Abstract: Systems and methods for optimizing data flow in an integrated circuit includes creating a task graph based on transforming an optimized network graph for a neural network application, wherein creating the task graph includes: enumerating a plurality of distinct tasks based on a decomposition of each of a plurality of network operations of the optimized network graph; and allocating a data buffer to each of pairs of dependent tasks of the plurality of distinct tasks based on the decomposition of each of the plurality of network operations of the optimized network graph; encoding a token-informed task scheduler based on a composition of the task graph, wherein the encoding the token-informed task scheduler includes: programming the token-informed task scheduler to cause an execution of the plurality of distinct tasks based on identifying a state of a respective data buffer between each of the pairs of dependent tasks.

Abstract: A ventilation and filtering system for vehicles for filtering and circulating air through a vehicle. The ventilation and filtering system for vehicles includes an inlet tube having an outer end in communication with air outside a vehicle, an inner end positioned in a passenger compartment of the vehicle, and an intake fan for blowing air through the inlet tube into the passenger compartment of the vehicle. An exhaust tube has a first end positioned in a passenger compartment of the vehicle, a second end in communication with air outside the vehicle, and an exhaust fan for blowing air through the exhaust tube out of the passenger compartment of the vehicle.