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Balance Sheet Components - Summary of Property and Equipment, Net (Details) - USD ($)
$ in Thousands
Sep. 30, 2019
Dec. 31, 2018
Property Plant And Equipment [Line Items]    
Property and equipment, gross $ 40,129 $ 40,552
Less: accumulated depreciation (14,595) (11,395)
Property and equipment, net 25,534 29,157
Leasehold Improvements    
Property Plant And Equipment [Line Items]    
Property and equipment, gross 27,282 26,961
Lab Equipment    
Property Plant And Equipment [Line Items]    
Property and equipment, gross 8,881 8,281
Computer and Office Equipment    
Property Plant And Equipment [Line Items]    
Property and equipment, gross 2,312 2,292
Furniture    
Property Plant And Equipment [Line Items]    
Property and equipment, gross 1,586 1,560
Construction in Progress    
Property Plant And Equipment [Line Items]    
Property and equipment, gross $ 68 $ 1,458