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NVIDIA just made Pandas 150x faster with zero code changes. All you have to do is: %load_ext cudf.pandas import pandas as pd Their RAPIDS library will automatically know if you're running on GPU or CPU and speed up your processing. You can try it here: Repo:

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Lior Alexander

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194,229 просмотров • 2 лет назад •via X (Twitter)

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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👇
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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👇

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If you're running into issues or have gotten stuck, you can try using the Save History function! If that doesn't work, we'll help as best we can at our support account The Plucky Squire - Official Support and Help We are working on updates for all versions and will let you know when they can go out!
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If you're running into issues or have gotten stuck, you can try using the Save History function! If that doesn't work, we'll help as best we can at our support account The Plucky Squire - Official Support and Help We are working on updates for all versions and will let you know when they can go out!

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We’ve made the decision to relaunch $Pandu Pandas on Pump.fun 🚀 Ca: 2xm2WZ9krE2YAArRC6S6ZzJAYgN813K6hh2dawKjpump The main reason is simple: higher activity, more visibility, and stronger community momentum. We want to put Pandu Pandas in an environment where it can grow faster, reach more people, and thrive. This is a fresh start with bigger energy, better exposure, and a clear focus on building awareness. holders — you’re now able to migrate your tokens into the new $PANDU ecosystem 🐼🚀 You can do this through our official DApp or do manual sending. for manual sending you can find the instruction in: The migration supply snapshot will be taken at Solana block #411710061 Only supply recorded at that block will be eligible to claim.
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We’ve made the decision to relaunch $Pandu Pandas on Pump.fun 🚀 Ca: 2xm2WZ9krE2YAArRC6S6ZzJAYgN813K6hh2dawKjpump The main reason is simple: higher activity, more visibility, and stronger community momentum. We want to put Pandu Pandas in an environment where it can grow faster, reach more people, and thrive. This is a fresh start with bigger energy, better exposure, and a clear focus on building awareness. holders — you’re now able to migrate your tokens into the new $PANDU ecosystem 🐼🚀 You can do this through our official DApp or do manual sending. for manual sending you can find the instruction in: The migration supply snapshot will be taken at Solana block #411710061 Only supply recorded at that block will be eligible to claim.

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Grokipedia just leveled up big time! You can now listen to any article with built-in audio, even crank it to 2× speed. Read or listen, your call. Grokipedia is now your pocket audiobook library.
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Grokipedia just leveled up big time! You can now listen to any article with built-in audio, even crank it to 2× speed. Read or listen, your call. Grokipedia is now your pocket audiobook library.

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We’ve partnered with Family to make onboarding on SOCLLY smoother than ever.⚡️ No extensions. No seed phrase stress. Just your email or phone number and boom you're in.💥 And yes, you can import your existing one too: Try it now: Connect with Family Wallet on 💜
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We’ve partnered with Family to make onboarding on SOCLLY smoother than ever.⚡️ No extensions. No seed phrase stress. Just your email or phone number and boom you're in.💥 And yes, you can import your existing one too: Try it now: Connect with Family Wallet on 💜

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Things you can do in your garage when you have free will. Or is it boredom? I don’t know. Maybe I need a new project to work on.
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“Peller you made a mistake by doing court wedding. Do you know that if you break up with Peller 50% of all your hard earned money and properties will belong to Jarvis?” - Salo
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“Peller you made a mistake by doing court wedding. Do you know that if you break up with Peller 50% of all your hard earned money and properties will belong to Jarvis?” - Salo

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Qwen 3.8 27B at 56tps; on 9 year old GPU btw Nvidia V100 32GB ~$650 on EBay right now! Using Dflash 2; disabling the ECC adds some more speed too! Thinking and prose is a bit slower, but 56-63 tps in code gen! MTP runs faster for prose vs DFlash2 but slower sustained code generation speed. MTP also runs much faster power limited than DFlash does. Working on a repo so you can get up and going quickly. Fun fact, the Nvidia v100 was $11,500 per card when they first launched. Price you pay for future proofing I guess; they’re still great cards. Pcie 3.0 and the older software/architecture are the only drawbacks, but also those aren’t as much of an issue as you’d think. Especially when you consider the price today!
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Qwen 3.8 27B at 56tps; on 9 year old GPU btw Nvidia V100 32GB ~$650 on EBay right now! Using Dflash 2; disabling the ECC adds some more speed too! Thinking and prose is a bit slower, but 56-63 tps in code gen! MTP runs faster for prose vs DFlash2 but slower sustained code generation speed. MTP also runs much faster power limited than DFlash does. Working on a repo so you can get up and going quickly. Fun fact, the Nvidia v100 was $11,500 per card when they first launched. Price you pay for future proofing I guess; they’re still great cards. Pcie 3.0 and the older software/architecture are the only drawbacks, but also those aren’t as much of an issue as you’d think. Especially when you consider the price today!

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No one is going to wake up one day and decide they're going to try their very best to make your dreams come true. They have their own problems, their own dreams. And if no one else will do it. You need to.

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If you have GTD or plan to mint public, then this is for you. Your AGNT wallet will allow you to mint a tut™ AGNT for $5 EVEN if your GTD WL is on rabby, or meta mask. All you have to do is set your wallet in AGNT, then it is linked for the discounted mint. Also, if you plan to mint public, then your agnt wallet will be able to autonomously mint. Also if you plan to buy $AGNTS tokens 24 hours later, then you'll be able to autonomously buy with agnt as as well. TL:DR get your agnt wallet and link it to your WL wallet NOW.

tut™

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If you really have to have fireworks, and I hope you don't - I hope you make your own new, kinder tradition for 5th November, like creating your own family home made Christmas cake together, or your own candles, or ornaments, or inviting all your friends over and telling them to bring their favourite takeaways so you can swap... But if you really have to have fireworks, please choose the low noise type, to limit the harm and suffering you will cause neighbour's pets and all the wildlife in your area.
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If you really have to have fireworks, and I hope you don't - I hope you make your own new, kinder tradition for 5th November, like creating your own family home made Christmas cake together, or your own candles, or ornaments, or inviting all your friends over and telling them to bring their favourite takeaways so you can swap... But if you really have to have fireworks, please choose the low noise type, to limit the harm and suffering you will cause neighbour's pets and all the wildlife in your area.

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I will always believe in the extraordinary power of God to change all predicaments! Do you believe it? Just as God parted the Red Sea for the Israelites, He can also help us overcome all obstacles. For God’s power surpasses everything, and all things are in His hands. As long as we sincerely rely on God, we can receive His guidance and find the way out of our predicaments. God says: “The heavens and earth and all things are established and made complete by the words I utter, and with Me, anything can be accomplished.” “It is very simple now: Look upon Me with your heart, and your spirit will immediately grow strong. You will have a path to practice, and I will guide your every step. My word shall be revealed to you at all times and in all places. No matter where or when, or how adverse the environment is, I will make you see clearly, and My heart shall be revealed to you if you look to Me with yours; in this manner, you will run down the road ahead and never lose your way.” "
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I will always believe in the extraordinary power of God to change all predicaments! Do you believe it? Just as God parted the Red Sea for the Israelites, He can also help us overcome all obstacles. For God’s power surpasses everything, and all things are in His hands. As long as we sincerely rely on God, we can receive His guidance and find the way out of our predicaments. God says: “The heavens and earth and all things are established and made complete by the words I utter, and with Me, anything can be accomplished.” “It is very simple now: Look upon Me with your heart, and your spirit will immediately grow strong. You will have a path to practice, and I will guide your every step. My word shall be revealed to you at all times and in all places. No matter where or when, or how adverse the environment is, I will make you see clearly, and My heart shall be revealed to you if you look to Me with yours; in this manner, you will run down the road ahead and never lose your way.” "

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Whatever you do, good or bad, people will always have something negative to say about you and that's life. Never give up on your dreams not matter what age you will be. If your dream was to reach 4, Do it bro age shouldn’t limit you.
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Whatever you do, good or bad, people will always have something negative to say about you and that's life. Never give up on your dreams not matter what age you will be. If your dream was to reach 4, Do it bro age shouldn’t limit you.

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🖤: “You put your hand on me… do you have feelings for me or something?” 🤍: “Try zooming in on my hand, P’, and you’ll know. 🤟🏼” 🖤: “I want you to look at my hand down here. 🤟🏼” //Just go ahead and love each other as much as you want 😭😭😭 #PerthSanta #เพิร์ธแซนต้า #PerthTanapon #Santapp

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