From 006d7136150239ebab81241bdd10c12403f265be Mon Sep 17 00:00:00 2001
From: Pat Alt <55311242+pat-alt@users.noreply.github.com>
Date: Tue, 22 Aug 2023 16:33:00 +0200
Subject: [PATCH] finally more or less sorted

---
 experiments/Manifest.toml               | 2436 +++++++++++++++++++++++
 experiments/Project.toml                |   11 +
 experiments/circles.jl                  |    4 +-
 experiments/{setup.jl => experiment.jl} |   36 -
 experiments/gmsc.jl                     |    2 +-
 experiments/linearly_separable.jl       |    4 +-
 experiments/moons.jl                    |    4 +-
 experiments/run_experiments.jl          |    3 +-
 experiments/setup_env.jl                |   61 +
 9 files changed, 2517 insertions(+), 44 deletions(-)
 create mode 100644 experiments/Manifest.toml
 create mode 100644 experiments/Project.toml
 rename experiments/{setup.jl => experiment.jl} (72%)
 create mode 100644 experiments/setup_env.jl

diff --git a/experiments/Manifest.toml b/experiments/Manifest.toml
new file mode 100644
index 00000000..70510d5a
--- /dev/null
+++ b/experiments/Manifest.toml
@@ -0,0 +1,2436 @@
+# This file is machine-generated - editing it directly is not advised
+
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+manifest_format = "2.0"
+project_hash = "a981b871c7220e241da2ed077ce7f07968e32677"
+
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+weakdeps = ["ChainRulesCore", "Test"]
+
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+    AbstractFFTsChainRulesCoreExt = "ChainRulesCore"
+    AbstractFFTsTestExt = "Test"
+
+[[deps.AbstractTrees]]
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+version = "1.3.7+1"
+
+[[deps.micromamba_jll]]
+deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl"]
+git-tree-sha1 = "66d07957bcf7e4930d933195aed484078dd8cbb5"
+uuid = "f8abcde7-e9b7-5caa-b8af-a437887ae8e4"
+version = "1.4.9+0"
+
+[[deps.nghttp2_jll]]
+deps = ["Artifacts", "Libdl"]
+uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d"
+version = "1.48.0+0"
+
+[[deps.p7zip_jll]]
+deps = ["Artifacts", "Libdl"]
+uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0"
+version = "17.4.0+0"
+
+[[deps.x264_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "4fea590b89e6ec504593146bf8b988b2c00922b2"
+uuid = "1270edf5-f2f9-52d2-97e9-ab00b5d0237a"
+version = "2021.5.5+0"
+
+[[deps.x265_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "ee567a171cce03570d77ad3a43e90218e38937a9"
+uuid = "dfaa095f-4041-5dcd-9319-2fabd8486b76"
+version = "3.5.0+0"
+
+[[deps.xkbcommon_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Wayland_jll", "Wayland_protocols_jll", "Xorg_libxcb_jll", "Xorg_xkeyboard_config_jll"]
+git-tree-sha1 = "9ebfc140cc56e8c2156a15ceac2f0302e327ac0a"
+uuid = "d8fb68d0-12a3-5cfd-a85a-d49703b185fd"
+version = "1.4.1+0"
diff --git a/experiments/Project.toml b/experiments/Project.toml
new file mode 100644
index 00000000..0c27e4aa
--- /dev/null
+++ b/experiments/Project.toml
@@ -0,0 +1,11 @@
+[deps]
+CSV = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b"
+CounterfactualExplanations = "2f13d31b-18db-44c1-bc43-ebaf2cff0be0"
+Distributions = "31c24e10-a181-5473-b8eb-7969acd0382f"
+ECCCo = "0232c203-4013-4b0d-ad96-43e3e11ac3bf"
+JointEnergyModels = "48c56d24-211d-4463-bbc0-7a701b291131"
+LazyArtifacts = "4af54fe1-eca0-43a8-85a7-787d91b784e3"
+MLJBase = "a7f614a8-145f-11e9-1d2a-a57a1082229d"
+MLJEnsembles = "50ed68f4-41fd-4504-931a-ed422449fee0"
+MLJFlux = "094fc8d1-fd35-5302-93ea-dabda2abf845"
+MLUtils = "f1d291b0-491e-4a28-83b9-f70985020b54"
diff --git a/experiments/circles.jl b/experiments/circles.jl
index 75a9b9ca..0872ba15 100644
--- a/experiments/circles.jl
+++ b/experiments/circles.jl
@@ -1,5 +1,5 @@
-n_obs = Int(1000 / (1.0 - test_size))
-counterfactual_data, test_data = train_test_split(load_circles(n_obs; noise=0.05, factor=0.5); test_size=test_size)
+n_obs = Int(1000 / (1.0 - TEST_SIZE))
+counterfactual_data, test_data = train_test_split(load_circles(n_obs; noise=0.05, factor=0.5); TEST_SIZE=TEST_SIZE)
 run_experiment!(
     counterfactual_data, test_data; dataname="Circles",
     n_hidden=32,
diff --git a/experiments/setup.jl b/experiments/experiment.jl
similarity index 72%
rename from experiments/setup.jl
rename to experiments/experiment.jl
index c8b12cc0..3394be91 100644
--- a/experiments/setup.jl
+++ b/experiments/experiment.jl
@@ -1,39 +1,3 @@
-# General setup:
-include("$(pwd())/notebooks/setup.jl")
-eval(setup_notebooks)
-
-test_size = 0.2
-
-# Constants:
-const DEFAULT_OUTPUT_PATH = "$(pwd())/results"
-const RETRAIN = "retrain" ∈ ARGS ? true : false
-
-"Default model performance measures."
-const MODEL_MEASURES = Dict(
-    :f1score => multiclass_f1score,
-    :acc => accuracy,
-    :precision => multiclass_precision
-)
-
-"Default coverage rate."
-const DEFAULT_COVERAGE = 0.95
-
-"The default benchmarking measures."
-const CE_MEASURES = [
-    CounterfactualExplanations.distance,
-    ECCCo.distance_from_energy,
-    ECCCo.distance_from_targets,
-    CounterfactualExplanations.Evaluation.validity,
-    CounterfactualExplanations.Evaluation.redundancy,
-    ECCCo.set_size_penalty
-]
-
-# Pre-trained models:
-function pretrained_path()
-    @info "Models were pre-trained on `julia-1.8.5` and may not work on other versions."
-    return joinpath(artifact"results-paper-submission-1.8.5", "results-paper-submission-1.8.5")
-end
-
 "Sets up the experiment."
 Base.@kwdef struct Experiment
     counterfactual_data::CounterfactualData
diff --git a/experiments/gmsc.jl b/experiments/gmsc.jl
index f162f256..baf5e580 100644
--- a/experiments/gmsc.jl
+++ b/experiments/gmsc.jl
@@ -1,4 +1,4 @@
-counterfactual_data, test_data = train_test_split(load_gmsc(nothing); test_size=test_size)
+counterfactual_data, test_data = train_test_split(load_gmsc(nothing); TEST_SIZE=TEST_SIZE)
 run_experiment!(
     counterfactual_data, test_data; dataname="GMSC",
     n_hidden=128,
diff --git a/experiments/linearly_separable.jl b/experiments/linearly_separable.jl
index 259731b2..c95a0509 100644
--- a/experiments/linearly_separable.jl
+++ b/experiments/linearly_separable.jl
@@ -1,6 +1,6 @@
-n_obs = Int(1000 / (1.0 - test_size))
+n_obs = Int(1000 / (1.0 - TEST_SIZE))
 counterfactual_data, test_data = train_test_split(
     load_blobs(n_obs; cluster_std=0.1, center_box=(-1.0 => 1.0));
-    test_size=test_size
+    TEST_SIZE=TEST_SIZE
 )
 run_experiment!(counterfactual_data, test_data; dataname="Linearly Separable")
\ No newline at end of file
diff --git a/experiments/moons.jl b/experiments/moons.jl
index ad492eb5..198a605e 100644
--- a/experiments/moons.jl
+++ b/experiments/moons.jl
@@ -1,5 +1,5 @@
-n_obs = Int(2500 / (1.0 - test_size))
-counterfactual_data, test_data = train_test_split(load_moons(n_obs); test_size=test_size)
+n_obs = Int(2500 / (1.0 - TEST_SIZE))
+counterfactual_data, test_data = train_test_split(load_moons(n_obs); TEST_SIZE=TEST_SIZE)
 run_experiment!(
     counterfactual_data, test_data; dataname="Moons",
     epochs=500,
diff --git a/experiments/run_experiments.jl b/experiments/run_experiments.jl
index 8d9fe738..a7fdb220 100644
--- a/experiments/run_experiments.jl
+++ b/experiments/run_experiments.jl
@@ -1,4 +1,5 @@
-include("setup.jl")
+include("setup_env.jl")
+include("experiment.jl")
 
 # User inputs:
 if "run-all" in ARGS
diff --git a/experiments/setup_env.jl b/experiments/setup_env.jl
new file mode 100644
index 00000000..1fd73899
--- /dev/null
+++ b/experiments/setup_env.jl
@@ -0,0 +1,61 @@
+using Pkg
+Pkg.activate(@__DIR__)
+
+# Deps:
+using CounterfactualExplanations
+using CounterfactualExplanations.Data
+using CounterfactualExplanations.DataPreprocessing: train_test_split
+using CounterfactualExplanations.Evaluation: benchmark, evaluate, Benchmark
+using CounterfactualExplanations.Generators: JSMADescent
+using CounterfactualExplanations.Models: load_mnist_mlp, load_fashion_mnist_mlp, train, probs
+using CounterfactualExplanations.Objectives
+using CSV
+using Distributions
+using ECCCo
+using JointEnergyModels
+using LazyArtifacts
+using MLJBase: multiclass_f1score, accuracy, multiclass_precision
+using MLJEnsembles
+using MLJFlux
+
+# Constants:
+const LATEST_VERSION = "1.8.5"
+const ARTIFACT_NAME = "results-paper-submission-$(LATEST_VERSION)"
+artifact_toml = LazyArtifacts.find_artifacts_toml(".")
+_hash = artifact_hash(ARTIFACT_NAME, artifact_toml)
+const LATEST_ARTIFACT_PATH = artifact_path(_hash)
+
+# Pre-trained models:
+function pretrained_path()
+    @info "Models were pre-trained on `julia-$(LATEST_VERSION)` and may not work on other versions."
+    return LATEST_ARTIFACT_PATH
+end
+
+"Default output path."
+const DEFAULT_OUTPUT_PATH = "$(pwd())/results"
+
+"Boolean flag to retrain models."
+const RETRAIN = "retrain" ∈ ARGS ? true : false
+
+"Default model performance measures."
+const MODEL_MEASURES = Dict(
+    :f1score => multiclass_f1score,
+    :acc => accuracy,
+    :precision => multiclass_precision
+)
+
+"Default coverage rate."
+const DEFAULT_COVERAGE = 0.95
+
+"The default benchmarking measures."
+const CE_MEASURES = [
+    CounterfactualExplanations.distance,
+    ECCCo.distance_from_energy,
+    ECCCo.distance_from_targets,
+    CounterfactualExplanations.Evaluation.validity,
+    CounterfactualExplanations.Evaluation.redundancy,
+    ECCCo.set_size_penalty
+]
+
+"Test set proportion."
+const TEST_SIZE = 0.2
\ No newline at end of file
-- 
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