#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
DEPO - #STATISTICS
CHANGES IN STRUCTURE OF SHAREHOLDERS
The number of JSCs totaled 631 and the aggregate volume of shares issues totaled UZS 165 622.4 as of 18.11.2022.
The aggregate volume of state owned share in 225 JSCs totaled UZS 133 689.2 billion, i.e. 80.7 %.
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DEPO - #STATISTICS
CHANGES IN STRUCTURE OF SHAREHOLDERS
The number of JSCs totaled 631 and the aggregate volume of shares issues totaled UZS 165 616.4 as of 11.11.2022.
The aggregate volume of state owned share in 225 JSCs totaled UZS 133 690.1 billion, i.e. 80.7 %.
#structure#shareholders#share#infographics#statistics#changes
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DEPO - #STATISTICS
CHANGES IN STRUCTURE OF SHAREHOLDERS
The number of JSCs totaled 630 and the aggregate volume of shares issues totaled UZS 165 616.2 as of 04.11.2022.
The aggregate volume of state owned share in 225 JSCs totaled UZS 133 690.3 billion, i.e. 80.7 %.
#structure#shareholders#share#infographics#statistics#changes
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DEPO - #STATISTICS
CHANGES IN STRUCTURE OF SHAREHOLDERS
The number of JSCs totaled 631 and the aggregate volume of shares issues totaled UZS 165 616.2 as of 28.10.2022.
The aggregate volume of state owned share in 226 JSCs totaled UZS 133 687.6 billion, i.e. 80.7 %.
#structure#shareholders#share#infographics#statistics#changes
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DEPO - #STATISTICS
CHANGES IN STRUCTURE OF SHAREHOLDERS
The number of JSCs totaled 631 and the aggregate volume of shares issues totaled UZS 164 689.5 as of 21.10.2022.
The aggregate volume of state owned share in 226 JSCs totaled UZS 133 687.6 billion, i.e. 81.2 %.
#structure#shareholders#share#infographics#statistics#changes
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DEPO - #STATISTICS
CHANGES IN STRUCTURE OF SHAREHOLDERS
The number of JSCs totaled 631 and the aggregate volume of shares issues totaled UZS 164 619.5 as of 14.10.2022.
The aggregate volume of state owned share in 226 JSCs totaled UZS 133 677.9 billion, i.e. 81.2 %.
#structure#shareholders#share#infographics#statistics#changes
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DEPO - #STATISTICS
CHANGES IN STRUCTURE OF SHAREHOLDERS
The number of JSCs totaled 631 and the aggregate volume of shares issues totaled UZS 164 609.8 as of 07.10.2022.
The aggregate volume of state owned share in 226 JSCs totaled UZS 133 677.9 billion, i.e. 81.2 %.
#structure#shareholders#share#infographics#statistics#changes
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DEPO - #STATISTICS
CHANGES IN STRUCTURE OF SHAREHOLDERS
The number of JSCs totaled 631 and the aggregate volume of shares issues totaled UZS 164 597.6 as of 30.09.2022.
The aggregate volume of state owned share in 225 JSCs totaled UZS 133 665.7 billion, i.e. 81.2 %.
#structure#shareholders#share#infographics#statistics#changes
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DEPO - #STATISTICS
CHANGES IN STRUCTURE OF SHAREHOLDERS
The number of JSCs totaled 631 and the aggregate volume of shares issues totaled UZS 164 397.9 as of 23.09.2022.
The aggregate volume of state owned share in 226 JSCs totaled UZS 133 348.9 billion, i.e. 81.1 %.
#structure#shareholders#share#infographics#statistics#changes
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DEPO - #STATISTICS
CHANGES IN STRUCTURE OF SHAREHOLDERS
The number of JSCs totaled 631 and the aggregate volume of shares issues totaled UZS 163 200.5 as of 16.09.2022.
The aggregate volume of state owned share in 226 JSCs totaled UZS 132 889.5 billion, i.e. 81.4 %.
#structure#shareholders#share#infographics#statistics#changes
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DEPO - #STATISTICS
CHANGES IN STRUCTURE OF SHAREHOLDERS
The number of JSCs totaled 631 and the aggregate volume of shares issues totaled UZS 163 200.4 as of 09.09.2022.
The aggregate volume of state owned share in 226 JSCs totaled UZS 132 895.8 billion, i.e. 81.4 %.
#structure#shareholders#share#infographics#statistics#changes
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DEPO - #STATISTICS
CHANGES IN STRUCTURE OF SHAREHOLDERS
The number of JSCs totaled 630 and the aggregate volume of shares issues totaled UZS 163 190.4 as of 26 August 2022.
The aggregate volume of state owned share in 226 JSCs totaled UZS 132 895.8 billion, i.e. 81.4 %.
#structure#shareholders#share#infographics#statistics#changes
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