From 14cc73c82d1c28f8a8addefbf03332989a8372bb Mon Sep 17 00:00:00 2001 From: pat-alt <altmeyerpat@gmail.com> Date: Sun, 23 Apr 2023 15:01:55 +0200 Subject: [PATCH] working my boi :sunglasses: --- Manifest.toml | 2 +- notebooks/Manifest.toml | 2 +- notebooks/mnist.qmd | 72 +++++++++++++++++++++++++--------------- paper/paper.pdf | Bin 303734 -> 303848 bytes paper/paper.tex | 4 +-- src/model.jl | 42 ++++++++++++++++++++--- src/sampling.jl | 5 +-- www/eccco_mnist.png | Bin 20963 -> 20647 bytes 8 files changed, 90 insertions(+), 37 deletions(-) diff --git a/Manifest.toml b/Manifest.toml index 94341154..ad348f3b 100644 --- a/Manifest.toml +++ b/Manifest.toml @@ -286,7 +286,7 @@ uuid = "ed09eef8-17a6-5b46-8889-db040fac31e3" version = "0.3.2" [[deps.ConformalPrediction]] -deps = ["CategoricalArrays", "ChainRules", "Flux", "LinearAlgebra", "MLJBase", "MLJFlux", "MLJModelInterface", "NaturalSort", "Plots", "StatsBase"] +deps = ["CategoricalArrays", "ChainRules", "Flux", "LinearAlgebra", "MLJBase", "MLJEnsembles", "MLJFlux", "MLJModelInterface", "MLUtils", "NaturalSort", "Plots", "StatsBase"] path = "../ConformalPrediction.jl" uuid = "98bfc277-1877-43dc-819b-a3e38c30242f" version = "0.1.6" diff --git a/notebooks/Manifest.toml b/notebooks/Manifest.toml index 4c077ed9..899c4ea1 100644 --- a/notebooks/Manifest.toml +++ b/notebooks/Manifest.toml @@ -348,7 +348,7 @@ uuid = "ed09eef8-17a6-5b46-8889-db040fac31e3" version = "0.3.2" [[deps.ConformalPrediction]] -deps = ["CategoricalArrays", "ChainRules", "Flux", "LinearAlgebra", "MLJBase", "MLJFlux", "MLJModelInterface", "NaturalSort", "Plots", "StatsBase"] +deps = ["CategoricalArrays", "ChainRules", "Flux", "LinearAlgebra", "MLJBase", "MLJEnsembles", "MLJFlux", "MLJModelInterface", "MLUtils", "NaturalSort", "Plots", "StatsBase"] path = "../../ConformalPrediction.jl" uuid = "98bfc277-1877-43dc-819b-a3e38c30242f" version = "0.1.6" diff --git a/notebooks/mnist.qmd b/notebooks/mnist.qmd index b4fb8b77..b4efbc52 100644 --- a/notebooks/mnist.qmd +++ b/notebooks/mnist.qmd @@ -33,7 +33,7 @@ First, let's create a couple of image classifier architectures: epochs = 100 batch_size = minimum([Int(round(n_obs/10)), 128]) n_hidden = 128 -activation = Flux.swish +activation = Flux.relu builder = MLJFlux.@builder Flux.Chain( Dense(n_in, n_hidden, activation), @@ -56,15 +56,20 @@ builder = MLJFlux.@builder Flux.Chain( # ), # σ=activation # ) -α = [1.0,1.0,1e-2] +α = [1.0,1.0,5e-3] # Simple MLP: mlp = NeuralNetworkClassifier( builder=builder, epochs=epochs, batch_size=batch_size, + finaliser=x -> x, + loss=Flux.Losses.logitcrossentropy, ) +# Deep Ensemble: +mlp_ens = EnsembleModel(model=mlp, n=5) + # Joint Energy Model: ð’Ÿx = Uniform(-1,1) ð’Ÿy = Categorical(ones(output_dim) ./ output_dim) @@ -88,39 +93,49 @@ jem = JointEnergyClassifier( epochs=epochs, ) -# Deep Ensemble: -mlp_ens = EnsembleModel(model=mlp, n=50) +# Deep Ensemble of Joint Energy Models: +jem_ens = EnsembleModel(model=jem, n=5) ``` ```{julia} cov = .95 -conf_model = conformal_model(jem; method=:simple_inductive, coverage=cov) +conf_model = conformal_model(jem_ens; method=:adaptive_inductive, coverage=cov) mach = machine(conf_model, X, labels) fit!(mach) M = ECCCo.ConformalModel(mach.model, mach.fitresult) ``` ```{julia} -if mach.model.model isa JointEnergyModels.JointEnergyClassifier - jem = mach.model.model.jem - n_iter = 200 - _w = 1500 - plts = [] - neach = 10 - for i in 1:10 - x = jem.sampler(jem.chain, jem.sampling_rule; niter=n_iter, n_samples=neach, y=i) - plts_i = [] - for j in 1:size(x, 2) - xj = x[:,j] - xj = reshape(xj, (n_digits, n_digits)) - plts_i = [plts_i..., Plots.heatmap(rotl90(xj), axis=nothing, cb=false)] - end - plt = Plots.plot(plts_i..., size=(_w,0.10*_w), layout=(1,10)) - plts = [plts..., plt] +if mach.model.model isa JointEnergyClassifier + sampler = mach.model.model.jem.sampler +else + K = length(counterfactual_data.y_levels) + input_size = size(selectdim(counterfactual_data.X, ndims(counterfactual_data.X), 1)) + ð’Ÿx = Uniform(extrema(counterfactual_data.X)...) + ð’Ÿy = Categorical(ones(K) ./ K) + sampler = ConditionalSampler(ð’Ÿx, ð’Ÿy; input_size=input_size) +end +opt = ImproperSGLD() +f(x) = logits(M, x) + +n_iter = 200 +_w = 1500 +plts = [] +neach = 10 +for i in 1:10 + x = sampler(f, opt; niter=n_iter, n_samples=neach, y=i) + plts_i = [] + for j in 1:size(x, 2) + xj = x[:,j] + xj = reshape(xj, (n_digits, n_digits)) + plts_i = [plts_i..., Plots.heatmap(rotl90(xj), axis=nothing, cb=false)] end - plt = Plots.plot(plts..., size=(_w,_w), layout=(10,1)) - display(plt) + plt = Plots.plot(plts_i..., size=(_w,0.10*_w), layout=(1,10)) + plts = [plts..., plt] end +plt = Plots.plot(plts..., size=(_w,_w), layout=(10,1)) +display(plt) + ``` ```{julia} @@ -134,12 +149,12 @@ println("F1 score (test): $(round(f1,digits=3))") Random.seed!(1234) # Set up search: -factual_label = 9 +factual_label = 4 x = reshape(counterfactual_data.X[:,rand(findall(predict_label(M, counterfactual_data).==factual_label))],input_dim,1) -target = 4 +target = 5 factual = predict_label(M, counterfactual_data, x)[1] -γ = 0.5 -T = 250 +γ = 0.9 +T = 100 η=1.0 @@ -149,6 +164,7 @@ ce_wachter = generate_counterfactual( x, target, counterfactual_data, M, generator; decision_threshold=γ, max_iter=T, initialization=:identity, + converge_when=:generator_conditions, ) generator = GreedyGenerator(η=η) @@ -156,6 +172,7 @@ ce_jsma = generate_counterfactual( x, target, counterfactual_data, M, generator; decision_threshold=γ, max_iter=T, initialization=:identity, + converge_when=:generator_conditions, ) # ECCCo: @@ -166,6 +183,7 @@ temp=0.1 generator = ECCCoGenerator( λ=λ, temp=temp, + opt=Flux.Optimise.Adam(0.01), ) ce_conformal = generate_counterfactual( x, target, counterfactual_data, M, generator; diff --git a/paper/paper.pdf b/paper/paper.pdf index eddb381562b5e51c254fb4629f64e5cc0707647a..56e5e6bc610e19203b81094a4d550becf73727cd 100644 GIT binary patch delta 73258 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a/paper/paper.tex b/paper/paper.tex index 6ee1a43b..3f271797 100644 --- a/paper/paper.tex +++ b/paper/paper.tex @@ -45,7 +45,7 @@ \newtheorem{definition}{Definition}[section] -\title{ECCCos from the Black Box: Letting Models speak for Themselves} +\title{ECCoEs from the Black Box: Letting Models speak for Themselves} % The \author macro works with any number of authors. There are two commands @@ -254,7 +254,7 @@ where $\hat{q}$ denotes the $(1-\alpha)$-quantile of $\mathcal{S}$ and $\alpha$ Observe from Equation~\ref{eq:scp} that Conformal Prediction works on an instance-level basis, much like Counterfactual Explanations are local. The prediction set for an individual instance $\mathbf{x}_i$ depends only on the characteristics of that sample and the specified error rate. Intuitively, the set is more likely to include multiple labels for samples that are difficult to classify, so the set size is indicative of predictive uncertainty. To see why this effect is exacerbated by small choices for $\alpha$ consider the case of $\alpha=0$, which requires that the true label is covered by the prediction set with probability equal to one. -\subsection{Conformal Counterfactual Explanations} +\subsection{ECCoE: Energy-Constrained Conformal Counterfactual Explanation} The fact that conformal classifiers produce set-valued predictions introduces a challenge: it is not immediately obvious how to use such classifiers in the context of gradient-based counterfactual search. Put differently, it is not clear how to use prediction sets in Equation~\ref{eq:general}. Fortunately, \citet{stutz2022learning} have recently proposed a framework for Conformal Training that also hinges on differentiability. Specifically, they show how Stochastic Gradient Descent can be used to train classifiers not only for the discriminative task but also for additional objectives related to Conformal Prediction. One such objective is \textit{efficiency}: for a given target error rate $alpha$, the efficiency of a conformal classifier improves as its average prediction set size decreases. To this end, the authors introduce a smooth set size penalty, diff --git a/src/model.jl b/src/model.jl index cc7cde3c..38188816 100644 --- a/src/model.jl +++ b/src/model.jl @@ -32,14 +32,46 @@ struct ConformalModel <: Models.AbstractDifferentiableJuliaModel end end -# Outer constructor method: +""" + _get_chains(fitresult) + +Private function that extracts the chains from a fitted model. +""" +function _get_chains(fitresult) + if fitresult isa MLJEnsembles.WrappedEnsemble + chains = map(res -> res[1], fitresult.ensemble) + else + chains = [fitresult[1]] + end + return chains +end + +""" + _outdim(fitresult) + +Private function that extracts the output dimension from a fitted model. +""" +function _outdim(fitresult) + if fitresult isa MLJEnsembles.WrappedEnsemble + outdim = length(fitresult.ensemble[1][2]) + else + outdim = length(fitresult[2]) + end + return outdim +end + +""" + ConformalModel(model, fitresult=nothing; likelihood::Union{Nothing,Symbol}=nothing) + +Outer constructor for `ConformalModel`. If `fitresult` is not specified, the model is not fitted and `likelihood` is inferred from the model. If `fitresult` is specified, `likelihood` is inferred from the output dimension of the model. If `likelihood` is not specified, it defaults to `:classification_binary`. +""" function ConformalModel(model, fitresult=nothing; likelihood::Union{Nothing,Symbol}=nothing) # Check if model is fitted and infer likelihood: if isnothing(fitresult) @info "Conformal Model is not fitted." else - outdim = length(fitresult[2]) + outdim = _outdim(fitresult) _likelihood = outdim == 2 ? :classification_binary : :classification_multi @assert likelihood == _likelihood || isnothing(likelihood) "Specification of `likelihood` does not match the output dimension of the model." likelihood = _likelihood @@ -52,7 +84,7 @@ function ConformalModel(model, fitresult=nothing; likelihood::Union{Nothing,Symb end # Construct model: - testmode!(fitresult[1]) + testmode!.(_get_chains(fitresult)) M = ConformalModel(model, fitresult, likelihood) return M end @@ -82,7 +114,9 @@ which follows from the derivation here: https://stats.stackexchange.com/question function Models.logits(M::ConformalModel, X::AbstractArray) fitresult = M.fitresult function predict_logits(fitresult, x) - pÌ‚ = fitresult[1](x) + pÌ‚ = MLUtils.stack(map(chain -> chain(x),_get_chains(fitresult))) |> + p -> mean(p, dims=ndims(p)) |> + p -> MLUtils.unstack(p, dims=ndims(p))[1] if ndims(pÌ‚) == 2 pÌ‚ = [pÌ‚] end diff --git a/src/sampling.jl b/src/sampling.jl index 023c3d87..3cd4b604 100644 --- a/src/sampling.jl +++ b/src/sampling.jl @@ -92,9 +92,10 @@ Generates `n` samples from `EnergySampler` for conditioning value `y`. function generate_samples(e::EnergySampler, n::Int, y::Int; niter::Int=100) # Generate samples: - chain = e.model.fitresult[1] + # chain = e.model.fitresult[1] + f(x) = logits(e.model, x) rule = e.opt - xsamples = e.sampler(chain, rule; niter=niter, n_samples=n, y=y) + xsamples = e.sampler(f, rule; niter=niter, n_samples=n, y=y) return xsamples end diff --git a/www/eccco_mnist.png b/www/eccco_mnist.png index edd2100307beb05f2b55511561bad5a4df0ad9f2..8b0a8a14d08b2310cfafe1ce68f55891d6ba1a33 100644 GIT binary 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