The current estimate 150 GWh by 2020 (https://insideevs.com/elon-musk-says-gigafactory-output-coul...).
Which is kind of needed to build as many cars as they want.
Only half of batteries will go to cars (the other half to residential powerpacks and commercial deployments like the one in Australia) which is 75 GWh.
At average 75 kWh batter per car, it's just enough to build 1 million Tesla 3 cars a year, which is not that much and well within Tesla's projections by 2020.
That doesn't include even more battery hungry Tesla trucks and roadsters and S and X, which is why it's safe to say that before 2020 Tesla will have to start building another Gigafactory to deliver the cars they've already promised.