正在加载视频...

视频加载失败

返回首页

Pandas is a powerful data analysis and manipulation library for Python! NVIDIA just made Pandas 150x faster with zero code changes🔥 All you have to add is just a couple of lines of code: %load_ext cudf.pandas import pandas as pd

Sumanth_077's profile picture

Sumanth

76,115 subscribers

180,800 次观看 • 2 年前 •via X (Twitter)

科学技术健康养生教育
LIVE

Anya Rossi• Live Now

Private livecam show

0 条评论

暂无评论

原始帖子的评论将显示在这里

相关视频

Makes Pandas 20x Faster using FireDucks... ...by changing JUST ONE LINE of code. Pandas has a few limitations: - a single-core computation. - creates bulky DataFrames. - always follows an eager execution mode (every op triggers immediate computation), which is why it cannot prepare a smart execution plan that optimizes the entire sequence of operations. FireDucks is a heavily optimized alternative with exactly the same API as Pandas’ that addresses these. There are three ways to use it: 1) Load the extension: %𝐥𝐨𝐚𝐝_𝐞𝐱𝐭 𝗳𝗶𝗿𝗲𝗱𝘂𝗰𝗸𝘀.𝐩𝐚𝐧𝐝𝐚𝐬; 𝗶𝗺𝗽𝗼𝗿𝘁 𝗽𝗮𝗻𝗱𝗮𝘀 𝗮𝘀 𝗽𝗱 2) Import FireDucks instead of Pandas: 𝐢𝐦𝐩𝐨𝐫𝐭 𝗳𝗶𝗿𝗲𝗱𝘂𝗰𝗸𝘀.𝐩𝐚𝐧𝐝𝐚𝐬 𝐚𝐬 𝐩𝐝 3) If you have a Python script, execute is as follows: 𝗽𝘆𝘁𝗵𝗼𝗻3 -𝗺 𝗳𝗶𝗿𝗲𝗱𝘂𝗰𝗸𝘀.𝗽𝗮𝗻𝗱𝗮𝘀 𝗰𝗼𝗱𝗲.𝗽𝘆 Done! ✅ Check this out👇
0:12

Makes Pandas 20x Faster using FireDucks... ...by changing JUST ONE LINE of code. Pandas has a few limitations: - a single-core computation. - creates bulky DataFrames. - always follows an eager execution mode (every op triggers immediate computation), which is why it cannot prepare a smart execution plan that optimizes the entire sequence of operations. FireDucks is a heavily optimized alternative with exactly the same API as Pandas’ that addresses these. There are three ways to use it: 1) Load the extension: %𝐥𝐨𝐚𝐝_𝐞𝐱𝐭 𝗳𝗶𝗿𝗲𝗱𝘂𝗰𝗸𝘀.𝐩𝐚𝐧𝐝𝐚𝐬; 𝗶𝗺𝗽𝗼𝗿𝘁 𝗽𝗮𝗻𝗱𝗮𝘀 𝗮𝘀 𝗽𝗱 2) Import FireDucks instead of Pandas: 𝐢𝐦𝐩𝐨𝐫𝐭 𝗳𝗶𝗿𝗲𝗱𝘂𝗰𝗸𝘀.𝐩𝐚𝐧𝐝𝐚𝐬 𝐚𝐬 𝐩𝐝 3) If you have a Python script, execute is as follows: 𝗽𝘆𝘁𝗵𝗼𝗻3 -𝗺 𝗳𝗶𝗿𝗲𝗱𝘂𝗰𝗸𝘀.𝗽𝗮𝗻𝗱𝗮𝘀 𝗰𝗼𝗱𝗲.𝗽𝘆 Done! ✅ Check this out👇

Akshay 🚀

73,967 次观看 • 1 年前

100x faster alternative to Pandas! (It can even beat GPU dataframe libraries) While Pandas is the most popular DataFrame library, it has some major limitations: - Pandas only uses a single CPU core. - It often creates bulky DataFrames - Its eager (immediate) execution prevents global optimization Introducing FireDucks a highly optimized, drop-in replacement for Pandas. Just change one line of code and you're good to go: ↳ import fireducks.pandas as pd The video below shows a comparison of FireDucks with cuDF—a GPU DataFrame library. In this case, it's even faster than cuDF. That said, the query in the video has chaining operations and it uses all columns. By manually optimizing and working only with the necessary columns, the run-time decreased to: - Pandas: 14 seconds (down from 48 seconds) - FireDucks: 0.8 seconds (unchanged) [SIMILAR] - cuDF: 0.9 seconds (down from 2.6 seconds) This demonstrates that FireDucks' compiler automatically performs the same optimizations that you would need to explicitly implement in cuDF and Pandas. Most importantly, the optimization does not affect the final result. I've shared a link to the Colab notebook in the next tweet. _____ Find me → Akshay 🚀 ✔️ For more insights and tutorials in AI and Machine Learning.
0:14

100x faster alternative to Pandas! (It can even beat GPU dataframe libraries) While Pandas is the most popular DataFrame library, it has some major limitations: - Pandas only uses a single CPU core. - It often creates bulky DataFrames - Its eager (immediate) execution prevents global optimization Introducing FireDucks a highly optimized, drop-in replacement for Pandas. Just change one line of code and you're good to go: ↳ import fireducks.pandas as pd The video below shows a comparison of FireDucks with cuDF—a GPU DataFrame library. In this case, it's even faster than cuDF. That said, the query in the video has chaining operations and it uses all columns. By manually optimizing and working only with the necessary columns, the run-time decreased to: - Pandas: 14 seconds (down from 48 seconds) - FireDucks: 0.8 seconds (unchanged) [SIMILAR] - cuDF: 0.9 seconds (down from 2.6 seconds) This demonstrates that FireDucks' compiler automatically performs the same optimizations that you would need to explicitly implement in cuDF and Pandas. Most importantly, the optimization does not affect the final result. I've shared a link to the Colab notebook in the next tweet. _____ Find me → Akshay 🚀 ✔️ For more insights and tutorials in AI and Machine Learning.

Akshay 🚀

79,631 次观看 • 1 年前

Do pandas actually have a purpose or are they just here for vibes?
0:15

Do pandas actually have a purpose or are they just here for vibes?

Nature is Amazing ☘️

5,095,435 次观看 • 2 年前

A whole squad of baby pandas just chilling on the grass 🐼#Panda
0:12

A whole squad of baby pandas just chilling on the grass 🐼#Panda

China Perspective

18,756 次观看 • 6 个月前

🐼🇯🇵🇨🇳 Japan will lose all its pandas in its zoos for the first time since 1973 due to cooling relations with China... The last remaining giant pandas in Japan, twins Xiao Xiao & Lei Lei from Ueno Zoo in Tokyo, are scheduled to be returned to China as their lease expires *Just for you to know: legally, all giant pandas worldwide are considered property of China, even those born in foreign zoos
0:13

🐼🇯🇵🇨🇳 Japan will lose all its pandas in its zoos for the first time since 1973 due to cooling relations with China... The last remaining giant pandas in Japan, twins Xiao Xiao & Lei Lei from Ueno Zoo in Tokyo, are scheduled to be returned to China as their lease expires *Just for you to know: legally, all giant pandas worldwide are considered property of China, even those born in foreign zoos

Lord Bebo

125,276 次观看 • 5 个月前

yeni notebook açar açmaz pandas import işi
0:10

yeni notebook açar açmaz pandas import işi

Anil Ozturk

270,938 次观看 • 1 年前

a pandas favorite way to travel is by slide 🐼
0:13

a pandas favorite way to travel is by slide 🐼

Nature is Amazing ☘️

1,894,296 次观看 • 2 年前

Pandas just look like they are humans in a panda costume
0:15

Pandas just look like they are humans in a panda costume

Nature is Amazing ☘️

882,043 次观看 • 1 年前

Sound of baby pandas
0:16

Sound of baby pandas

Science girl

97,222 次观看 • 3 个月前

⛩️ SENSEI x SANDWATCH ⛩️ Let’s bring Sensei pandas to life! All pandas who comment within the next 6 hours and follow @Sandwatchai, will get a custom video for their panda 🐼
0:11

⛩️ SENSEI x SANDWATCH ⛩️ Let’s bring Sensei pandas to life! All pandas who comment within the next 6 hours and follow @Sandwatchai, will get a custom video for their panda 🐼

Solana Sensei

39,838 次观看 • 1 年前

Reanimated 3 lets you add buttery smooth layout animations with just a few lines of code. 🧈 🧈 🧈 Material Design's shared axis animation? No problem for reanimated 🧙‍♂️ Should we make a helper library with some of these? 🤔
0:16

Reanimated 3 lets you add buttery smooth layout animations with just a few lines of code. 🧈 🧈 🧈 Material Design's shared axis animation? No problem for reanimated 🧙‍♂️ Should we make a helper library with some of these? 🤔

Alek Mikucki

24,445 次观看 • 3 年前

Russia may not be able to hurt the US with a single punch now, but the pandas raised in Russia probably can. Here are Chinese giant pandas Ru Yi & Ding Ding in Moscow, and both of them have gained 40kg in Russia.
0:15

Russia may not be able to hurt the US with a single punch now, but the pandas raised in Russia probably can. Here are Chinese giant pandas Ru Yi & Ding Ding in Moscow, and both of them have gained 40kg in Russia.

Hu Xijin 胡锡进

57,427 次观看 • 3 年前

It’s #InternationalRedPandaDay! Stop by the Zoo to celebrate with Leela and the other red pandas today, and learn how to support red pandas in the wild. #FutureForWildlife
0:17

It’s #InternationalRedPandaDay! Stop by the Zoo to celebrate with Leela and the other red pandas today, and learn how to support red pandas in the wild. #FutureForWildlife

Cleveland Metroparks Zoo

13,119 次观看 • 8 个月前

Red pandas having a snack!
0:12

Red pandas having a snack!

Fascinating

4,742,078 次观看 • 2 年前

Pandas throwing a tea party
0:16

Pandas throwing a tea party

Chengdu China

834,540 次观看 • 18 天前

I’m convinced that pandas are just drunk people in costumes
0:16

I’m convinced that pandas are just drunk people in costumes

Nature is Amazing ☘️

4,895,794 次观看 • 1 年前

Camping for Pandas? 💀
0:11

Camping for Pandas? 💀

Sneaker News

10,618,405 次观看 • 3 年前

The playful pandas are at it again! Even pandas love a plastic swimming pool filled with colorful plastic balls! And I love watching them! Does it seem like they act like human children to you too?
0:14

The playful pandas are at it again! Even pandas love a plastic swimming pool filled with colorful plastic balls! And I love watching them! Does it seem like they act like human children to you too?

Jan

22,554 次观看 • 1 个月前

a job that pays you to cuddle pandas, would you take this job?
0:14

a job that pays you to cuddle pandas, would you take this job?

Nature is Amazing ☘️

2,748,704 次观看 • 2 年前