| # |
| # Licensed to the Apache Software Foundation (ASF) under one |
| # or more contributor license agreements. See the NOTICE file |
| # distributed with this work for additional information |
| # regarding copyright ownership. The ASF licenses this file |
| # to you under the Apache License, Version 2.0 (the |
| # "License"); you may not use this file except in compliance |
| # with the License. You may obtain a copy of the License at |
| # |
| # http://www.apache.org/licenses/LICENSE-2.0 |
| # |
| # Unless required by applicable law or agreed to in writing, software |
| # distributed under the License is distributed on an "AS IS" BASIS, |
| # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| # See the License for the specific language governing permissions and |
| # limitations under the License. |
| # |
| |
| export PYTHONPATH=$PYTHONPATH:./internal/ml/model_selection |
| |
| # frappe |
| python3 ./internal/ml/model_selection/exps/micro/benchmark_filtering_latency.py \ |
| --embedding_cache_filtering=True \ |
| --tfmem=express_flow \ |
| --models_explore=5000 \ |
| --search_space=mlp_sp \ |
| --num_layers=4 \ |
| --hidden_choice_len=20 \ |
| --base_dir=/hdd1/xingnaili/exp_data/ \ |
| --num_labels=2 \ |
| --device=cuda:0 \ |
| --batch_size=32 \ |
| --dataset=frappe \ |
| --nfeat=5500 \ |
| --nfield=10 \ |
| --nemb=10 \ |
| --workers=0 \ |
| --result_dir=./internal/ml/model_selection/exp_result/ |
| |
| #criteo |
| python3 ./internal/ml/model_selection/exps/micro/benchmark_filtering_latency.py \ |
| --embedding_cache_filtering=True \ |
| --tfmem=express_flow \ |
| --models_explore=5000 \ |
| --search_space=mlp_sp \ |
| --num_layers=4 \ |
| --hidden_choice_len=10 \ |
| --base_dir=/hdd1/xingnaili/exp_data/ \ |
| --num_labels=2 \ |
| --device=cuda:0 \ |
| --batch_size=32 \ |
| --dataset=criteo \ |
| --nfeat=2100000 \ |
| --nfield=39 \ |
| --nemb=10 \ |
| --workers=0 \ |
| --result_dir=./internal/ml/model_selection/exp_result/ |
| |
| # uci |
| python3 ./internal/ml/model_selection/exps/micro/benchmark_filtering_latency.py \ |
| --embedding_cache_filtering=True \ |
| --tfmem=express_flow \ |
| --models_explore=5000 \ |
| --search_space=mlp_sp \ |
| --num_layers=4 \ |
| --hidden_choice_len=20 \ |
| --base_dir=/hdd1/xingnaili/exp_data/ \ |
| --num_labels=2 \ |
| --device=cuda:0 \ |
| --batch_size=32 \ |
| --dataset=uci_diabetes \ |
| --nfeat=369 \ |
| --nfield=43 \ |
| --nemb=10 \ |
| --workers=0 \ |
| --result_dir=./internal/ml/model_selection/exp_result/ |
| |
| ########################## CPU ############################## |
| # this is run on cpu, only change the device==cpu for all above |
| |
| # frappe |
| python3 ./internal/ml/model_selection/exps/micro/benchmark_filtering_latency.py \ |
| --embedding_cache_filtering=True \ |
| --tfmem=express_flow \ |
| --models_explore=5000 \ |
| --search_space=mlp_sp \ |
| --num_layers=4 \ |
| --hidden_choice_len=20 \ |
| --base_dir=/hdd1/xingnaili/exp_data/ \ |
| --num_labels=2 \ |
| --device=cpu \ |
| --batch_size=32 \ |
| --dataset=frappe \ |
| --nfeat=5500 \ |
| --nfield=10 \ |
| --nemb=10 \ |
| --workers=0 \ |
| --result_dir=./internal/ml/model_selection/exp_result/ |
| |
| #criteo |
| python3 ./internal/ml/model_selection/exps/micro/benchmark_filtering_latency.py \ |
| --embedding_cache_filtering=True \ |
| --tfmem=express_flow \ |
| --models_explore=5000 \ |
| --search_space=mlp_sp \ |
| --num_layers=4 \ |
| --hidden_choice_len=10 \ |
| --base_dir=/hdd1/xingnaili/exp_data/ \ |
| --num_labels=2 \ |
| --device=cpu \ |
| --batch_size=32 \ |
| --dataset=criteo \ |
| --nfeat=2100000 \ |
| --nfield=39 \ |
| --nemb=10 \ |
| --workers=0 \ |
| --result_dir=./internal/ml/model_selection/exp_result/ |
| |
| # uci |
| python3 ./internal/ml/model_selection/exps/micro/benchmark_filtering_latency.py \ |
| --embedding_cache_filtering=True \ |
| --tfmem=express_flow \ |
| --models_explore=5000 \ |
| --search_space=mlp_sp \ |
| --num_layers=4 \ |
| --hidden_choice_len=20 \ |
| --base_dir=/hdd1/xingnaili/exp_data/ \ |
| --num_labels=2 \ |
| --device=cpu \ |
| --batch_size=32 \ |
| --dataset=uci_diabetes \ |
| --nfeat=369 \ |
| --nfield=43 \ |
| --nemb=10 \ |
| --workers=0 \ |
| --result_dir=./internal/ml/model_selection/exp_result/ |
| |
| |