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Balance Sheet Components - Components of Property and Equipment, Net (Details) - USD ($)
$ in Thousands
Dec. 31, 2019
Dec. 31, 2018
Property, Plant and Equipment [Line Items]    
Total property and equipment, gross $ 34,096 $ 14,388
Less: accumulated depreciation and amortization (7,632) (5,230)
Total property and equipment, net 26,464 9,158
Laboratory and manufacturing equipment    
Property, Plant and Equipment [Line Items]    
Total property and equipment, gross 4,238 2,750
Computer equipment and software    
Property, Plant and Equipment [Line Items]    
Total property and equipment, gross 2,315 1,062
Furniture and fixtures    
Property, Plant and Equipment [Line Items]    
Total property and equipment, gross 3,669 925
Leasehold improvements    
Property, Plant and Equipment [Line Items]    
Total property and equipment, gross 7,597 726
Internal-use software    
Property, Plant and Equipment [Line Items]    
Total property and equipment, gross $ 16,277 $ 8,925