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Consolidated Statements of Operations and Comprehensive Income (Loss) (Parenthetical) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2021
Dec. 31, 2020
Dec. 31, 2019
Stock-based compensation expense $ 29,884 $ 1,525 $ 3,534
Cost of hardware and other related revenue      
Stock-based compensation expense 192 15 50
Software revenue      
Stock-based compensation expense 18 0 1
Research and development      
Stock-based compensation expense 10,743 413 559
Sales and marketing      
Stock-based compensation expense 3,747 210 163
General and administrative      
Stock-based compensation expense $ 15,184 $ 887 $ 2,761