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Common Stock, warrants, stock-based compensation, stock options, restricted stock and restricted stock units - Stock options (Details) - USD ($)
$ / shares in Units, $ in Thousands
12 Months Ended
Dec. 31, 2018
Dec. 31, 2018
Dec. 31, 2017
Dec. 31, 2016
Aggregate intrinsic value        
Weighted-average fair value of options granted   $ 7.19 $ 4.52 $ 2.41
Share-based compensation expense   $ 4,884 $ 2,168 $ 928
Outstanding stock options        
Common Stock, warrants, stock-based compensation, stock options, restricted stock and restricted stock units        
Options expiration period (in years)   10 years    
Number outstanding        
Outstanding at the beginning of the period (in shares)   2,249,843 1,119,671  
Granted (in shares)   729,224 1,281,135  
Exercised (in shares)   (407,901) (90,265)  
Cancelled or forfeited (in shares)   (94,255) (60,698)  
Outstanding at the end of the period (in shares) 2,476,911 2,476,911 2,249,843 1,119,671
Vested and expected to vest at the end of the period (in shares) 2,476,911 2,476,911    
Exercisable at the end of the period (in shares) 1,143,480 1,143,480    
Weighted-average exercise price        
Outstanding at the beginning of the period (in dollars per share)   $ 6.05 $ 2.99  
Granted (in dollars per share)   18.36 8.46  
Exercised (in dollars per share)   4.57 2.25  
Cancelled or forfeited (in dollars per share)   13.16 6.16  
Outstanding at the end of the period (in dollars per share) $ 9.65 9.65 $ 6.05 $ 2.99
Vested and expected to vest at the end of the period (in dollars per share) 9.65 9.65    
Exercisable at the end of the period (in dollars per share) $ 5.68 $ 5.68    
Remaining contractual life        
Outstanding (in years)   7 years 8 months 24 days 7 years 9 months 18 days 6 years 9 months 18 days
Vested and expected to vest at the end of the period (in years)   7 years 8 months 24 days    
Exercisable at the end of the period (in years) 6 years 6 months 5 days      
Aggregate intrinsic value        
Outstanding $ 22,108 $ 22,108 $ 34,695 $ 5,796
Vested and expected to vest at the end of the period 22,108 22,108    
Exercisable at the end of the period 14,440 $ 14,440    
Weighted-average fair value of options granted   $ 7.19 $ 4.52  
Share-based compensation expense   $ 2,700 $ 1,500 200
Intrinsic value of stock options exercised   5,300 $ 1,100 $ 400
Total unrecognized compensation cost related to unvested stock options $ 6,800 $ 6,800    
Period of recognition of unrecognized compensation cost   2 years 2 months 23 days    
Outstanding stock options | Subject to a four year vesting schedule with 25% vesting on the first anniversary and the remaining vesting ratably on a monthly basis over the remaining three years        
Common Stock, warrants, stock-based compensation, stock options, restricted stock and restricted stock units        
Vesting period (in years)   4 years    
Vesting percentage 1 (as a percent)   25.00%    
Outstanding stock options | Subject to vesting with 50% vesting on December 31, 2018 and December 31, 2019        
Common Stock, warrants, stock-based compensation, stock options, restricted stock and restricted stock units        
Vesting period (in years)   3 years    
Vesting percentage 1 (as a percent)   75.00%