From 511361693b93dfd3e0df4f3ad4284d17234f7bae Mon Sep 17 00:00:00 2001 From: xuehui Date: Tue, 11 Sep 2018 15:02:47 +0800 Subject: [PATCH 1/3] add basic vision of auto-gbdt --- examples/trials/auto-gbdt/README.md | 0 examples/trials/auto-gbdt/config.yml | 20 + .../trials/auto-gbdt/data/regression.test | 500 ++ .../trials/auto-gbdt/data/regression.train | 7000 +++++++++++++++++ examples/trials/auto-gbdt/main.py | 110 + examples/trials/auto-gbdt/requirments.txt | 1 + examples/trials/auto-gbdt/search_space.json | 6 + 7 files changed, 7637 insertions(+) create mode 100644 examples/trials/auto-gbdt/README.md create mode 100644 examples/trials/auto-gbdt/config.yml create mode 100644 examples/trials/auto-gbdt/data/regression.test create mode 100644 examples/trials/auto-gbdt/data/regression.train create mode 100644 examples/trials/auto-gbdt/main.py create mode 100644 examples/trials/auto-gbdt/requirments.txt create mode 100644 examples/trials/auto-gbdt/search_space.json diff --git a/examples/trials/auto-gbdt/README.md b/examples/trials/auto-gbdt/README.md new file mode 100644 index 0000000000..e69de29bb2 diff --git a/examples/trials/auto-gbdt/config.yml b/examples/trials/auto-gbdt/config.yml new file mode 100644 index 0000000000..375ab0a456 --- /dev/null +++ b/examples/trials/auto-gbdt/config.yml @@ -0,0 +1,20 @@ +authorName: default +experimentName: example_auto-gbdt +trialConcurrency: 1 +maxExecDuration: 10h +maxTrialNum: 1 +#choice: local, remote +trainingServicePlatform: local +searchSpacePath: ~/nni/examples/trials/auto-gbdt/search_space.json +#choice: true, false +useAnnotation: false +tuner: + #choice: TPE, Random, Anneal, Evolution + builtinTunerName: TPE + classArgs: + #choice: maximize, minimize + optimize_mode: minimize +trial: + command: python3 main.py + codeDir: ~/nni/examples/trials/auto-gbdt/ + gpuNum: 0 \ No newline at end of file diff --git a/examples/trials/auto-gbdt/data/regression.test b/examples/trials/auto-gbdt/data/regression.test new 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+0 1.719 0.561 1.517 0.784 -1.006 0.942 0.932 0.153 0.000 0.345 0.832 1.035 0.000 0.795 0.857 -1.473 2.548 0.811 0.179 -0.663 3.102 0.866 0.917 1.229 0.758 0.469 0.615 0.697 +1 1.040 -0.803 1.637 0.264 -0.814 1.819 0.055 0.353 0.000 1.541 -0.934 -0.811 2.215 1.701 -0.112 -1.387 0.000 1.762 -0.267 1.163 3.102 1.301 1.135 0.979 0.914 1.534 1.142 1.018 \ No newline at end of file diff --git a/examples/trials/auto-gbdt/main.py b/examples/trials/auto-gbdt/main.py new file mode 100644 index 0000000000..85489a312b --- /dev/null +++ b/examples/trials/auto-gbdt/main.py @@ -0,0 +1,110 @@ +# Copyright (c) Microsoft Corporation +# All rights reserved. +# +# MIT License +# +# Permission is hereby granted, free of charge, +# to any person obtaining a copy of this software and associated +# documentation files (the "Software"), +# to deal in the Software without restriction, including without limitation +# the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and +# to permit persons to whom the Software is furnished to do so, subject to the following conditions: +# The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED *AS IS*, WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING +# BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND +# NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, +# DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. +''' +This project is for automaticlly tuning parameters for GBDT. +''' +import logging + +import lightgbm as lgb +import pandas as pd +from sklearn.metrics import mean_squared_error + +import nni + +LOG = logging.getLogger('auto-gbdt') + +# specify your configurations as a dict +def get_default_parameters(): + params = { + 'boosting_type': 'gbdt', + 'objective': 'regression', + 'metric': {'l2', 'auc'}, + 'num_leaves': 31, + 'learning_rate': 0.05, + 'feature_fraction': 0.9, + 'bagging_fraction': 0.8, + 'bagging_freq': 5, + 'verbose': 0 + } + return params + + +def load_data(train_path='./data/regression.train', test_path='./data/regression.test'): + ''' + Load or create dataset + ''' + print('Load data...') + df_train = pd.read_csv(train_path, header=None, sep='\t') + df_test = pd.read_csv(test_path, header=None, sep='\t') + num = len(df_train) + split_num = int(0.9 * num) + + y_train = df_train[0].values + y_test = df_test[0].values + y_eval = y_train[split_num:] + y_train = y_train[:split_num] + + X_train = df_train.drop(0, axis=1).values + X_test = df_test.drop(0, axis=1).values + X_eval = X_train[split_num:, :] + X_train = X_train[:split_num, :] + + # create dataset for lightgbm + lgb_train = lgb.Dataset(X_train, y_train) + lgb_eval = lgb.Dataset(X_eval, y_eval, reference=lgb_train) + + return lgb_train, lgb_eval, X_test, y_test + +def run(lgb_train, lgb_eval, params, X_test, y_test): + print('Start training...') + + # train + gbm = lgb.train(params, + lgb_train, + num_boost_round=20, + valid_sets=lgb_eval, + early_stopping_rounds=5) + + print('Start predicting...') + + # predict + y_pred = gbm.predict(X_test, num_iteration=gbm.best_iteration) + + # eval + rmse = mean_squared_error(y_test, y_pred) ** 0.5 + print('The rmse of prediction is:', rmse) + + nni.report_final_result(rmse) + +if __name__ == '__main__': + lgb_train, lgb_eval, X_test, y_test = load_data() + + try: + # get parameters from tuner + RECEIVED_PARAMS = nni.get_parameters() + LOG.debug(RECEIVED_PARAMS) + PARAMS = get_default_parameters() + PARAMS.update(RECEIVED_PARAMS) + LOG.debug(PARAMS) + + # train + run(lgb_train, lgb_eval, PARAMS, X_test, y_test) + except Exception as exception: + LOG.exception(exception) + raise \ No newline at end of file diff --git a/examples/trials/auto-gbdt/requirments.txt b/examples/trials/auto-gbdt/requirments.txt new file mode 100644 index 0000000000..87509da343 --- /dev/null +++ b/examples/trials/auto-gbdt/requirments.txt @@ -0,0 +1 @@ +pip install lightgbm diff --git a/examples/trials/auto-gbdt/search_space.json b/examples/trials/auto-gbdt/search_space.json new file mode 100644 index 0000000000..bdb8eedcd0 --- /dev/null +++ b/examples/trials/auto-gbdt/search_space.json @@ -0,0 +1,6 @@ +{ + "num_leaves":{"_type":"choice","_value":[31, 28, 24, 20]}, + "learning_rate":{"_type":"choice","_value":[0.01, 0.05, 0.1, 0.2]}, + "bagging_fraction":{"_type":"uniform","_value":[0.7, 1.0]}, + "bagging_freq":{"_type":"choice","_value":[1, 2, 4, 8, 10]} +} \ No newline at end of file From b556d5167c33fe79bb0d5ac723d845f2da47b119 Mon Sep 17 00:00:00 2001 From: xuehui Date: Tue, 11 Sep 2018 15:03:20 +0800 Subject: [PATCH 2/3] remove empty file --- examples/trials/auto-gbdt/README.md | 0 1 file changed, 0 insertions(+), 0 deletions(-) delete mode 100644 examples/trials/auto-gbdt/README.md diff --git a/examples/trials/auto-gbdt/README.md b/examples/trials/auto-gbdt/README.md deleted file mode 100644 index e69de29bb2..0000000000 From 52d558e12be0aa07cd0880eb5b4cdea611dd4a8b Mon Sep 17 00:00:00 2001 From: xuehui Date: Thu, 13 Sep 2018 16:43:23 +0800 Subject: [PATCH 3/3] update the maxTrialNum --- examples/trials/auto-gbdt/config.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/trials/auto-gbdt/config.yml b/examples/trials/auto-gbdt/config.yml index 375ab0a456..205b6f3a76 100644 --- a/examples/trials/auto-gbdt/config.yml +++ b/examples/trials/auto-gbdt/config.yml @@ -2,7 +2,7 @@ authorName: default experimentName: example_auto-gbdt trialConcurrency: 1 maxExecDuration: 10h -maxTrialNum: 1 +maxTrialNum: 10 #choice: local, remote trainingServicePlatform: local searchSpacePath: ~/nni/examples/trials/auto-gbdt/search_space.json