George Hotz | Programming | hand optimizing a resnet 50 in tinygrad | tinygrad.org | Part 1
Date of the stream 29 Sep 2023.
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Live-stream chat added as Subtitles/CC - English (Twitch Chat) - at the bottom - Show Transcript
Sources:
- https://github.com/geohot/tinygrad
- http://www.incompleteideas.net/IncIdeas/BitterLesson.html
Follow for notifications:
- https://twitch.tv/georgehotz
Support George:
- https://twitch.tv/subs/georgehotz
Pre-order tinybox:
- https://buy.stripe.com/5kAaGL6lk9uX9nW144 (https://tinygrad.org/)
Chapters:
00:00:00 muted intro
00:00:40 un-muted intro
00:00:50 taiwan and india
00:01:50 how free is taiwan, china, check in hotel
00:03:20 free internet in taiwan
00:04:00 wechat in china
00:05:55 story time, iceland
00:07:00 safe singapur
00:09:20 brazil, south africa
00:11:10 George trying not be controversial
00:12:10 grants, fixing the empire
00:13:45 dismantling our late-stage capitalist society
00:14:40 George stating his political preference
00:15:30 Elon Musk the next Caesar, bike trip
00:17:00 Ukraine gdp per capita, taiwan gdp per capita
00:17:50 progressive, can't make everyone happy in politics
00:18:20 sarcasm
00:19:00 eastern europe bike trip, andrew tate
00:20:10 countries to avoid
00:23:05 shipping for non-US citizens for tinybox
00:23:45 sweden, dubai
00:28:25 direction of tinygrad
00:30:30 building a wall
00:31:00 declining empires
00:32:50 china spending power, kenya poor
00:35:00 favorite countries in europe, dubai
00:36:15 libertarian india
00:36:50 hand coding resnet 50
00:40:10 kernels in resnet
00:43:05 operations for the resnet, the power of the new tinygrad abstractions
00:46:10 simple abstractions in tinygrad = fast
00:46:20 init does lots of adds
00:47:25 renderer, kernel code
00:48:55 cleanest abstractions anywhere nn
00:49:20 not optmized kernel, optimization
00:49:50 benchmarking
00:58:40 kind of wrong, some kernels bad
01:01:35 how nice is tinygrad
01:08:40 love for python
01:09:30 faster
01:11:20 MadDog
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comma ai Still driving
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comma ai was live
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comma ai Going home
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comma ai Late night civic driving
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comma ai Toyota giraffe shilling
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comma ai Product launch question time
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comma ai openpilot 0.3.9
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comma ai Going through the GM investor deck
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comma ai Shilling at the holiday party
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comma ai EON shipping party
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comma ai EON unboxing!
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comma ai The very straight roads of Nevada
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comma ai Starting our trip with openpilot 0.4
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comma ai Little EON on the prairie
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comma ai The urban sprawl of Colorado
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comma ai Onward to Omaha
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comma ai shop.comma.ai Buy things!!!
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comma ai The youth are woke
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comma ai Photo shoot!
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comma ai Breaking down hype of CES
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comma ai Salt Lakes Everywhere!
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comma ai Corolla port o’clock!
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comma ai Presentation where it’s like you are in Omaha with us
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comma ai Asking the scopies the banned question
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comma ai Driving in the Corolla!
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comma ai We got new products! shop.comma.ai
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comma ai Sunday w scopies!
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comma ai Scopie Saturday
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comma ai Ok scopie Friday
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comma ai Why aren’t car companies good
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comma ai How can driving be better
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comma ai Scopie Sunday
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comma ai Mapping Sunday!
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comma ai Let’s go buy a car
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comma ai Ok I take back all the bad things I said about Ford
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Chapters (41)
muted intro
0:40
un-muted intro
0:50
taiwan and india
1:50
how free is taiwan, china, check in hotel
3:20
free internet in taiwan
4:00
wechat in china
5:55
story time, iceland
7:00
safe singapur
9:20
brazil, south africa
11:10
George trying not be controversial
12:10
grants, fixing the empire
13:45
dismantling our late-stage capitalist society
14:40
George stating his political preference
15:30
Elon Musk the next Caesar, bike trip
17:00
Ukraine gdp per capita, taiwan gdp per capita
17:50
progressive, can't make everyone happy in politics
18:20
sarcasm
19:00
eastern europe bike trip, andrew tate
20:10
countries to avoid
23:05
shipping for non-US citizens for tinybox
23:45
sweden, dubai
28:25
direction of tinygrad
30:30
building a wall
31:00
declining empires
32:50
china spending power, kenya poor
35:00
favorite countries in europe, dubai
36:15
libertarian india
36:50
hand coding resnet 50
40:10
kernels in resnet
43:05
operations for the resnet, the power of the new tinygrad abstractions
46:10
simple abstractions in tinygrad = fast
46:20
init does lots of adds
47:25
renderer, kernel code
48:55
cleanest abstractions anywhere nn
49:20
not optmized kernel, optimization
49:50
benchmarking
58:40
kind of wrong, some kernels bad
1:01:35
how nice is tinygrad
1:08:40
love for python
1:09:30
faster
1:11:20
MadDog
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