How to estimate the accuracy on a large dataset?
Accuracy has a specific meaning classification -  the data points with predicted labels must exactly match actual labels over the total number of data points.

In order to calculate accuracy, you need the actual labels for each data point. If you do not have actual labels for a data point, those data points can not be used in the analysis.