93 lines
2.1 KiB
Bash
93 lines
2.1 KiB
Bash
#!/bin/bash
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# Copyright 2017 The 'Scalable Private Learning with PATE' Authors All Rights Reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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# ==============================================================================
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echo "Reproducing Table 2. Takes a couple of hours."
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executable="python smooth_sensitivity_table.py"
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data_dir="data"
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echo
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echo "######## MNIST ########"
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echo
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$executable \
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--counts_file=$data_dir"/mnist_250_teachers.npy" \
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--threshold=200 \
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--sigma1=150 \
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--sigma2=40 \
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--queries=640 \
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--delta=1e-5
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echo
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echo "######## SVHN ########"
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echo
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$executable \
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--counts_file=$data_dir"/svhn_250_teachers.npy" \
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--threshold=300 \
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--sigma1=200 \
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--sigma2=40 \
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--queries=8500 \
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--delta=1e-6
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echo
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echo "######## Adult ########"
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echo
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$executable \
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--counts_file=$data_dir"/adult_250_teachers.npy" \
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--threshold=300 \
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--sigma1=200 \
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--sigma2=40 \
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--queries=1500 \
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--delta=1e-5
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echo
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echo "######## Glyph (Confident) ########"
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echo
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$executable \
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--counts_file=$data_dir"/glyph_5000_teachers.npy" \
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--threshold=1000 \
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--sigma1=500 \
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--sigma2=100 \
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--queries=12000 \
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--delta=1e-8
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echo
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echo "######## Glyph (Interactive, Round 1) ########"
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echo
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$executable \
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--counts_file=$data_dir"/glyph_round1.npy" \
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--threshold=3500 \
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--sigma1=1500 \
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--sigma2=100 \
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--delta=1e-8
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echo
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echo "######## Glyph (Interactive, Round 2) ########"
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echo
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$executable \
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--counts_file=$data_dir"/glyph_round2.npy" \
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--baseline_file=$data_dir"/glyph_round2_student.npy" \
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--threshold=3500 \
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--sigma1=2000 \
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--sigma2=200 \
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--teachers=5000 \
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--delta=1e-8
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