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Source channel @githubtrending · Post #15141 · Sep 13

#python#large_language_models#machine_learning_systems#natural_language_processing Flash Linear Attention (FLA) is a fast, memory-efficient library for advanced linear attention models used in transformers, written in PyTorch and Triton, and compatible with NVIDIA, AMD, and Intel GPUs. It offers many state-of-the-art linear attention models and fused modules that speed up training and reduce memory use. You can easily replace standard attention layers in your models with FLA’s efficient versions, improving training and inference speed, especially for long sequences. FLA supports hybrid models mixing linear and standard attention, and integrates with Hugging Face Transformers for easy use and evaluation. This helps you train and run large language models faster and with less memory, making your AI projects more efficient and scalable. https://github.com/fla-org/flash-linear-attention

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Venture Village Wall 🦄

@venturevillagewall · Post #4045 · 02/01/2025, 01:00 PM

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ChatGPT Hits 15.5 Million Subscribers ChatGPT now boasts 15.5 million paid subscribers, showing a significant surge of over 4 million since September. While subscribers account for about 5% of total users, OpenAI's revenue from subscriptions has risen, with Pro subscriptions outpacing Enterprise offerings. A substantial increase in API revenue has also been noted, growing sevenfold despite price cuts. Currently, projections estimate annual revenue at $3.4 billion, amidst discussions for a $40 billion investment round valuing the company at $260 billion, reflecting a 73% rise since October 2024. Source: The Information | Additional Info #AI#OpenAI#ChatGPT#Subscriptions#API#TechNews#Investment#RevenueGrowth

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@venturevillagewall · Post #3677 · 12/23/2024, 05:00 PM

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Telegram Hits Profit Milestone Telegram has achieved profitability for the first time since its monetization began, as announced by Pavel Durov. In 2024, Telegram's revenue exceeded $1 billion, with paid subscribers tripling to 12 million and advertising revenue increasing significantly. While the app generated about $240 million from subscriptions and ads in the first half of the year, much of its profit stemmed from the sale of Toncoin, which brought in $348 million. Durov expressed confidence in Telegram's financial stability but raised questions about the sustainability of its profits from cryptocurrency. Additionally, a key concern remains whether Durov can repay $2.3 billion in bonds by 2026. Despite these challenges, the news of Telegram's profitability is welcomed by users and investors alike. #Telegram#Profit#Revenue#Subscriptions#Toncoin#Cryptocurrency#Durov#FinancialResults#Advertising#Bonds #2024 #Users#SocialMedia#Monetization#Growth#Debt#Investors#Innovation#CryptoAssets#FinancialStability#Sustainability