George Hotz | Programming | can we fit a LLaMA inside a tinygrad? | $1499 comma.ai/shop/comma-three
Date of stream 08 Mar 2023.
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Live-stream chat added as Subtitles/CC - English (Twitch Chat) - three-dot menu icon - Show transcript
Source files:
- https://github.com/geohot/tinygrad/blob/llama/examples/llama.py
- https://github.com/geohot/tinygrad/tree/llama
- https://github.com/geohot/tinygrad
Follow for notifications:
- https://twitch.tv/georgehotz
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- https://twitch.tv/subs/georgehotz
Programming playlist:
- https://www.youtube.com/playlist?list=PLzFUMGbVxlQs5s-LNAyKgcq5SL28ZLLKC
Chapters:
00:00:00 intro
00:01:30 guitar tuning…
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Chapters (38)
intro
1:30
guitar tuning and playing
4:30
giving advice to elon, woke
7:25
llama, trip to india, bengaluru, bike to mumbai
8:40
when software was cool
11:20
llama, privilege
13:45
discord ban, pressure, power
16:05
prime, blue crown, money
18:00
tiny corp, making value, food
22:25
capitalism
23:50
facebook LLaMA, apply for access, torrent
25:10
ai safety, enjoy the decline
28:00
deepmind, google, rants
28:40
thinking for yourself, jesus, george is christian, god
30:30
a progression to christian
31:50
big text, copilot
35:10
running on gpu m1
39:30
using tinygrad tiny ram usage, float16
46:00
METAL=1
47:25
numpy size of datatype
49:12
interesting, np.frombuffer
52:10
problem raw buffers to have a datatype?
52:55
python read into buffer, not making copies = fast
59:40
loading from disk, making it lazy
1:00:50
tinygrad is the future, replacing programing with dsp paradigm
1:02:17
tinygrad has grown
1:03:50
metal buffer, float16 hard
1:05:20
interview question how big is a float
1:06:40
making metal buffer, supporting dtypes
1:09:40
tinygrad recognize llama
1:10:25
facebook llama arxiv, unbiased model
1:13:25
class Attention, FeedForward
1:21:40
washed heads
1:24:00
class RMSNorm
1:30:25
testing inference
1:35:30
error and slow loading because torch
1:39:00
wasting 0.6 seconds
1:40:45
how transformers work, Linear
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