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Stock-Based Awards - Narrative (Details) - USD ($)
$ / shares in Units, $ in Thousands
1 Months Ended 12 Months Ended
Dec. 31, 2017
Nov. 30, 2015
Aug. 31, 2015
May 31, 2015
Dec. 31, 2019
Dec. 31, 2018
Dec. 31, 2017
Jan. 31, 2019
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]                
Aggregate intrinsic value of options exercised         $ 13,100 $ 9,800 $ 3,500  
Weighted average grant date fair value of options vested (usd per share)         $ 10.09 $ 3.85 $ 1.94  
Estimated fair value of option (usd per share)         $ 11.86 $ 14.79 $ 6.41  
Dividends paid         $ 0      
Dividend yield         0.00%      
Stock options granted (in shares)         3,610,835      
Exercise price (usd per share)         $ 4.27      
Share based compensation cost recognized         $ 38,378 $ 18,791 $ 4,409  
General and Administrative                
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]                
Share based compensation cost recognized         19,117 8,698 1,557  
Research and Development                
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]                
Share based compensation cost recognized         $ 19,261 $ 10,093 2,852  
Performance and Market Contingent Stock Options                
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]                
Stock options granted (in shares)   100,000 1,600,000          
Exercise price (usd per share)   $ 0.68 $ 0.68          
Vesting trigger, number of consecutive trading days         90 days      
Vesting trigger, number of days after IPO         180 days      
Share based compensation cost not recognized         $ 300      
Period of recognition         9 months      
Restricted Stock                
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]                
Unamortized stock- based compensation expense related to unvested stock options         $ 13,700      
Intrinsic value of units expected to vest         $ 15,400      
Expected weighted average period         3 years 2 months 12 days      
Weighted-average fair value at date of grant per share, granted (usd per share)         $ 18.86 $ 15.92    
Fair value of units vested         $ 8,800 $ 37,000 $ 14,300  
2017 Employee Stock Purchase Plan                
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]                
Common stock reserved for issuance (in shares) 1,000,000.0           1,000,000.0  
Number of additional shares allowable under the plan (in shares) 2,000,000.0           2,000,000.0 1,000,000.0
Percent of outstanding shares (as a percentage) 1.00%              
Common stock purchase discounted rate for employees 85.00%              
Maximum employee contribution to ESPP, percent of base compensation 15.00%           15.00%  
Stock issued during period (in shares)         200,000 100,000    
Options Issued and Outstanding and ESPP Shares Issuable and Outstanding                
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]                
Dividend yield         0.00% 0.00% 0.00%  
Unamortized stock- based compensation expense related to unvested stock options         $ 76,200      
Expected weighted average period         2 years 8 months 12 days      
2017 Equity Incentive Plan                
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]                
Common stock reserved for issuance (in shares) 6,400,000           6,400,000  
Number of additional shares allowable under the plan (in shares) 10,000,000.0           10,000,000.0 4,800,000
Percent of outstanding shares (as a percentage) 5.00%              
Number of shares available for grant (in shares)         3,400,000 2,300,000    
2015 Stock Incentive Plan                
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]                
Common stock reserved for issuance (in shares)       8,300,000        
Number of shares available for grant (in shares) 0           0  
Shares Transferred As Available For Issuance From 2015 Plan to 2017 Plan                
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]                
Number of shares available for grant (in shares) 200,000           200,000  
Maximum | Performance and Market Contingent Stock Options | General and Administrative                
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]                
Share based compensation cost not recognized         $ 5,200      
Maximum | Performance and Market Contingent Stock Options | Research and Development                
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]                
Share based compensation cost not recognized         $ 500      
Maximum | 2017 Equity Incentive Plan                
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]                
Award expiration period 10 years              
Maximum | 2015 Stock Incentive Plan                
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]                
Award expiration period       10 years        
Minimum | 2017 Equity Incentive Plan                
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]                
Percentage of option price of estimated fair value on grant date 100.00%              
Award vesting period 4 years              
Minimum | 2015 Stock Incentive Plan                
Share-based Compensation Arrangement by Share-based Payment Award [Line Items]                
Percentage of option price of estimated fair value on grant date       100.00%        
Award vesting period       4 years