Output sequence waveforms from .seq files about pypulseq

[sairamgeethanath]

1. csv file format for spectrometer
2. Separate files for RF and Gradients and a way to combine them and delay periods

[sravan953]

@tonggehua For gradient waveforms, pypulseq has the seq.gradient_waveforms() method. Let me know if that's sufficient for gradient waveforms.

[tonggehua]

@sravan953
Right now, everyone will have to write their own code for outputting the entire waveforms. It would be valuable to have an inbuilt method for it. Plus, it might just be a simple modification from seq.plot().

[sravan953]

@tonggehua If you have a seq object, call seq.gradient_waveforms() to get the gradient waveforms across the three channels. Does that clarify what the method does?

[tonggehua]

@sravan953 It does output the entire gradient waveforms. So what we need is adding on the RF, ADC, and uniform timing across. Thanks!

[sravan953]

@tonggehua Yes, thanks for confirming! Will work on the RF and ADC. Could you elaborate on what you mean by 'uniform timing'? Thanks again.

[sairamgeethanath]

I would not recommend uniform timing. I would recommend event-based timing. I do not see value in having times for delays (0s), only start and stop should suffice. If we need a common time clock, that will run at 1us and can be quite lengthy and redundant.

[tonggehua]

@sairamgeethanath For compression and storage, uniform timing is definitely not efficient. The feature I am suggesting is having flattened outputs that share the same time vector for (1) easy plotting and (2) benchmarking (comparing one sequence to another) purposes.

[sairamgeethanath]

@tonggehua Not efficient for plotting too. I need two endpoints to connect and make a straight line. Even from a console standpoint, you just sample value and HOLD until it changes: either for writing or for reading.

[tonggehua]

@sairamgeethanath @sravan953 For the .seq waveform output feature, I would like to use it for more robust benchmarking of seq2xml. JEMRIS's output is uniformly timed across RF, G, and ADC. I would like to be able to compare the .h5 output and seq.output_waveforms(), say, directly. Having the same time resolution (maybe Δt should be user-specifiable) helps.

[sairamgeethanath]

@tonggehua @sravan953 This feature needs to return two outputs: one should be in the format compatible with JEMRIS (@tonggehua please share a sample for gre with @sravan953 ). The other output should be compatible with the console needs of event-based logging only.

[sravan953]

@tonggehua Commit f36f91a contains an updated waveforms_and_times() method -

pypulseq/pypulseq/Sequence/sequence.py

Line 1096 in cc4aa8d

def waveforms_and_times(

.
Let me know if it's what you were looking for?

[tonggehua]

@sravan953 It seems to do the same thing; I will try plotting with this function and get back to you. Please do consider my pull-request (#62) as it also has the feature of specifying the time range before generating the waveforms.

[sravan953]

@tonggehua Alright will wait for your feedback.

[sravan953]

PR #62 takes care of this, closing!