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Stock-Based Compensation - Stock options (Details) - USD ($)
1 Months Ended 12 Months Ended
May 03, 2019
May 31, 2016
Dec. 31, 2019
Dec. 31, 2018
Dec. 31, 2017
Stock Based Compensation          
Antidilutive securities excluded from computation of diluted net loss per share     2,170,212 17,617,460  
2015 Plan          
Number of Shares          
Outstanding at the beginning (in shares)     2,056,891 506,586  
Granted (in shares)     258,897 1,570,136  
Exercised     (125,108) (5,599)  
Forfeitures     (20,468) (14,232)  
Outstanding at the end (in shares)     2,170,212 2,056,891 506,586
Vested and expected to vest at the end (in shares)     2,170,212    
Exercisable at the end (in shares)     716,393    
Weighted Average Exercise Price          
Outstanding at the beginning (in dollars per share)     $ 4.74 $ 0.94  
Granted (in dollars per share)     18.88 5.92  
Exercised (in dollars per share)     0.96 0.84  
Forfeitures (in dollars per share)     19.66 1.11  
Outstanding at the end (in dollars per share)     6.51 $ 4.74 $ 0.94
Vested and expected to vest at the end (in dollars per share)     6.51    
Exercisable at the end (in dollars per share)     $ 3.75    
Weighted Average Remaining Contractual Life (Years) And Aggregate Intrinsic Value          
Outstanding (in years)     8 years 7 months 6 days 9 years 4 months 24 days 9 years
Granted (in years)     9 years 6 months 9 years 10 months 24 days  
Exercised (in years)     7 years 4 months 24 days    
Forfeitures (in years)     9 years 6 months    
Outstanding at the beginning (in dollars)     $ 5,946,000 $ 137,000  
Outstanding at the end (in dollars)       $ 5,946,000 $ 137,000
Vested and expected to vest at the end (in dollars)     113,295,000    
Exercisable at the end (in dollars)     $ 39,370,000    
Weighted average grant date fair value per share of stock options granted     $ 11.92 $ 3.80  
Aggregate intrinsic value of stock options exercised     $ 7,225,000 $ 38,000  
Aggregate grant date fair value     $ 7,637,000 $ 157,000  
2015 Plan | Restricted Common Stock          
Stock Based Compensation          
Number of shares issued   62,237      
Vesting period   4 years      
Omnibus Incentive Plan          
Stock Based Compensation          
Number of shares reserved for issuance under the plan 2,900,000        
Annual increase in number of share reserved for issuance (as percent) 4.00%        
2015 Plan and 2019 Employee Stock Purchase Plan          
Stock Based Compensation          
Vesting period     4 years    
Expiration period     10 years    
Number of shares reserved for issuance under the plan     2,661,566    
2019 Employee Stock Purchase Plan          
Stock Based Compensation          
Number of shares issued     0    
Number of shares reserved for issuance under the plan 240,000   240,000    
Annual increase in number of share reserved for issuance (as percent) 1.00%        
Maximum annual increase in shares available for issuance under the plan 480,000        
Option to purchase common stock          
Stock Based Compensation          
Antidilutive securities excluded from computation of diluted net loss per share     2,170,212 2,056,891