102->201 / NAS->autoDL / more configs of TAS / reorganize docs / fix bugs in NAS baselines

scripts-search/NAS-Bench-201/build.sh

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+#!/bin/bash
+# bash scripts-search/NAS-Bench-201/build.sh
+echo script name: $0
+echo $# arguments
+if [ "$#" -ne 0 ] ;then
+  echo "Input illegal number of parameters " $#
+  echo "Need 0 parameters"
+  exit 1
+fi
+
+save_dir=./output/nas_bench_201_package
+echo "Prepare to build the package in ${save_dir}"
+rm -rf ${save_dir}
+mkdir -p ${save_dir}
+
+#cp NAS-Bench-201.md ${save_dir}/README.md
+sed '125,187d' NAS-Bench-201.md > ${save_dir}/README.md
+cp LICENSE.md ${save_dir}/LICENSE.md
+cp -r lib/nas_201_api ${save_dir}/
+rm -rf ${save_dir}/nas_201_api/__pycache__
+cp exps/NAS-Bench-201/dist-setup.py ${save_dir}/setup.py
+
+cd ${save_dir}
+# python setup.py sdist bdist_wheel
+# twine upload --repository-url https://test.pypi.org/legacy/ dist/*
+# twine upload dist/*

scripts-search/NAS-Bench-201/meta-gen.sh

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+#!/bin/bash
+# bash scripts-search/NAS-Bench-201/meta-gen.sh NAS-BENCH-201 4
+echo script name: $0
+echo $# arguments
+if [ "$#" -ne 2 ] ;then
+  echo "Input illegal number of parameters " $#
+  echo "Need 2 parameters for save-dir-name and maximum-node-in-cell"
+  exit 1
+fi
+
+name=$1
+node=$2
+
+save_dir=./output/${name}-${node}
+
+python ./exps/NAS-Bench-201/main.py --mode meta --save_dir ${save_dir} --max_node ${node}

scripts-search/NAS-Bench-201/train-a-net.sh

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+#!/bin/bash
+# bash ./scripts-search/NAS-Bench-201/train-a-net.sh resnet 16 5
+echo script name: $0
+echo $# arguments
+if [ "$#" -ne 3 ] ;then
+  echo "Input illegal number of parameters " $#
+  echo "Need 3 parameters for network, channel, num-of-cells"
+  exit 1
+fi
+if [ "$TORCH_HOME" = "" ]; then
+  echo "Must set TORCH_HOME envoriment variable for data dir saving"
+  exit 1
+else
+  echo "TORCH_HOME : $TORCH_HOME"
+fi
+
+model=$1
+channel=$2
+num_cells=$3
+
+save_dir=./output/NAS-BENCH-201-4/
+
+OMP_NUM_THREADS=4 python ./exps/NAS-Bench-201/main.py \
+	--mode specific-${model} --save_dir ${save_dir} --max_node 4 \
+	--datasets cifar10 cifar10 cifar100 ImageNet16-120 \
+	--use_less 0 \
+	--splits         1       0        0              0 \
+	--xpaths $TORCH_HOME/cifar.python \
+		 $TORCH_HOME/cifar.python \
+		 $TORCH_HOME/cifar.python \
+		 $TORCH_HOME/cifar.python/ImageNet16 \
+	--channel ${channel} --num_cells ${num_cells} \
+	--workers 4 \
+	--seeds 777 888 999

scripts-search/NAS-Bench-201/train-models.sh

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+#!/bin/bash
+# bash ./scripts-search/train-models.sh 0/1 0 100 -1 '777 888 999'
+echo script name: $0
+echo $# arguments
+if [ "$#" -ne 5 ] ;then
+  echo "Input illegal number of parameters " $#
+  echo "Need 5 parameters for use-less-or-not, start-and-end, arch-index, and seeds"
+  exit 1
+fi
+if [ "$TORCH_HOME" = "" ]; then
+  echo "Must set TORCH_HOME envoriment variable for data dir saving"
+  exit 1
+else
+  echo "TORCH_HOME : $TORCH_HOME"
+fi
+
+use_less=$1
+xstart=$2
+xend=$3
+arch_index=$4
+all_seeds=$5
+
+save_dir=./output/NAS-BENCH-201-4/
+
+if [ ${arch_index} == "-1" ]; then
+  mode=new
+else
+  mode=cover
+fi
+
+OMP_NUM_THREADS=4 python ./exps/NAS-Bench-201/main.py \
+	--mode ${mode} --save_dir ${save_dir} --max_node 4 \
+	--use_less ${use_less} \
+	--datasets cifar10 cifar10 cifar100 ImageNet16-120 \
+	--splits   1       0       0        0 \
+	--xpaths $TORCH_HOME/cifar.python \
+		 $TORCH_HOME/cifar.python \
+		 $TORCH_HOME/cifar.python \
+		 $TORCH_HOME/cifar.python/ImageNet16 \
+	--channel 16 --num_cells 5 \
+	--workers 4 \
+	--srange ${xstart} ${xend} --arch_index ${arch_index} \
+	--seeds ${all_seeds}