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How to Train Really Large Models on Many GPUs?

[Updated on 2022-03-13: add expert choice routing.] [Updated on 2022-06-10]: Greg and I wrote a shorted and upgraded version of this post, published on OpenAI Blog: “Techniques for Training Large Neural Networks”
In recent years, we are seeing better results on many NLP benchmark tasks with larger pre-trained language models. How to train large and deep neural networks is challenging, as it demands a large amount of GPU memory and a long horizon of training time. ....

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The IPO of Shera Energy Ltd received applications worth Rs 1567 crore

Jaipur (Rajasthan) [India], February 10 (ANI/PNN): The IPO of Shera Energy Limited, the only company in the country to produce wires and strips made of non-ferrous metals like copper, aluminum and brass under one roof, has been successful in garnering wide support from investors on Thursday. Against the IPO of 61.76 lakh shares worth Rs 35.20 crore opened on Tuesday, the company has received bids for 27 crore 50 lakh 34 thousand shares, through which applications worth Rs 1567.69 crore have been submitted. The listing of this issue of the company on the emerge platform of the National Stock Exchange will take place on February 17. The issue has been applied for in lots of two thousand shares, whose price band was kept at Rs 55-57. The company's CMD Naseem Shaikh said that the highest number of 190 times applications in the IPO came from the Non-Institutional Investors-NII category. After this, the second number of applicants are retail investors, who have expressed their faith in t ....

Ashok Holani , Naseem Shaikh , Naseem Sheikh , Shera Energy , National Stock Exchange , Shera Energy Limited , Lead Manager , Director Ashok Holani , Power Generation , Jaipur Rajasthan India , Ebruary 10 Ani Pnn The Ipo Of Shera Energy Limited , He Only Company In The Country To Produce Wires And Strips Made Of Non Ferrous Metals Like Copper , Luminum And Brass Under One Roof , As Been Successful In Garnering Wide Support From Investors On Thursday Against The Ipo Of 61 76 Lakh Shares Worth Rs 35 20 Crore Opened Tuesday , He Company Has Received Bids For 27 Crore 50 Lakh 34 Thousand Shares , Hrough Which Applications Worth Rs 1567 69 Crore Have Been Submitted The Listing Of This Issue Company On Emerge Platform National Stock Exchange Will Take Place February 17 Has Applied For In Lots Two Thousand Shares , Hose Price Band Was Kept At Rs 55 57 The Company 39s Cmd Naseem Shaikh Said That Highest Number Of 190 Times Applications In Ipo Came From Non Institutional Investors Nii Category After This , He Second Number Of Applicants Are Retail Investors , Ho Have Expressed Their Faith In The Company By Applying 51 30 Times Number Of Retail Investors Who Applied Is 47456 61 76 Lakh Shares 39s Stock Were Subscribed Various Perspective , Ut Of Which Each Category Saw Oversubscription , Esulting In The Ipo Receiving Applications For A , 11567 Crore Out Of 44 53 Lakh Applications He Said That The Trust Given To This Company By Public Will Be Maintained At All Costs And Efforts Made Take Full Care Those Associated With Lead Manager Ipo Holani Consultants Pvt Ltd 39s Director Ashok Despite Negative Sentiment In Stock Market Due Adani Episode , He Ipo Of Shera Energy Limited Has Been Subscribed 44 53 Times Fii Investors Also Showed Good Interest In The Company 39s And They Placed Bids Worth Rs Crore Hdfc , He Country 39s Leading Private Sector Bank , Ade Applications Worth 20 Crore , Imilarly Domestic Institutional Investors Applied For 60 27 Crore He Said That This Is The Second Jaipur Based Company Has Served As Lead Manager And When Issue Was Initiated ,

Fire and Rescue Report for Feb. 9, 2023

The following report is compiled from records as reported by the Paris Fire Department. ....

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Welcome To IANS Live - NATION - This UP school gets 'power' on its own

The school had been functioning without electricity since 2010 and on Saturday, it finally got its power back.Sinc ....

Banda Uttar Pradesh , Uttar Pradesh ,

Welcome To IANS Live - TopStory - This UP school gets 'power' on its own

The school had been functioning without electricity since 2010 and on Saturday, it finally got its power back.Sinc ....

Banda Uttar Pradesh , Uttar Pradesh ,