What exactly is timestep in an LSTM Model?
Let's start with a great image from Chris Olah's blog (a highly recommended read btw):
In a recurrent neural network you have multiple repetitions of the same cell. The way inference goes is - you take some input (x0), pass it through the cell to get some output1(depicted with black arrow to the right on the picture), then pass output1 as input(possibly adding some more input components - x1 on the image) to the same cell, producing new output output2, pass that again as input to the same cell(again with possibly additional input component x2), producing output3 and so on.
A time step is a single occurrence of the cell - e.g. on the first time step you produce output1, h0, on the second time step you produce output2 and so on.
Steven Wang
Updated on June 05, 2022Comments
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Steven Wang almost 2 years
I am a newbie to LSTM and RNN as a whole, I've been racking my brain to understand what exactly is a timestep. I would really appreciate an intuitive explanation to this
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Steven Wang over 5 yearsThanks alot for the comment! I have a follow up question. If my code says timestep=40, does that mean that I start from the 40th timestep or I go upto the 40th timestep from the 1st timestep
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Ivaylo Strandjev over 5 yearsit is impossible to answer this without additional context. It seems this is a variable in your code but could refer to either I guess
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Steven Wang over 5 yearsThe time timesteps were sliced between 10-40 and the 40th timestep was used. I have attached a link to the code for the LSTM model used. imgur.com/gallery/pejFKnY
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Ivaylo Strandjev over 5 yearsI believe there are two different
timestep
variables in action here. When you train a recurrent model you typically unroll it for a fixed number of steps and backpropagate, I believe this is the timestep in build_model. The others to my understanding and from this limited code snippet look like referring to the current time step -
Steven Wang over 5 yearsThanks alot Ivaylo! what you've assumed checks out. really appreciate the help figuring this out!