veyepar: Boosting Python Numeric Computations with Dynamic C++ Integration

Hi user

Admin Login:

Name: Boosting Python Numeric Computations with Dynamic C++ Integration
--client pyohio --show pyohio_2024 --room calypso 15472 --force
Next: 10 A Confession of My Python Sins

show more... Marks

Author(s):	Mandar Deshpande
Location	Calypso
Date	jul Sat 27	Days Raw Files
Start	15:00	First Raw Start	14:48
Duration	00:30:00	Offset	0:11:31
End	15:30	Last Raw End	15:29
Chapters	00:00 0:17:47
Total cuts_time	24 min.

https://www.pyohio.org/2024/program/talks/boosting-python-numeric-computations-with-dynamic-c-integration
raw-playlist raw-mp4-playlist encoded-files-playlist host archive mp4 svg png

final audio

assets release.pdf Boosting_Python_Numeric_Computations_with_Dynamic_C_Integration.json
logs
Admin: episode episode list cut list raw files day marks day marks day image_files

State:
Locked:	clear this to unlock
Locked by:	user/process that locked.
Start:	initially scheduled time from master, adjusted to match reality
Duration:	length in hh:mm:ss
Name:	Video Title (shows in video search results)
Emails:	email(s) of the presenter(s)
Released:	has someone authorised pubication
Normalise:
Channelcopy:	m=mono, 01=copy left to right, 10=right to left, 00=ignore.
Thumbnail:	filename.png
Description:	Uncover the secrets to turbocharging your Python numeric computations by harnessing the dynamic performance of `C++`. This talk is aimed at the beginner\-intermediate Python developer working in the ML/AI infra or performance optimization space. Have you ever wondered how the growing usage of the numeric computation stack, including libraries like numpy, scipy, and scikit\-learn, along with deep learning libraries such as pytorch and tensorflow, are shaping the future of AI and Machine Learning? And what about the intriguing fact that these libraries are built on wrappers for the underlying C\+\+ code? Have you considered the benefits this brings, or how the optimization of these libraries as per the host device \- be it CPU, GPU, or Apple Silicon \- enhances performance and efficiency? And finally, let's consider the practical applications and real\-world examples of this integration between Python and C\+\+. What are the challenges and solutions in bridging the gap between Python and C\+\+ in the context of AI and Machine Learning. Observing the growing trends at my workplace over the past few years, I am sure this process is going to be standardised soon with more developers being involved in such integrations/optimizations. This talk aims to get the Python community excited for this growing trend by sharing: 1\. reasoning 2\. Integration framework/paths specifically for pybind markdown
Comment:	production notes

recording sheet

recording sheet

2024-07-27/14_48_29.ts Apply: 14:48:29 - 15:00:41 ( 00:12:12 ) S: 14:48:29 - E: 15:18:28 D: 00:29:59 (End: 732.0) show more...

vlc ~/Videos/veyepar/pyohio/pyohio_2024/dv/calypso/2024-07-27/14_48_29.ts :start-time=00.0 --audio-desync=0

	Raw File	Cut List
	14:48:29		seconds: 0.0 Wall: 14:48:29
Duration	00:29:59
	15:18:28		seconds: 732.0 Wall: 15:00:41
Comments:
mp4 mp4.m3u	dv.m3u	Split: Sequence:: delete

audio viz

2024-07-27/14_48_29.ts Apply: 15:00:41 - 15:18:28 ( 00:17:47 ) S: 14:48:29 - E: 15:18:28 D: 00:29:59 (Start: 732.0) show more...

vlc ~/Videos/veyepar/pyohio/pyohio_2024/dv/calypso/2024-07-27/14_48_29.ts :start-time=0732.0 --audio-desync=0

	Raw File	Cut List
	14:48:29		seconds: 732.0 Wall: 15:00:41
Duration	00:29:59
	15:18:28		seconds: 0.0 Wall: 14:48:29
Comments:
mp4 mp4.m3u	dv.m3u	Split: Sequence:: delete

audio viz

2024-07-27/15_18_29.ts Apply: 15:18:29 - 15:20:15 ( 00:01:46 ) S: 15:18:29 - E: 15:29:58 D: 00:11:29 (End: 106.0) show more...

vlc ~/Videos/veyepar/pyohio/pyohio_2024/dv/calypso/2024-07-27/15_18_29.ts :start-time=00.0 --audio-desync=0

	Raw File	Cut List
	15:18:29		seconds: 0.0 Wall: 15:18:29
Duration	00:11:29
	15:29:58		seconds: 106.0 Wall: 15:20:15
Comments:
mp4 mp4.m3u	dv.m3u	Split: Sequence:: delete

audio viz

2024-07-27/15_18_29.ts Apply: 15:20:15 - 15:27:24 ( 00:07:09 ) S: 15:18:29 - E: 15:29:58 D: 00:11:29 (Start: 106.0) (End: 535.0) show more...

vlc ~/Videos/veyepar/pyohio/pyohio_2024/dv/calypso/2024-07-27/15_18_29.ts :start-time=0106.0 --audio-desync=0

	Raw File	Cut List
	15:18:29		seconds: 106.0 Wall: 15:20:15
Duration	00:11:29
	15:29:58		seconds: 535.0 Wall: 15:27:24
Comments:
mp4 mp4.m3u	dv.m3u	Split: Sequence:: delete

audio viz

2024-07-27/15_18_29.ts Apply: 15:27:24 - 15:29:58 ( 00:02:34 ) S: 15:18:29 - E: 15:29:58 D: 00:11:29 (Start: 535.0) show more...

vlc ~/Videos/veyepar/pyohio/pyohio_2024/dv/calypso/2024-07-27/15_18_29.ts :start-time=0535.0 --audio-desync=0

	Raw File	Cut List
	15:18:29		seconds: 535.0 Wall: 15:27:24
Duration	00:11:29
	15:29:58		seconds: 0.0 Wall: 15:18:29
Comments:
mp4 mp4.m3u	dv.m3u	Split: Sequence:: delete

audio viz

Rf filename:	root is .../show/dv/location/, example: 2013-03-13/13:13:30.dv
Sequence:
get this:	check and save to add this

2024-07-27/14_48_29.ts
audio viz

audio viz

2024-07-27/15_18_29.ts
audio viz

audio viz

Veyepar Video Eyeball Processor and Review