using Distributions
using Turing
using Stan
# Load data; loaded data is a list of dict named `ldastandata`
include(Pkg.dir("Turing")*"/stan-models/lda-stan.data.jl")
topicdata = ldastandata[1]
# Load model
include(Pkg.dir("Turing")*"/stan-models/lda.model.jl")
#= NOTE: loaded model is defined as below
@model ldamodel(K, V, M, N, w, doc, beta, alpha) = begin
theta = Vector{Vector{Real}}(M)
for m = 1:M
theta[m] ~ Dirichlet(alpha)
end
phi = Vector{Vector{Real}}(K)
for k = 1:K
phi[k] ~ Dirichlet(beta)
end
phi_dot_theta = [log([dot(map(p -> p[i], phi), theta[m]) for i = 1:V]) for m=1:M]
for n = 1:N
Turing.acclogp!(vi, phi_dot_theta[doc[n]][w[n]])
end
end
=#
[Turing]: AD chunk size is set as 40
ldamodel_vec (generic function with 9 methods)
setchunksize(100) # increase AD chunk-size to 100
[Turing]: AD chunk size is set as 100
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samples = sample(ldamodel(data=topicdata), NUTS(1000, 0.65))
[Turing]: Assume - `theta` is a parameter in @~(::Any, ::Any) at compiler.jl:76 [Turing]: Assume - `phi` is a parameter in @~(::Any, ::Any) at compiler.jl:76 [Turing] looking for good initial eps... [Turing.NUTS] found initial ϵ: 0.5 [Turing.WARNING]: Numerical error has been found in gradients. in verifygrad(::Array{Float64,1}) at ad.jl:87 [Turing]: Adapted ϵ = 4.539410952991489e-76, 200 HMC iterations is used for adaption. in adapt_step_size(::Turing.WarmUpManager, ::Float64) at adapt.jl:54 [NUTS] Finished with Running time = 249.17596517799976; #lf / sample = 62.761; #evals / sample = 62.763; pre-cond. diag mat = [0.999999,0.999999,0.999998,0.....
Object of type "Turing.Chain" Iterations = 1:1000 Thinning interval = 1 Chains = 1 Samples per chain = 1000 [0.0117366 0.988263 … 0.405007 0.594993; 0.0117366 0.988263 … 0.405007 0.594993; … ; 0.0117366 0.988263 … 0.405007 0.594993; 0.0117366 0.988263 … 0.405007 0.594993]
# Load visualization script for topic models; visualization function is called `vis_topic_res`
include(Pkg.dir("Turing")*"/stan-models/topic_model_vis_helper.jl")
@doc vis_topic_res # show the usage of the visualization function
Function for visualization topic models.
Usage:
vis_topic_res(samples, K, V, avg_range)
samples
is the chain return by sample()
K
is the number of topicsV
is the size of vocabularyavg_range
is the end point of the running averagevis_topic_res(samples, topicdata["K"], topicdata["V"], 1000)
# Load data; loaded data is a list of dict named `nbstandata`
include(Pkg.dir("Turing")*"/stan-models/MoC-stan.data.jl")
topicdata2 = nbstandata[1]
# Load model
include(Pkg.dir("Turing")*"/stan-models/MoC.model.jl")
#= NOTE: loaded model is defined as below
@model nbmodel(K, V, M, N, z, w, doc, alpha, beta) = begin
theta ~ Dirichlet(alpha)
phi = Array{Any}(K)
for k = 1:K
phi[k] ~ Dirichlet(beta)
end
log_theta = log(theta)
Turing.acclogp!(vi, sum(log_theta[z[1:M]]))
log_phi = map(x->log(x), phi)
for n = 1:N
Turing.acclogp!(vi, log_phi[z[doc[n]]][w[n]])
end
phi
end
=#
nbmodel (generic function with 10 methods)
samples2 = sample(nbmodel(data=topicdata2), NUTS(1000, 0.65))
[Turing]: Assume - `theta` is a parameter in @~(::Any, ::Any) at compiler.jl:76 [Turing]: Assume - `phi` is a parameter in @~(::Any, ::Any) at compiler.jl:76 [Turing] looking for good initial eps... [Turing.WARNING]: Numerical error has been found in gradients. in verifygrad(::Array{Float64,1}) at ad.jl:87 [Turing.NUTS] found initial ϵ: 0.605 [Turing]: Adapted ϵ = 1.1348527382479003e-76, 200 HMC iterations is used for adaption. in adapt_step_size(::Turing.WarmUpManager, ::Float64) at adapt.jl:54 [NUTS] Finished with Running time = 2.253066046; #lf / sample = 1.003; #evals / sample = 1.005; pre-cond. diag mat = [0.999997,0.999994,0.999994,0.....
Object of type "Turing.Chain" Iterations = 1:1000 Thinning interval = 1 Chains = 1 Samples per chain = 1000 [0.0394719 0.67126 … 1.10815e-7 0.0209499; 0.0394719 0.67126 … 1.10815e-7 0.0209499; … ; 0.0394719 0.67126 … 1.10815e-7 0.0209499; 0.0394719 0.67126 … 1.10815e-7 0.0209499]
vis_topic_res(samples2, topicdata2["K"], topicdata2["V"], 1000)
using ProgressMeter
x,n = 1,10
p = Progress(n)
for iter = 1:10
x *= 2
sleep(0.5)
ProgressMeter.next!(p; showvalues = [(:iter,iter), (:x,x)])
end