05-08-2022, 09:01 PM
3,000% more compute. Fig. LABEL:fig:teaser:a presents the trade-off comparison in compute/duration. When the model runs on one clip, the “queries” attend to an extended set of “keys” and “values”, which come from both the current time and the past. When performing this at multiple layers, each layer attends further down into the past, resulting in a significantly longer receptive field, as illustrated in Fig. LABEL:fig:teaser:b. To further improve the efficiency, we jointly train a memory compression module for reducing the memory footprint. Intuitively, this allows the model to learn which cues are important for future recognition and keeps only those. Our design is loosely inspired by how humans parse long-term visual signals. Humans do not process all signals over a long period of time at once. Instead, humans process signals in an online fashion, associate what we see to past memory to make sense of it, and also memorize important information for future use. Our results demonstrate that augmenting video models with memory and enabling long range attention is simple and very beneficial. Not only has the proliferation of dollar stores fueled this new type of shopping behavior, but the arrival of a new dollar store often kills off local competition like the small-town mom and pop grocery store, meaning even more customers and profits for the dollar store. Because the shopping list for a fill-in trip is only a few items long, the total bill at the dollar store is usually pretty low. And since many dollar-store goods are still sold for $1 each, it's tempting to think that shopping at a dollar store must be a better deal than shopping at the local grocery store or a big-box retailer like Walmart. But is this always true? A woman shops in a dollar store Dec. 11, 2018. Dollar stores are usually packed to the gills, but people don't mind if they can save money. According to analysis by The Guardian, paying $1 for a 16-oz (473-milliliter) bottle of milk at a dollar store is the equivalent of paying $8 for a full gallon (3.8 liters), which is more expensive than the fancy organic stuff at Whole Foods. bbc news
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