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comma ai | comma supercomputer | Greg Hogan | COMMA_CON talks | Machine Learning Training & Compute
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Date of the stream 29 Jul 2023.
Greg Hogan social media:
Datacenter:
View original video on Youtube:
Chapters:
00:00 intro
00:28 old office
01:37 not enough power, airflow
02:50 new office - empty room
03:03 adding power, 800A, $125k for power
03:27 walls, aisle for air, racks
03:43 knocking out windows
04:03 big fans for free cooling
04:24 recirculating hot air
04:53 strip curtain
05:10 destratification fans
05:35 end result
06:09 climate control, fans only
06:40 used servers temperature history
07:13 power usage for climate control
07:50 8 kW total at full power for fans
08:40 vfd controller, 80A startup for fans
09:50 control policy for climate control
10:10 humidity target and control
12:55 the new supercomputer
14:00 comparable performance to other supercomputers
15:20 high level specs for the supercomputer
15:51 trainer servers
17:04 rollout servers
18:20 driving data, distributed file system, minikeyvalue
19:06 data diversity
20:07 training openpilot models
21:25 model overview
22:05 vison model
22:35 policy model
23:00 the future, tinygrad
23:40 tinyboxes
23:50 Q & A
24:20 high temperature datacenter
25:44 Greg is awesome
25:54 data center word usage, big fans, cost analysis
27:15 backup solution for power outage
27:25 production customer facing is azure, on-premise for research
27:48 cheap because we accept some downtime
28:50 question for research team
29:10 what GPU is used for training, most dollars per flop
29:40 GPU for rollout servers highest memory bandwith per flop
30:10 question for research team
30:36 time for the whole training process
31:16 too hot for people in the hot datacenter
32:14 lower all-in cost per petaflow for training
33:20 die temperature in hot datacenter
34:15 time to boot up the supercomputer
35:20 fan speeds, exhaust and intake fans at different speeds
36:38 data sales for $200k offer did anyone buy it?
Official communication channels:
How to get a job:
How to collaborate:
Are you interested in openpilot?
Knowledge base:
Check out the code:
Is my car supported?
Frequently Asked Questions:
How to setup openpilot:
Comma Secure Shell:
API Documentation:
CAN analysis tool:
Review and annotate your driving data:
Leaderboard:
Comma Connect App:
Research:
Official George Hotz communication channels:
Follow for notifications:
Unofficial communities and resources:
Thank you for reading and using the SHOW MORE button.
We hope you enjoy watching George's videos as much as we do.
See you at the next video.
Greg Hogan social media:
Datacenter:
View original video on Youtube:
Chapters:
00:00 intro
00:28 old office
01:37 not enough power, airflow
02:50 new office - empty room
03:03 adding power, 800A, $125k for power
03:27 walls, aisle for air, racks
03:43 knocking out windows
04:03 big fans for free cooling
04:24 recirculating hot air
04:53 strip curtain
05:10 destratification fans
05:35 end result
06:09 climate control, fans only
06:40 used servers temperature history
07:13 power usage for climate control
07:50 8 kW total at full power for fans
08:40 vfd controller, 80A startup for fans
09:50 control policy for climate control
10:10 humidity target and control
12:55 the new supercomputer
14:00 comparable performance to other supercomputers
15:20 high level specs for the supercomputer
15:51 trainer servers
17:04 rollout servers
18:20 driving data, distributed file system, minikeyvalue
19:06 data diversity
20:07 training openpilot models
21:25 model overview
22:05 vison model
22:35 policy model
23:00 the future, tinygrad
23:40 tinyboxes
23:50 Q & A
24:20 high temperature datacenter
25:44 Greg is awesome
25:54 data center word usage, big fans, cost analysis
27:15 backup solution for power outage
27:25 production customer facing is azure, on-premise for research
27:48 cheap because we accept some downtime
28:50 question for research team
29:10 what GPU is used for training, most dollars per flop
29:40 GPU for rollout servers highest memory bandwith per flop
30:10 question for research team
30:36 time for the whole training process
31:16 too hot for people in the hot datacenter
32:14 lower all-in cost per petaflow for training
33:20 die temperature in hot datacenter
34:15 time to boot up the supercomputer
35:20 fan speeds, exhaust and intake fans at different speeds
36:38 data sales for $200k offer did anyone buy it?
Official communication channels:
How to get a job:
How to collaborate:
Are you interested in openpilot?
Knowledge base:
Check out the code:
Is my car supported?
Frequently Asked Questions:
How to setup openpilot:
Comma Secure Shell:
API Documentation:
CAN analysis tool:
Review and annotate your driving data:
Leaderboard:
Comma Connect App:
Research:
Official George Hotz communication channels:
Follow for notifications:
Unofficial communities and resources:
Thank you for reading and using the SHOW MORE button.
We hope you enjoy watching George's videos as much as we do.
See you at the next video.
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