 00:25.361 00:25.062 0 649
14 Matt 01:17.111 00:25.703 00:25.647 0 1021
15 CGS-LargeLattice 01:20.742 00:26.914 00:26.458 0 774
16 Rober 01:26.559 00:28.853 00:27.223 1 5
17 skoota 01:29.905 00:29.968 00:29.139 0 867
18 alexj 01:30.451 00:30.150 00:29.993 0 53
19 Sing-1-Chetak 01:32.023 00:30.674 00:30.535 0 536
20 EnBW-Flitzer 01:37.093 00:32.364 00:29.207 2 222
21 kimwooglae 01:39.248 00:33.082 00:29.254 3 2750
22 JPMC-DriftKing-Houston 01:42.814 00:34.271 00:30.212 6 18
23 ABaykov 01:43.305 00:34.435 00:31.588 2 143
24 MiLKB 01:49.325 00:36.441 00:34.447 1 1230
25 Breadcentric 01:52.790 00:37.596 00:37.277 8 80

JPMC’s Ace and Rogue are topping the list of those fighting for the July Finale race. We have six championship racers in top 25 (shown in italic). After removing them the last person in a currently qualifying spot is EnBW-Flitzer in 20th. Current 1st to 16th gap is over 26 seconds so taken into account that last month we went under 5 seconds at the end of the month, I’m expecting some rapid improvements.

Open Division

Baja Turnpike (Source: AWS DeepRacer Console)

Race info:

  • 40.56 meters long
  • 107 centimetres wide
  • Simpler and shorter than the pro track but still pretty challenging with a variety of straights and turns
  • Time Trial format
  • Competitors need to complete three laps and total time counts for their classification, each lap starts from halt
  • Each off-track results in five seconds penalty.
  • Racers fight for qualification to the Pro group which is won by the top 10%
  • They will also receive a Pro Welcoming Kit which is a bit of a mystery

The Open Division track is slightly easier with a whole section removed but still brings many challenges to the racers. Also there the section cut out means there is one less long straight to shine which makes the whole lap more about doing good turns.

This is so far the biggest race of this month with already around 1300 racers. A lot of them have joined through the Udacity Scholarship but we can clearly see some are really into it. With that a gentle reminder:

When the fun stops stop (Source: gambleaware.co.uk

Especially when you’re starting your adventure with AWS accounts and its billing, it’s worth enjoying it with caution. Edward Krueger and Dylan Rossi share some hints on that in their article Keeping the “Free Tier” Free.

All submissions
Update time: 2021-07-17 13:00:00 UTC

Racers: 1297
Total submission attempts: 5592
Best total time: 01:21.207 by mikeRacer
Mean total time: 04:03.314582113
Best lap: 00:24.456 by Janesoki
Mean best lap: 01:14.952616037
Mean average lap: 01:21.104534310

1297 open racers means that currently we’ll have 130 new pro racers in August. As things stand, the 130th racer is abw with the total time of 2:34.927.

I’ve looked at Janesoki’s performance – this racer has one reset and is still in fourth spot and holds the best time so far. Sounds like the secret lies in the last straight, just look:

Last straight lap 1 by Janesoki (Source: AWS DeepRacer Console)

That’s quite some acceleration, isn’t it? But then check out Lap 2:

Last straight lap 2 by Janesoki (Source: AWS DeepRacer Console)

The model is showing signs of good behaviour but isn’t consistent enough. Sounds like it would require more work. Still, great times!

Top 25 submissions
Update time: 2021-07-17 13:00:00 UTC

Racers: 25
Total submission attempts: 725
Best total time: 01:21.207 by mikeRacer
Mean total time: 01:40.697880
Best lap: 00:24.456 by Janesoki
Mean best lap: 00:31.482520
Mean average lap: 00:33.565600

The gap between 1st and 25th racer is over 30 seconds and frankly it can now go both ways as leaders could still go under 60 seconds on this track.

Here’s the top 25 for the Open Division

Rank Racer Total Time Avg Lap Best Lap Resets Submissions
1 mikeRacer 01:21.207 00:27.069 00:26.935 0 4
2 Webstar34 01:21.270 00:27.090 00:26.328 0 5
3 Boltronic 01:22.457 00:27.485 00:27.349 0 1
4 Janesoki 01:27.016 00:29.005 00:24.456 1 20
5 pa-ss 01:30.308 00:30.102 00:29.540 0 9
6 baby-driver 01:30.937 00:30.312 00:29.863 0 15
7 RMIT-badger 01:33.242 00:31.080 00:30.543 0 22
8 AE86-AAW 01:33.816 00:31.272 00:30.543 0 6
9 Yuliya 01:34.092 00:31.364 00:30.925 0 444
10 Dang 01:34.733 00:31.577 00:28.810 2 13
11 Bmth-3-Sens-AI 01:39.164 00:33.054 00:31.504 4 36
12 Hennessey-Venom 01:40.033 00:33.344 00:31.136 4 14
13 LuckyMan 01:40.675 00:33.558 00:31.402 1 5
14 R1999TDR 01:41.589 00:33.863 00:33.797 0 10
15 Spendwiser 01:50.188 00:36.729 00:34.338 1 9
16 RebornedFoxtrot 01:50.398 00:36.799 00:34.149 1 6
17 mpsouza 01:50.595 00:36.865 00:36.659 0 3
18 ATATest 01:50.690 00:36.896 00:32.751 2 12
19 robracer 01:50.819 00:36.939 00:33.212 1 7
20 AlMeteor 01:51.367 00:37.122 00:36.853 0 4
21 Velocity-Theta 01:52.041 00:37.347 00:33.657 2 12
22 cheese 01:52.337 00:37.445 00:31.328 6 3
23 vsareen24 01:52.552 00:37.517 00:34.989 5 14
24 Xavier 01:52.789 00:37.596 00:33.331 5 38
25 cxc 01:53.132 00:37.710 00:32.665 2 13

That’s all for today, remember to return next week for an update. I wonder if we can manage to break a 2000 racers count this month.

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