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Net Loss Per Share - Antidilutive securities (Details) - shares
12 Months Ended
Dec. 31, 2019
Dec. 31, 2018
Antidilutive Securities Excluded from Computation of Earnings Per Share [Line Items]    
Anti-dilutive securities not included in the diluted net loss per share calculation 3,793,054 19,497,483
Convertible preferred stock (as converted)    
Antidilutive Securities Excluded from Computation of Earnings Per Share [Line Items]    
Anti-dilutive securities not included in the diluted net loss per share calculation   17,248,259
Common stock options    
Antidilutive Securities Excluded from Computation of Earnings Per Share [Line Items]    
Anti-dilutive securities not included in the diluted net loss per share calculation 3,742,144 2,136,291
Common stock warrants    
Antidilutive Securities Excluded from Computation of Earnings Per Share [Line Items]    
Anti-dilutive securities not included in the diluted net loss per share calculation 49,997 62,936
Convertible preferred stock warrants    
Antidilutive Securities Excluded from Computation of Earnings Per Share [Line Items]    
Anti-dilutive securities not included in the diluted net loss per share calculation   49,997
Early exercised stock options    
Antidilutive Securities Excluded from Computation of Earnings Per Share [Line Items]    
Anti-dilutive securities not included in the diluted net loss per share calculation 913