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Private coaching divides students — Star Batch for 2%, Crowd Batch for 98%. Best teachers for toppers only. Others get average tutors and crowded halls. Abhyudaya has no star batch, no crowd batch. Every student — son of a Bundelkhand farmer or city officer — sits equally in the... show more

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2015. 2024. 2026. The years change, but the story remains the same: Paper leaks, cancellations, and 23 lakh dreams put on hold. 💔 While the system "investigates," the coaching industry is already "launching." To every institute out there: This isn't the time for a "New Batch" announcement. It’s time to stand by the students who have already given you everything. True teachers don't sell hope during a trauma; they provide it. Stand with your students, for free, for real, for their future. 🙌

2015. 2024. 2026. The years change, but the story remains the same: Paper leaks, cancellations, and 23 lakh dreams put on hold. 💔 While the system "investigates," the coaching industry is already "launching." To every institute out there: This isn't the time for a "New Batch" announcement. It’s time to stand by the students who have already given you everything. True teachers don't sell hope during a trauma; they provide it. Stand with your students, for free, for real, for their future. 🙌

Gems Of Replies

21,228 Aufrufe • vor 4 Monaten

This statistician and whistleblower, Barry Young, 56, has been arrested by New Zealand authorities for exposing this data: Mr. Young examined connections between specific COVID-19 vaccine batches and mortality rates. What he found was alarming: Batch ID 1: Total Vaccinated 711, Death Count 152, 21.38% Dead Batch ID 8: Total Vaccinated 221, Death Count 38, 17.19% Dead Batch ID 3: Total Vaccinated 310, Death Count 48, 15.48% Dead Batch ID 4: Total Vaccinated 364, Death Count 37, 10.16% Dead Batch ID 6: Total Vaccinated 1006, Death Count 101, 10.04% Dead Batch ID 2: Total Vaccinated 1018, Death Count 98, 9.63% Dead Batch ID 7: Total Vaccinated 38, Death Count 3, 7.89% Dead Batch ID 72: Total Vaccinated 5882, Death Count 278, 4.73% Dead Batch ID 62: Total Vaccinated 18173, Death Count 831, 4.57% Dead Batch ID 71: Total Vaccinated 11019, Death Count 498, 4.52% Dead The underlying mortality rate in New Zealand should be only 0.75%, said Young. So the odds of all these deaths happening by chance is approximately 100 billion to 1. "So statistically, what we're saying is that there is no chance that this vaccine is not a killer," declared Young. Steve Kirsch (Steve Kirsch) earlier today said: "The data is legit; that's why they are arresting Barry. He's a hero for exposing the truth."

This statistician and whistleblower, Barry Young, 56, has been arrested by New Zealand authorities for exposing this data: Mr. Young examined connections between specific COVID-19 vaccine batches and mortality rates. What he found was alarming: Batch ID 1: Total Vaccinated 711, Death Count 152, 21.38% Dead Batch ID 8: Total Vaccinated 221, Death Count 38, 17.19% Dead Batch ID 3: Total Vaccinated 310, Death Count 48, 15.48% Dead Batch ID 4: Total Vaccinated 364, Death Count 37, 10.16% Dead Batch ID 6: Total Vaccinated 1006, Death Count 101, 10.04% Dead Batch ID 2: Total Vaccinated 1018, Death Count 98, 9.63% Dead Batch ID 7: Total Vaccinated 38, Death Count 3, 7.89% Dead Batch ID 72: Total Vaccinated 5882, Death Count 278, 4.73% Dead Batch ID 62: Total Vaccinated 18173, Death Count 831, 4.57% Dead Batch ID 71: Total Vaccinated 11019, Death Count 498, 4.52% Dead The underlying mortality rate in New Zealand should be only 0.75%, said Young. So the odds of all these deaths happening by chance is approximately 100 billion to 1. "So statistically, what we're saying is that there is no chance that this vaccine is not a killer," declared Young. Steve Kirsch (Steve Kirsch) earlier today said: "The data is legit; that's why they are arresting Barry. He's a hero for exposing the truth."

The Vigilant Fox 🦊

3,633,828 Aufrufe • vor 2 Jahren

An FIR for abetment of suicide has been registered at Safdarjung Enclave Police Station under section 108/61(2)BNS against the wife Swati who is also a Judge and her IAS sister Nidhi Malik in the suicide case of Karkardooma Court Judge Aman Kumar Sharma. But it seems more like a planned murder than a suicide as per the statement of Adv Prem Kumar Sharma, Father of Judge Aman Kumar Sharma. IAS Nidhi Malik is a 2013 Batch IAS officer who is posted in Jammu at Present. She is married to 2012 Batch IPS Officer Devesh Kumar Mahla who was posted as DCP at New Delhi District of Delhi Police and is currently posted as Director, FSSAI with Central Government. It is speculated that even Nidhi Malik is not having a harmonious relationship with her husband. We are waiting to see that how Delhi Police will handle this case with the names of Judge, IAS and even IPS connected with the case now.

An FIR for abetment of suicide has been registered at Safdarjung Enclave Police Station under section 108/61(2)BNS against the wife Swati who is also a Judge and her IAS sister Nidhi Malik in the suicide case of Karkardooma Court Judge Aman Kumar Sharma. But it seems more like a planned murder than a suicide as per the statement of Adv Prem Kumar Sharma, Father of Judge Aman Kumar Sharma. IAS Nidhi Malik is a 2013 Batch IAS officer who is posted in Jammu at Present. She is married to 2012 Batch IPS Officer Devesh Kumar Mahla who was posted as DCP at New Delhi District of Delhi Police and is currently posted as Director, FSSAI with Central Government. It is speculated that even Nidhi Malik is not having a harmonious relationship with her husband. We are waiting to see that how Delhi Police will handle this case with the names of Judge, IAS and even IPS connected with the case now.

NCMIndia Council For Men Affairs

59,950 Aufrufe • vor 5 Monaten

🚨 THEY CALLED IT A “GLITCH” — AGAIN Los Angeles Times just admitted tens of thousands of mail-in ballots dropped for ONLY Karen Bass and socialist Nithya Raman… with ZERO for Spencer Pratt. Their excuse? A one-minute “lag” in the data upload. One batch appeared for the Democrats. One minute later the rest of the SAME batch magically included Pratt. Sound familiar? This is the exact same playbook from 2020. Media gaslights. Officials shrug. “No fraud here.” Patriots see the pattern. Election integrity is not optional. Every “glitch” that only benefits one side is a red flag. Amplify this. They want you to forget. We won’t. Follow me for more intel drops!

🚨 THEY CALLED IT A “GLITCH” — AGAIN Los Angeles Times just admitted tens of thousands of mail-in ballots dropped for ONLY Karen Bass and socialist Nithya Raman… with ZERO for Spencer Pratt. Their excuse? A one-minute “lag” in the data upload. One batch appeared for the Democrats. One minute later the rest of the SAME batch magically included Pratt. Sound familiar? This is the exact same playbook from 2020. Media gaslights. Officials shrug. “No fraud here.” Patriots see the pattern. Election integrity is not optional. Every “glitch” that only benefits one side is a red flag. Amplify this. They want you to forget. We won’t. Follow me for more intel drops!

QThestorm

103,029 Aufrufe • vor 2 Monaten

Condition of schools in Bankura: • 88 students appeared for the Class 10 exam and only 8 managed to pass. • The highest score was just 210 out of 800. • Only 4 teachers in the entire school. • No headmaster. No Mathematics, Physics, or Geography teacher. Not a single class for these subjects was held. After the change of government in Bengal, the media is finally getting detailed access to the real condition of schools. Mamata has ruined education system of Bengal.

Condition of schools in Bankura: • 88 students appeared for the Class 10 exam and only 8 managed to pass. • The highest score was just 210 out of 800. • Only 4 teachers in the entire school. • No headmaster. No Mathematics, Physics, or Geography teacher. Not a single class for these subjects was held. After the change of government in Bengal, the media is finally getting detailed access to the real condition of schools. Mamata has ruined education system of Bengal.

Facts

43,190 Aufrufe • vor 4 Monaten

Ilma Afroz, a 2018 batch IPS officer and District Superintendent of Police, Baddi, was prematurely transferred after a Congress MLA complained about her investigating his family’s alleged involvement in illegal mining. Is this how the Congress plans to "save the Constitution"? Rahul Gandhi screams about saving the Constitution every day in Parliament but stays silent on this. Where are leaders like Asaduddin Owaisi and others from the so-called secular lobby, who sensationalize every issue involving Muslims? Or is Ilma Afroz no longer a Muslim? Or even a woman, for that matter?

Ilma Afroz, a 2018 batch IPS officer and District Superintendent of Police, Baddi, was prematurely transferred after a Congress MLA complained about her investigating his family’s alleged involvement in illegal mining. Is this how the Congress plans to "save the Constitution"? Rahul Gandhi screams about saving the Constitution every day in Parliament but stays silent on this. Where are leaders like Asaduddin Owaisi and others from the so-called secular lobby, who sensationalize every issue involving Muslims? Or is Ilma Afroz no longer a Muslim? Or even a woman, for that matter?

Shesh Paul Vaid

33,946 Aufrufe • vor 1 Jahr

THIS SHOULD'VE BEEN DONE LONG AGO TO ALLOW BENEFITS OF RESERVATIONS TO THOSE WHO REALLY NEED IT! SC seeks response from Centre on ‘creamy layer’ in SC/ST quota. Plea argues that once a family member attains a Govt or Constitutional post, their children should not keep availing quota benefits. I can give 3 examples right here on how benefits of reservations are availed by those who are no-more oppressed or without access to resources to studies. Father → Kids 1. Jaswant Dabi (ITS officer, Group A central service) → Tina Dabi (IAS, 2015 batch) and Ria Dabi (IAS, 2020 batch)— Family availed ST reservation benefits. 2. Uttam Khobragade (IAS, 1984 batch) → Devyani Khobragade (IFS, 1999 batch) — Both availed SC reservation. 3. Sanwar Mal Verma (Promotee IAS, Rajasthan cadre) → Kanishak Kataria (IAS, 2018 batch) — Family from SC category; son topped on merit but eligible under SC framework. These are just 3 examples. There may be many. Now SC has asked Centre and States to reply to a petition seeking creamy layer application in SC/ST reservations. Question is: 'Are reservations being cornered by a few families across generations who have become affluent enough not to need those reservation benefits? Isn't it an injustice with those from humble background who really don't have free access to resources'. Good that finally this issue is being raised.

THIS SHOULD'VE BEEN DONE LONG AGO TO ALLOW BENEFITS OF RESERVATIONS TO THOSE WHO REALLY NEED IT! SC seeks response from Centre on ‘creamy layer’ in SC/ST quota. Plea argues that once a family member attains a Govt or Constitutional post, their children should not keep availing quota benefits. I can give 3 examples right here on how benefits of reservations are availed by those who are no-more oppressed or without access to resources to studies. Father → Kids 1. Jaswant Dabi (ITS officer, Group A central service) → Tina Dabi (IAS, 2015 batch) and Ria Dabi (IAS, 2020 batch)— Family availed ST reservation benefits. 2. Uttam Khobragade (IAS, 1984 batch) → Devyani Khobragade (IFS, 1999 batch) — Both availed SC reservation. 3. Sanwar Mal Verma (Promotee IAS, Rajasthan cadre) → Kanishak Kataria (IAS, 2018 batch) — Family from SC category; son topped on merit but eligible under SC framework. These are just 3 examples. There may be many. Now SC has asked Centre and States to reply to a petition seeking creamy layer application in SC/ST reservations. Question is: 'Are reservations being cornered by a few families across generations who have become affluent enough not to need those reservation benefits? Isn't it an injustice with those from humble background who really don't have free access to resources'. Good that finally this issue is being raised.

BhikuMhatre

47,721 Aufrufe • vor 8 Monaten

🚨 FRAUD COACHING CLASS BUSTED BY MNS! 🚨 In Kalyan, a man posing as a GST officer was exposed by the MNS Student Wing for running fake coaching classes under the name “Siddharth Logic” for UPSC, MPSC , banking and other competative exams. ❌ No real teachers ❌ No training ❌ Fake credentials ✅ Fees collected: ₹30K–₹50K from over 400 students!💰 Estimated scam: ₹20–30 lakh! In Kalyan, near the railway station, a man named Siddharth Singh Chandel, posing as a GST officer, was exposed by the student wing of Maharashtra Navnirman Sena (MNS) for running fraudulent coaching classes under the name “Siddharth Logic”, claiming to offer coaching for UPSC, MPSC, banking, and other competitive exams. Following numerous complaints from students, MNVS District president Mr. Paresh Chaudhary and MNVS City president Mr. Vinod Kene confronted the director of the classes. When Siddharth Chandel failed to give any satisfactory answers nor documents, MNS took strict action against him. It was discovered that through two branches in Kalyan and Navi Mumbai, an estimated 400 to 500 students were charged fees ranging from ₹30,000 to ₹50,000 each. In reality, there were no qualified teachers, no proper training, and not even a single experienced faculty member. Once students realized they had been scammed and demanded refunds, they were allegedly threatened. The total fraud is estimated to be around ₹20 to ₹30 lakh. Furthermore, Siddharth Chandel, who falsely claimed to be a GST officer, had no official documentation or credentials to prove his claim. Upon discovering the scam, MNS student wing officials took immediate action and handed him over to the police. Maharashtra Navnirman Vidyarthi Sena has appealed to students to thoroughly verify any coaching class before enrolling, in order to avoid falling victim to such frauds. 📢 Students, BE AWARE!Always verify before enrolling in any coaching class. Raju Patil ( प्रमोद (राजू) रतन पाटील ) MNVS Adhikrut - मनविसे अधिकृत #MNS #StudentRights #CoachingFraud #KalyanNews #EducationScam #MNSStudentWing #UPSC #MPSC #FraudAlert #Manse #Exposed

🚨 FRAUD COACHING CLASS BUSTED BY MNS! 🚨 In Kalyan, a man posing as a GST officer was exposed by the MNS Student Wing for running fake coaching classes under the name “Siddharth Logic” for UPSC, MPSC , banking and other competative exams. ❌ No real teachers ❌ No training ❌ Fake credentials ✅ Fees collected: ₹30K–₹50K from over 400 students!💰 Estimated scam: ₹20–30 lakh! In Kalyan, near the railway station, a man named Siddharth Singh Chandel, posing as a GST officer, was exposed by the student wing of Maharashtra Navnirman Sena (MNS) for running fraudulent coaching classes under the name “Siddharth Logic”, claiming to offer coaching for UPSC, MPSC, banking, and other competitive exams. Following numerous complaints from students, MNVS District president Mr. Paresh Chaudhary and MNVS City president Mr. Vinod Kene confronted the director of the classes. When Siddharth Chandel failed to give any satisfactory answers nor documents, MNS took strict action against him. It was discovered that through two branches in Kalyan and Navi Mumbai, an estimated 400 to 500 students were charged fees ranging from ₹30,000 to ₹50,000 each. In reality, there were no qualified teachers, no proper training, and not even a single experienced faculty member. Once students realized they had been scammed and demanded refunds, they were allegedly threatened. The total fraud is estimated to be around ₹20 to ₹30 lakh. Furthermore, Siddharth Chandel, who falsely claimed to be a GST officer, had no official documentation or credentials to prove his claim. Upon discovering the scam, MNS student wing officials took immediate action and handed him over to the police. Maharashtra Navnirman Vidyarthi Sena has appealed to students to thoroughly verify any coaching class before enrolling, in order to avoid falling victim to such frauds. 📢 Students, BE AWARE!Always verify before enrolling in any coaching class. Raju Patil ( प्रमोद (राजू) रतन पाटील ) MNVS Adhikrut - मनविसे अधिकृत #MNS #StudentRights #CoachingFraud #KalyanNews #EducationScam #MNSStudentWing #UPSC #MPSC #FraudAlert #Manse #Exposed

MNS Social | मनसे सोशल

48,869 Aufrufe • vor 1 Jahr

Here we go, the Los Angeles Times is admitting that yes, tens of thousands of mail in ballots did get processed for only Mayor Karen Bass and Nithya Raman but it was “a glitch” They say the system just “glitched” for a minute and didn’t process any ballots for Spencer Pratt but really there were ballots for Spencer, they just didn’t get processed during the “glitch” No, we don’t believe you. This is fraud and Democrats are cheating “It was the result of a lag in an automated collection of the data in which there was one data collection that captured votes in a single batch of votes for Bass and Raman, and then about 1 minute later, the collection of the rest of that same batch of votes — Folks I spoke to also said there is no fraud. But again, there was no batch of votes without any Pratt votes. There was sort of a 1-minute variation between the upload of Bass and Raman votes and Pratt votes on some media websites. Officials and others who have reviewed the data say that is not any proof of fraud. There was no fraud.” Again, yeah right. We need a federal audit into California elections

Here we go, the Los Angeles Times is admitting that yes, tens of thousands of mail in ballots did get processed for only Mayor Karen Bass and Nithya Raman but it was “a glitch” They say the system just “glitched” for a minute and didn’t process any ballots for Spencer Pratt but really there were ballots for Spencer, they just didn’t get processed during the “glitch” No, we don’t believe you. This is fraud and Democrats are cheating “It was the result of a lag in an automated collection of the data in which there was one data collection that captured votes in a single batch of votes for Bass and Raman, and then about 1 minute later, the collection of the rest of that same batch of votes — Folks I spoke to also said there is no fraud. But again, there was no batch of votes without any Pratt votes. There was sort of a 1-minute variation between the upload of Bass and Raman votes and Pratt votes on some media websites. Officials and others who have reviewed the data say that is not any proof of fraud. There was no fraud.” Again, yeah right. We need a federal audit into California elections

Wall Street Apes

642,808 Aufrufe • vor 4 Monaten

Election worker testifies that thousands of abnormally large batches of fraudulent looking mail-in ballots were 98% for Biden from the Georgia 2020 Election. The ballots felt off, and were printed on different, "whiter" paper, had NO folds, looked like xeroxed copies, all marked exactly the same by a machine. She stated that she has never seen ballot counts where one candidate received 98% of the votes in every single batch of ballots she's counted before, which indicate obvious signs of election fraud.

Election worker testifies that thousands of abnormally large batches of fraudulent looking mail-in ballots were 98% for Biden from the Georgia 2020 Election. The ballots felt off, and were printed on different, "whiter" paper, had NO folds, looked like xeroxed copies, all marked exactly the same by a machine. She stated that she has never seen ballot counts where one candidate received 98% of the votes in every single batch of ballots she's counted before, which indicate obvious signs of election fraud.

The SCIF

249,202 Aufrufe • vor 2 Monaten

Dr. Amoakoh, I will not allow you to continue gaslighting us and insulting our intelligence, we have had enough of that. We are not dumb! 1. In your own words, “Some of the PharmD doctors have not been paid, the last batch, some of their allowances have not been paid, it wasn’t their salaries”. This is you insinuating that our salaries have been paid, it’s just left with allowances which is FALSE. 2. For your information, the last batch you referred to is Rx’22, the batch I’m a part of, the batch owed one full year salary (allowances). 3. Let me state emphatically that no one from the ‘last batch’ you referred to has been paid any form of salaries (allowances). The government does not even have our bank account numbers. In fact, we still do not have any form of clearance. 4. So you LIED about that. 5. I can see that, until today, you clearly did not know that for the PharmD house officer, the salary is the same as the allowances. We do not receive allowances separately from salaries. (Allowance = Salary). YOU LIED!! 6. You claim you were not referring to us but our Senior pharmacists, did any senior pharmacist come out complaining of salaries? Do you think we are some kids or what? 7. See everyone makes mistakes, just accept that you were wrong and stop trying to twist this whole thing. It’s boring.

Dr. Amoakoh, I will not allow you to continue gaslighting us and insulting our intelligence, we have had enough of that. We are not dumb! 1. In your own words, “Some of the PharmD doctors have not been paid, the last batch, some of their allowances have not been paid, it wasn’t their salaries”. This is you insinuating that our salaries have been paid, it’s just left with allowances which is FALSE. 2. For your information, the last batch you referred to is Rx’22, the batch I’m a part of, the batch owed one full year salary (allowances). 3. Let me state emphatically that no one from the ‘last batch’ you referred to has been paid any form of salaries (allowances). The government does not even have our bank account numbers. In fact, we still do not have any form of clearance. 4. So you LIED about that. 5. I can see that, until today, you clearly did not know that for the PharmD house officer, the salary is the same as the allowances. We do not receive allowances separately from salaries. (Allowance = Salary). YOU LIED!! 6. You claim you were not referring to us but our Senior pharmacists, did any senior pharmacist come out complaining of salaries? Do you think we are some kids or what? 7. See everyone makes mistakes, just accept that you were wrong and stop trying to twist this whole thing. It’s boring.

Dr. George

216,665 Aufrufe • vor 1 Jahr

If ever there is an award for misleading students or lying in an official document, Jawaharlal Nehru University (JNU) may well emerge the winner. After a prolonged debate, JNU started offering BTech programs. And this is what they achieved: 1. They offer two programs - CSE & ECE. Both in high demand. 2. Their sanctioned intake is 120 3. They managed to admit 112 students. 4. The rank cutoff required a student of at least 98 percentile to get admission. 5. Only 78 students graduated in time. 5. Only 17 of the 78 could be placed. That too at an abysmal 6.5 lacs median salary. And the lies start here. The unplaced 61 students (78% of the graduating batch) are shown as having opted for higher studies. In no other BTech college do 4/5th of students move for higher studies. The fact is that each of the 61 unplaced students have been shown as moving for higher studies. It is a balancing figure. JNU School of engineering now claims 100% placement. Ranking gamed. Ministry of Education SFI JNU Unit JNUSU Official

If ever there is an award for misleading students or lying in an official document, Jawaharlal Nehru University (JNU) may well emerge the winner. After a prolonged debate, JNU started offering BTech programs. And this is what they achieved: 1. They offer two programs - CSE & ECE. Both in high demand. 2. Their sanctioned intake is 120 3. They managed to admit 112 students. 4. The rank cutoff required a student of at least 98 percentile to get admission. 5. Only 78 students graduated in time. 5. Only 17 of the 78 could be placed. That too at an abysmal 6.5 lacs median salary. And the lies start here. The unplaced 61 students (78% of the graduating batch) are shown as having opted for higher studies. In no other BTech college do 4/5th of students move for higher studies. The fact is that each of the 61 unplaced students have been shown as moving for higher studies. It is a balancing figure. JNU School of engineering now claims 100% placement. Ranking gamed. Ministry of Education SFI JNU Unit JNUSU Official

Maheshwer Peri

12,234 Aufrufe • vor 7 Monaten

Continuous batching in LLMs, clearly explained: (a popular LLM interview question; bookmark this) In traditional ML inference, a batch is a matrix. Every input is padded to the same length, one forward pass runs, and every row finishes at the same moment. LLM decoding does not work that way. One forward pass produces one token per sequence, so a request needs as many passes as it has output tokens, and nobody knows that count until the model emits a stop token. Under static batching, membership is fixed when the batch starts. A request that finishes in 30 tokens holds its slot until the slowest request in the same batch finishes at 400. The GPU keeps paying the full weight read for a batch that is mostly empty. Loading model weights out of HBM costs the same whether four slots are producing tokens or one. Continuous batching moves the decision boundary. Instead of scheduling once per batch, the scheduler runs a single forward pass, gets control back, and decides again. A finished request leaves at the next iteration boundary, and a queued request takes its slot right there. No slot stays reserved for work that is already done. Anyscale benchmarked both OPT-13B on a single A100. With uniform generation lengths, the two policies came out about level (as expected), and as output length variance rose, static batching fell to around 81 tokens per second while vLLM reached 23x the throughput of naive Hugging Face serving. Variance drives the entire gap. Production traffic mixes 30-token replies with 400-token ones, which is exactly the condition static batching handles worst. None of this alters the model. vLLM, SGLang, TGI, and TensorRT-LLM all run it by default, and NVIDIA ships the same mechanism under the name in-flight batching. The animation below runs both policies on the same 16 requests and the same 4 slots, stepping in lockstep. The only difference is when a new request is allowed in. To dive deeper into continuous batching specifically, I wrote a full breakdown of the scheduler underneath it. It covers what happens between two forward passes, how tokens get handed out against a fixed budget, why the scheduler needs no separate path for prefill and decode, and what preemption costs you when the KV cache fills up mid-generation. Read it below.

Continuous batching in LLMs, clearly explained: (a popular LLM interview question; bookmark this) In traditional ML inference, a batch is a matrix. Every input is padded to the same length, one forward pass runs, and every row finishes at the same moment. LLM decoding does not work that way. One forward pass produces one token per sequence, so a request needs as many passes as it has output tokens, and nobody knows that count until the model emits a stop token. Under static batching, membership is fixed when the batch starts. A request that finishes in 30 tokens holds its slot until the slowest request in the same batch finishes at 400. The GPU keeps paying the full weight read for a batch that is mostly empty. Loading model weights out of HBM costs the same whether four slots are producing tokens or one. Continuous batching moves the decision boundary. Instead of scheduling once per batch, the scheduler runs a single forward pass, gets control back, and decides again. A finished request leaves at the next iteration boundary, and a queued request takes its slot right there. No slot stays reserved for work that is already done. Anyscale benchmarked both OPT-13B on a single A100. With uniform generation lengths, the two policies came out about level (as expected), and as output length variance rose, static batching fell to around 81 tokens per second while vLLM reached 23x the throughput of naive Hugging Face serving. Variance drives the entire gap. Production traffic mixes 30-token replies with 400-token ones, which is exactly the condition static batching handles worst. None of this alters the model. vLLM, SGLang, TGI, and TensorRT-LLM all run it by default, and NVIDIA ships the same mechanism under the name in-flight batching. The animation below runs both policies on the same 16 requests and the same 4 slots, stepping in lockstep. The only difference is when a new request is allowed in. To dive deeper into continuous batching specifically, I wrote a full breakdown of the scheduler underneath it. It covers what happens between two forward passes, how tokens get handed out against a fixed budget, why the scheduler needs no separate path for prefill and decode, and what preemption costs you when the KV cache fills up mid-generation. Read it below.

Avi Chawla

16,140 Aufrufe • vor 1 Monat

I'm giving Claude Code for FREE (yes the world's best AI -- at no cost at all) My mission is to get the next billion people to write great software, but so many are constrained by costs. We solved this by combining AI with ads (only contextual and relevant ads, no spam). In return, you get the best AI models without needing a credit card. For the next batch, I will choose 500 people randomly who have done the following steps: 1. Comment "GIVE ME SANTA CLAUDE" below 2. Like and retweet this 3. Follow Namanyay and supermemory 4. Sign up on the link in the next tweet Watch this quick video to understand how it works!

I'm giving Claude Code for FREE (yes the world's best AI -- at no cost at all) My mission is to get the next billion people to write great software, but so many are constrained by costs. We solved this by combining AI with ads (only contextual and relevant ads, no spam). In return, you get the best AI models without needing a credit card. For the next batch, I will choose 500 people randomly who have done the following steps: 1. Comment "GIVE ME SANTA CLAUDE" below 2. Like and retweet this 3. Follow Namanyay and supermemory 4. Sign up on the link in the next tweet Watch this quick video to understand how it works!

Namanyay

293,749 Aufrufe • vor 10 Monaten

PM ADVISER EXPOSES HIS OWN GOVERNMENT’S FAILURE 🔥 HOST: You call UPSC coaching a drug cartel and UPSC prep a waste of time. Why? SANJEEV SANYAL: They sell a dream where 99.9% are guaranteed to fail, then blame the student when the product fails. HOST: Why is it exploitative? SANYAL: Students spend 3-5 years paying coaching centres for a dream only 0.1% can get. That same youth could have become entrepreneurs, scientists, poets or athletes. REAL QUESTION: If the PM’s own economic adviser knows this industry needs regulation, why has Modi government let this cartel run unchecked for years?

PM ADVISER EXPOSES HIS OWN GOVERNMENT’S FAILURE 🔥 HOST: You call UPSC coaching a drug cartel and UPSC prep a waste of time. Why? SANJEEV SANYAL: They sell a dream where 99.9% are guaranteed to fail, then blame the student when the product fails. HOST: Why is it exploitative? SANYAL: Students spend 3-5 years paying coaching centres for a dream only 0.1% can get. That same youth could have become entrepreneurs, scientists, poets or athletes. REAL QUESTION: If the PM’s own economic adviser knows this industry needs regulation, why has Modi government let this cartel run unchecked for years?

Mr Sharma

84,992 Aufrufe • vor 3 Monaten

#Maharashtra #Raigad TRAGEDY IN DIVEAGAR: 8 STUDENTS DEAD, 1 STILL MISSING A tragic incident has been reported from Diveagar in Maharashtra’s Raigad district, where eight students from Alandi in Pune district have died after drowning while on an outing. The students were part of a private coaching class tour. Preliminary information suggests that the group may have misjudged the depth and water conditions before entering the sea. Eight students have been declared dead, while one student remains missing. Rescue and search operations are underway, with further details awaited. The incident once again highlights the need for extreme caution around unfamiliar water bodies, particularly during group outings and educational or coaching-class trips. ⚠️ Viewer Discretion Advised: The following visuals may be disturbing and are not suitable for sensitive viewers. #Diveagar #Raigad #Maharashtra #Pune #Alandi #BreakingNews #Drowning #NewsUpdate #MaharashtraNews Aditi S Tatkare Sunil Tatkare Girish Mahajan Maharashtra Tourism tourism Eknath Shinde - एकनाथ शिंदे CMO Maharashtra Shambhuraj Desai

#Maharashtra #Raigad TRAGEDY IN DIVEAGAR: 8 STUDENTS DEAD, 1 STILL MISSING A tragic incident has been reported from Diveagar in Maharashtra’s Raigad district, where eight students from Alandi in Pune district have died after drowning while on an outing. The students were part of a private coaching class tour. Preliminary information suggests that the group may have misjudged the depth and water conditions before entering the sea. Eight students have been declared dead, while one student remains missing. Rescue and search operations are underway, with further details awaited. The incident once again highlights the need for extreme caution around unfamiliar water bodies, particularly during group outings and educational or coaching-class trips. ⚠️ Viewer Discretion Advised: The following visuals may be disturbing and are not suitable for sensitive viewers. #Diveagar #Raigad #Maharashtra #Pune #Alandi #BreakingNews #Drowning #NewsUpdate #MaharashtraNews Aditi S Tatkare Sunil Tatkare Girish Mahajan Maharashtra Tourism tourism Eknath Shinde - एकनाथ शिंदे CMO Maharashtra Shambhuraj Desai

Mayuresh Ganapatye

58,438 Aufrufe • vor 6 Tagen

NYSC is trending because Nigerians are calling on FG to scrap it for real this time. In Kano, NYSC refused to register corp members. After a while, they received "order from above" to only allow pregnant women and breastfeeding mothers in. Then, they asked the rest go to back home. After travelling for miles. In Kebbi state, corpers were asked to go back home, because the portal is locked and registration is impossible until further notice. In Benue state, NYSC refused to attend to corp members for three days. Leaving them stranded. In Niger state, PCM were originally meant to go with Batch C. But they received call up letters recently, inviting them to camp with Stream II Batch B. On their arrival, NYSC told them to go back home, because they've been moved back to Stream I Batch C, due for camp around October/November. (According to multiple sources) In Adamawa state, the gate was shut for late comers. Regardless of where they came from, NYSC asked them to go back home. After navigating the unsafe conditions of the highways, and spending resources. Prospective corp members are pleading with NYSC for empathy. Meanwhile, Nigerians are asking the FG to scrap it since they can no longer organize it.

NYSC is trending because Nigerians are calling on FG to scrap it for real this time. In Kano, NYSC refused to register corp members. After a while, they received "order from above" to only allow pregnant women and breastfeeding mothers in. Then, they asked the rest go to back home. After travelling for miles. In Kebbi state, corpers were asked to go back home, because the portal is locked and registration is impossible until further notice. In Benue state, NYSC refused to attend to corp members for three days. Leaving them stranded. In Niger state, PCM were originally meant to go with Batch C. But they received call up letters recently, inviting them to camp with Stream II Batch B. On their arrival, NYSC told them to go back home, because they've been moved back to Stream I Batch C, due for camp around October/November. (According to multiple sources) In Adamawa state, the gate was shut for late comers. Regardless of where they came from, NYSC asked them to go back home. After navigating the unsafe conditions of the highways, and spending resources. Prospective corp members are pleading with NYSC for empathy. Meanwhile, Nigerians are asking the FG to scrap it since they can no longer organize it.

Trending Explained

70,797 Aufrufe • vor 2 Jahren