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Complex connections #191

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Helveg opened this issue Feb 21, 2022 · 4 comments
Open

Complex connections #191

Helveg opened this issue Feb 21, 2022 · 4 comments
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NeuroML question Further information is requested

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@Helveg
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Helveg commented Feb 21, 2022

Most data formats assume straightforward pre and post synaptic connections, how would MDF deal with more complex cases where synapses can be made up of 3 elements (say a teaching signal for plasticity, cfr classical cerebellar granule-purkinje-IO LTD synaptic mechanism), god forbid 4 to 5 when coupled to glial cells (cfr classical astrocyte tripartite synapse) or neurovasculature?

@jdcpni
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jdcpni commented Feb 21, 2022 via email

@Helveg
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Helveg commented Feb 21, 2022

Thank you, I look forward to your reply, and adopting MDF ;)

@pgleeson
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Thanks for your question @Helveg. These more physiological scenarios would certainly be supported by MDF down the line, but it's a bit of a way off before there would be support from them in "pure" MDF. A more likely scenario is expressing such networks in NeuroML, and relying on the automated conversion of NML to MDF, ideally (re)structuring the MDF to ensure they run as efficiently as possible on platforms like PyTorch.

There is some NML-MDF interaction underway here: https://github.com/ModECI/MDF/tree/main/examples/NeuroML, but it's mainly focussed on mapping the internal dynamics (in LEMS) to MDF so far.

See also https://github.com/NeuroML/NeuroMLlite, which represents the latest work on more efficient/compact network representations for NeuroML. This shares some of the underlying framework with MDF and there will be deeper compatability/overlap in future.

@Helveg
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Helveg commented Feb 21, 2022

Ok, I hadn't realised that to be the focus of MDF :) That makes my questions a bit moot! They're mostly about scaling biophysical models. I was already wondering about the relationship between NML and MDF

@jdcpni jdcpni added question Further information is requested NeuroML labels Apr 19, 2023
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