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FlashMLA-ETAP: Efficient Transpose Attention Pipeline for Accelerating MLA Inference on NVIDIA H20 GPUs
arXiv:2506.01969v3 Announce Type: replace Abstract: Efficient inference of Multi-Head Latent Attention (MLA) is challenged by deploying the DeepSeek-R1 671B model on a single Multi-GPU server. This paper introduces FlashMLA-ETAP, a novel framework that enhances MLA inference for the single-instance deployment scenario on NVIDIA H20 GPUs. We propose the Efficient Transpose Attention Pipeline (ETAP), which reconfigures attention computation through transposition to align the KV context length...
Delhi court convicts Bihar BJP MLA in New Year bash firing case
A Delhi court on Saturday convicted Raju Kumar Singh, BJP MLA from Sahebganj in Muzaffarpur, in an eight-year-old New Year party firing case that led to the death of a woman, Dr Archana Gupta. Singh was held guilty of culpable homicide not amounting to murder under the IPC and under the Arms Act. Special judge Vishal Gogne of the Rouse Avenue court ordered him to be taken into custody.
Arrested ex-TMC MLA Saokat Molla key conspirator behind Bhangar blast case: NIA
The National Investigation Agency (NIA) has identified arrested former Trinamool Congress MLA Saokat Molla as a key conspirator in the Bhangar bomb blast case in West Bengal. Molla was arrested from South 24 Parganas district after an intensive search operation by the central agency. He was picked up from a hideout in Kamalgazi on the outskirts of Kolkata late Friday night, as per PTI.
Witness invited back to Stormont committee over 'personal abuse' of TUV MLA
Fidelma Fearon from Minority Ethnic Support Armagh could be heard using offensive language in comments describing TUV MLA Timothy Gaston.
Ex-TMC MLA Sujoy Hazra arrested in extortion case; eggs hurled at convoy
Former TMC MLA Sujoy Hazra was taken into custody on Sunday over allegations of extortion and forgery. Residents reportedly hurled eggs at a police vehicle carrying TMC leader Sujoy Hazra, alleging that he had taken money for housing construction but failed to deliver the promised houses. “In 2021, he took 10 lakhs from a complainant named Imran and did not return it.
Rebecca Vassarotti returns to ACT politics as Greens MLA
Shane Rattenbury replaced by Rebecca Vassarotti in ACT Legislative Assembly after countback Thu 4 Jun 2026 at 1:30pm In short: Rebecca Vassarotti has been re-elected as an MLA in the ACT Legislative Assembly following a countback by the Electoral Commission. The countback was necessary after the resignation of ACT Greens party leader Shane Rattenbury in April, after 17 years in politics. The ACT Greens have yet to nominate a new leader.
Bhangar blast case: NIA arrests ex-TMC MLA Saokat Molla from Bengal's Kamalgazi
The National Investigation Agency ( NIA) on Friday night arrested former Trinamool MLA Saokat Molla in connection with the Bhangar blast case. Molla who was on the run for the past 48 hours was picked up from a Kamalgazi hideout, off south Kolkata. NIA had earlier declared him an absconder and stepped up efforts to trace him.
NIA raids ex-TMC MLA's house in Bengal pre-poll bomb blast probe
The National Investigation Agency (NIA) on Thursday conducted searches and questioning at the residence of former Trinamool Congress MLA Saokat Molla in the South Bamunia area of Bhangar as part of its probe into a bomb blast that took place shortly before the West Bengal assembly elections and claimed one life. The investigation was transferred to the NIA following demands for a central inquiry into the explosion. Since assuming charge of the case, the agency has arrested several people,...
Watch: Eggs hurled at TMC MLA Madan Mitra's vehicle amid protest in Kamarhati
Residents in Ariadaha allegedly hurled eggs at a vehicle linked to senior Trinamool Congress MLA Madan Mitra's vehicle on Saturday night, the latest in a string of protest actions that have increasingly targeted TMC leaders from the party’s top rung to local grassroots representatives since the Assembly election defeat. The incident was reported from the Kamarhati constituency when Mitra went to the area amid tension. Protesters allegedly pelted his vehicle with eggs, forcing him to withdraw...
Ex-TMC MLA Sabyasachi Dutta held, pelted with eggs and cow dung outside police station
Former Bidhannagar Municipal Corporation (BMC) chairperson Sabyasachi Dutta, who was also a Trinamool Congress ( TMC) MLA for two terms, was pelted with eggs, cow dung and tomatoes outside Bidhannagar North police station after he was arrested early on Tuesday on an extortion charge. Police said Salt Lake-based businessman Madhusudhan Chakraborty alleged in his complaint that Dutta, who unsuccessfully contested the 2026 assembly polls from Barasat, had demanded Rs 1 crore from him in 2018, a...