Techniques to optimize the pagerank algorithm usually fall in two categories. One is to try reducing the work per iteration, and the other is to try reducing the number of iterations. These goals are often at odds with one another. Skipping computation on vertices which have already converged has the potential to save iteration time. Skipping in-identical vertices, with the same in-links, helps reduce duplicate computations and thus could help reduce iteration time. Road networks often have chains which can be short-circuited before pagerank computation to improve performance. Final ranks of chain nodes can be easily calculated. This could reduce both the iteration time, and the number of iterations. If a graph has no dangling nodes, pagerank of each strongly connected component can be computed in topological order. This could help reduce the iteration time, no. of iterations, and also enable multi-iteration concurrency in pagerank computation. The combination of all of the above methods is the STICD algorithm. [sticd] For dynamic graphs, unchanged components whose ranks are unaffected can be skipped altogether.
As Europe's leading economic powerhouse and the fourth-largest hashtag#economy globally, Germany stands at the forefront of innovation and industrial might. Renowned for its precision engineering and high-tech sectors, Germany's economic structure is heavily supported by a robust service industry, accounting for approximately 68% of its GDP. This economic clout and strategic geopolitical stance position Germany as a focal point in the global cyber threat landscape.
In the face of escalating global tensions, particularly those emanating from geopolitical disputes with nations like hashtag#Russia and hashtag#China, hashtag#Germany has witnessed a significant uptick in targeted cyber operations. Our analysis indicates a marked increase in hashtag#cyberattack sophistication aimed at critical infrastructure and key industrial sectors. These attacks range from ransomware campaigns to hashtag#AdvancedPersistentThreats (hashtag#APTs), threatening national security and business integrity.
🔑 Key findings include:
🔍 Increased frequency and complexity of cyber threats.
🔍 Escalation of state-sponsored and criminally motivated cyber operations.
🔍 Active dark web exchanges of malicious tools and tactics.
Our comprehensive report delves into these challenges, using a blend of open-source and proprietary data collection techniques. By monitoring activity on critical networks and analyzing attack patterns, our team provides a detailed overview of the threats facing German entities.
This report aims to equip stakeholders across public and private sectors with the knowledge to enhance their defensive strategies, reduce exposure to cyber risks, and reinforce Germany's resilience against cyber threats.
Adjusting primitives for graph : SHORT REPORT / NOTESSubhajit Sahu
Graph algorithms, like PageRank Compressed Sparse Row (CSR) is an adjacency-list based graph representation that is
Multiply with different modes (map)
1. Performance of sequential execution based vs OpenMP based vector multiply.
2. Comparing various launch configs for CUDA based vector multiply.
Sum with different storage types (reduce)
1. Performance of vector element sum using float vs bfloat16 as the storage type.
Sum with different modes (reduce)
1. Performance of sequential execution based vs OpenMP based vector element sum.
2. Performance of memcpy vs in-place based CUDA based vector element sum.
3. Comparing various launch configs for CUDA based vector element sum (memcpy).
4. Comparing various launch configs for CUDA based vector element sum (in-place).
Sum with in-place strategies of CUDA mode (reduce)
1. Comparing various launch configs for CUDA based vector element sum (in-place).
Data Centers - Striving Within A Narrow Range - Research Report - MCG - May 2...pchutichetpong
M Capital Group (“MCG”) expects to see demand and the changing evolution of supply, facilitated through institutional investment rotation out of offices and into work from home (“WFH”), while the ever-expanding need for data storage as global internet usage expands, with experts predicting 5.3 billion users by 2023. These market factors will be underpinned by technological changes, such as progressing cloud services and edge sites, allowing the industry to see strong expected annual growth of 13% over the next 4 years.
Whilst competitive headwinds remain, represented through the recent second bankruptcy filing of Sungard, which blames “COVID-19 and other macroeconomic trends including delayed customer spending decisions, insourcing and reductions in IT spending, energy inflation and reduction in demand for certain services”, the industry has seen key adjustments, where MCG believes that engineering cost management and technological innovation will be paramount to success.
MCG reports that the more favorable market conditions expected over the next few years, helped by the winding down of pandemic restrictions and a hybrid working environment will be driving market momentum forward. The continuous injection of capital by alternative investment firms, as well as the growing infrastructural investment from cloud service providers and social media companies, whose revenues are expected to grow over 3.6x larger by value in 2026, will likely help propel center provision and innovation. These factors paint a promising picture for the industry players that offset rising input costs and adapt to new technologies.
According to M Capital Group: “Specifically, the long-term cost-saving opportunities available from the rise of remote managing will likely aid value growth for the industry. Through margin optimization and further availability of capital for reinvestment, strong players will maintain their competitive foothold, while weaker players exit the market to balance supply and demand.”
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1. Newer--Date : 03rd
– March– 2018 .
Dear All Concern’s
~ The Tele-Waves NetworkAssociatedto the Tele-LinkMessagingFor me from
Big-Angels AcquiredTele-Linkfor me ~ . The Big Angels Tele-LinkNetworkwas
commencedfrom Year June 2015~.
• !! My * Single Human-Avatar-SoulwithSun-Godconcerns the Human-
Soul- CreationEnergys @ * ( Edicts-Hindu) from the Creator God
ZortornandCreator Godesses Zortorninat * Trig-Amig-03-Universe . All
was Creation-Soul-Energy Againwere Trial-Likes-Janmaat OnGoing-Life
Janma at 04th-April– 1965 !! .
• [ The Coma-Accident Like SituationResultinginSoul-Resettingat Newer-
Life from the Maha-Yuga-MahaDevdoot Ellanja and Sub-Devdoot inYear
May ; 2002 . The Soul-Dualist ResettingIn December2008and theirby
New Soul-Settingin Year January 2017 Till Year December 2017 ] .
The Big Angels Tele-LinkNetworks Messagingfor SpeciFic SoulSettingAgainin
April2018 and May 2018 .
………………………………………………………………………………….
Reasoning forCommunication :- My First-Order First-Trial-Janma@20Years +
Life was @Ancient Time .
The New-OnGoingLife Had Creator GodZorton ConcernFirst-Order@Z Mark
Symbolism from Star Sun
2. The Life @Creator ZortornGodfor me ; all at the CreationSoulHuman-Energy
Had First Order To Last Initially for 30 +Years Life withMarriedLife Chances
2Age 25Years for OngoingLife .
!! My First Luckwas GenerationChild from me and my Wife at Age 28
Years@My- Life !! .
Then Theirs First VoterID card Issued From Government of Maharashtra In
March :- 1994 withRajya Sabha VoteingForm Me . Me Concludes that could be
In SummerVacation In Year :- 1994 .
The Accident TookPlace While Travelling In Luxurious-Bus NearVashi-Mumbai
Bridge In Night Time @Year 1994 ( October– November) Time . All for
Tourism to the * AstaVinayak Yatra with Many God and Godesses Concern
Tour Visits to the Respective Temples .
We All Big Family Members ( Gents and Ladies ) with Brothers andSister .
The Luxurious-Bus Struck with Cargo Truck Due to the Bus-Slide and Later
Struc on Cargo-Tuck ; All Happened From Spill of Oil on Road .
Many SufferedMinor Injuries withMy Head Being StruckOn Bus-Holding
Handle withPain Injury .
3. The Angels Networks at Recent Time -Messagedthat My-Soul was Resetting
In Year 1995 . Later Soul Dualist SettingIn Year 1998 .
Theirs All Devedoots HadTo Await for 37 Years of Life Time CompletionThat
TooKPlace In Year May 2002 .
[[ My Prathanaand Prayers for Again the Accident InComaLikes Situation
@Year May 2002 . All ResultedIn Reset Newer Life @20.3Years Life Time In
Year May 2002 . All for the *( Edict-Hindu ) ; that’s Created * Z markSun
Symbolism for the *(First-Order Creation) from the Creator GodZortorn with
Creator Godesses Zortornin. The Newer-Reset Life AgainContinues for the (37
Years Life Time) from Year May ; 2002 ]].
Regards All;
Me @Registered-Hindu-Birth-Name :- Mr. Deepak-Somaji-Sawant ;
Additional-Catholics-Former-Name : Mr. RoonwunSun.LarryLingham.