TensorFlow张量到TensorFlow.js张量

Question

I was trying to take tensor from a ConvNet output and use it in another model in TF.js. Is there any way to save a TF tensor to a file ans load that file in TF.js and get the tensor back?

Answer 1

A tensor can be saved to a file. However,to load it back a server is required as the browser does not access the file system directly unless using an input type file .

To save a tensor to a file, the tensor values have to be downloaded first using data or dataSync .

const tensor = tf.tensor([1, 2])
// download values
const values = tensor.dataSync()

To see how you can save values to a file, you can use the following answer

To load back the tensor saved, the file content needs to be served by a server with an http request. Upon receiving the response of the request,

const tensorRetrieved = tf.tensor(contentHttpResponse) // if needed parse the string response using JSON.parse

The other option would be to use tensorflow.js on node. An http request and response would not be needed as node can access the file system.