Lifeboat Foundation: Safeguarding Humanity
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Category: futurism – Page 255

“We lost everything”: East Texas residents confront their future after flooding

Jones’ family home sat to the south of Lake Livingston, in the river bottoms of Coldspring, the San Jacinto County seat. It was overtaken by water shortly after the family left and Jones found safe harbor for their animals, his neighbors told him.

Much of the county was still underwater Friday as crews pulled stranded residents from their homes and roadways.

His family sat among dozens of evacuees who rested on cots and sat around plastic folding tables in Dunbar Gym, a makeshift shelter in an old school building. Many were elderly or infirm, few spoke English or were comfortable telling their stories.

Visual Language Models on NVIDIA Hardware with VILA

Visual language models have evolved significantly recently. However, the existing technology typically only supports one single image. They cannot reason among multiple images, support in context learning or understand videos. Also, they don’t optimize for inference speed.

We developed VILA, a visual language model with a holistic pretraining, instruction tuning, and deployment pipeline that helps our NVIDIA clients succeed in their multi-modal products. VILA achieves SOTA performance both on image QA benchmarks and video QA benchmarks, having strong multi-image reasoning capabilities and in-context learning capabilities. It is also optimized for speed.

It uses 1 ⁄ 4 of the tokens compared to other VLMs and is quantized with 4-bit AWQ without losing accuracy. VILA has multiple sizes ranging from 40B, which can support the highest performance, to 3.5B, which can be deployed on edge devices such as NVIDIA Jetson Orin.

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