From 8cb9dea3a349ed42db5b7850f08ca712c6a67c1d Mon Sep 17 00:00:00 2001 From: Jan Francu Date: Mon, 3 May 2021 23:00:10 +0200 Subject: [PATCH] Added acknowledgement. --- scripts/experiments_tabular/dagmm_run.sh | 5 +++-- src/models/dagmm.jl | 10 ++++++++++ 2 files changed, 13 insertions(+), 2 deletions(-) diff --git a/scripts/experiments_tabular/dagmm_run.sh b/scripts/experiments_tabular/dagmm_run.sh index 4cbef7cd..227d84d5 100644 --- a/scripts/experiments_tabular/dagmm_run.sh +++ b/scripts/experiments_tabular/dagmm_run.sh @@ -1,7 +1,8 @@ #!/bin/bash +#SBATCH --partition=cpu #SBATCH --time=24:00:00 -#SBATCH --nodes=1 --ntasks-per-node=4 --cpus-per-task=1 -#SBATCH --mem=24G +#SBATCH --nodes=1 --cpus-per-task=1 +#SBATCH --mem=16G #SBATCH --qos==collaborator MAX_SEED=$1 diff --git a/src/models/dagmm.jl b/src/models/dagmm.jl index eaf9f31a..ba45a31e 100644 --- a/src/models/dagmm.jl +++ b/src/models/dagmm.jl @@ -1,3 +1,13 @@ +""" + Implements all needed parts for constructing DAGMM model + (https://sites.cs.ucsb.edu/~bzong/doc/iclr18-dagmm.pdf) for detecting anomalies. + Code is inspired by multiple reimplementations + - https://github.com/danieltan07/dagmm + - https://github.com/tnakae/DAGMM/ + - https://github.com/Newcomer520/tf-dagmm + - https://github.com/mperezcarrasco/PyTorch-DAGMM +""" + using Flux: mse, softmax, unsqueeze, stack using LinearAlgebra using StatsBase