Following insightful discussion with Eric, I am opening this issue to monitor progress.
As Eric notes, "See the JuMP extension where LP is used for classical LDPC codes for an example on using the solver."
To start with, Check out the LP_decoder_LDPC: src/LDPC/decoders.jl