various speakers as audio waveforms and just performing the CBC optimization and your for and then you're taking the embeddings out and doing a piece near visualization in 2d and you can clearly see that different speakers having clustered out in separate blobs so it's clearly garden the speaker initially and you can also see the accuracy of predicting the the you can also see that the accuracy of predicting the positive sample and the contrast of loss you it basically is so high in the beginning but it keeps going down touristy and by