SymbolicTensors
Many numerical tensor manipulation packages exist (e.g. Einsum.jl), but treating tensors at a purely numeric level throws away a lot of potential optimizations.
Often, it's possible to exploit the symmetries of a problem to dramatically reduce the calculation steps necessary, or perform some tensor contractions symbolically rather than numerically.
SymbolicTensors.jl is designed to exploit these simplifications to perform symbolic calculations and generate more efficient input into numeric tensor packages than you would write by hand. It based on SymPy.jl, sympy.tensor.tensor, xTensor, and ITensors.jl.
See the talk about this package given at JuliaCon 2020: https://www.youtube.com/watch?v=_b4JIv044GY
Example calculations
using SymbolicTensors
using SymPy
spacetime = TensorIndexType("spacetime","f")
@indices spacetime μ ν σ ρ η
x = TensorHead("x",[spacetime])
δ = spacetime.delta
# one way to write the metric on a sphere
g = 4*δ(-μ,-ν)/(1+x(μ)*x(ν)*δ(-μ,-ν))^2
# compute the christoffel symbols
Γ = (diff(g(-μ,-ν),x(σ)) - diff(g(-ν,-σ),x(μ)) + diff(g(-σ,-μ),x(ν)))/2
Γ = factor(contract_metric(canon_bp(Γ),spacetime.metric))At this point Γ is a symbolic tensor expression, written in Einstein notation.
It could represent 2 dimensional or 10,000 dimensional tensors in the same form -- this is one of the great advantages of working at the symbolic tensor level.
We could manipulate Γ further, or convert it into an array.
# convert Γ to Array{Sym}
xarr = symbols("x y",real=true)
garr = replace_with_arrays(g,Dict(x(ρ) => xarr, spacetime.delta(-ρ,-η) => [1 0; 0 1]))
Γarr = replace_with_arrays(Γ,Dict(x(ρ) => xarr, spacetime.delta(-ρ,-η) => [1 0; 0 1], spacetime => garr))Now that we have an array in Γarr, Quote allows us to convert it into a native Julia function.
# Then Quote it and eval to a Julia function
quot = Quote("Christoffel",Γarr,[ x for x in xarr])
Christ = eval(quot)
Christ(0,1)Rough TODO
- Nicer errors
- testing coverage
- add conversion to ITensors or equivalent
- documentation
- symbolic derivatives?
known bugs
- check issues