From 857a6e3e17ccf67a2094038c3b7b1bddc781d55f Mon Sep 17 00:00:00 2001 From: Laurits7 <laurits.tani@gmail.com> Date: Tue, 18 May 2021 21:50:03 +0300 Subject: [PATCH 01/11] initial tests --- HBC_tools/kaggle_score.py | 4 +- .../tests/resources/sample_submission.csv | 550001 +++++++++++++++ HBC_tools/tests/test_data.py | 1 + HBC_tools/tests/test_data_existance.py | 22 + HBC_tools/tests/test_kaggle_score.py | 43 + HBC_tools/tests/test_score.py | 37 + 6 files changed, 550106 insertions(+), 2 deletions(-) create mode 100644 HBC_tools/tests/resources/sample_submission.csv create mode 100644 HBC_tools/tests/test_data.py create mode 100644 HBC_tools/tests/test_data_existance.py create mode 100644 HBC_tools/tests/test_kaggle_score.py create mode 100644 HBC_tools/tests/test_score.py diff --git a/HBC_tools/kaggle_score.py b/HBC_tools/kaggle_score.py index 3b1cca8..a4dbc60 100644 --- a/HBC_tools/kaggle_score.py +++ b/HBC_tools/kaggle_score.py @@ -89,8 +89,8 @@ def create_submission_file( for k, v in res: if rorder[k] <= ntop: lb = 's' - nhit += 1 + n_hit += 1 else: lb = 'b' file_out.write('%s,%d,%s\n' % (k, len(rorder)+1-rorder[k], lb)) - ntot += 1 + n_tot += 1 diff --git a/HBC_tools/tests/resources/sample_submission.csv b/HBC_tools/tests/resources/sample_submission.csv new file mode 100644 index 0000000..e5ee98c --- /dev/null +++ b/HBC_tools/tests/resources/sample_submission.csv @@ -0,0 +1,550001 @@ +EventId,RankOrder,Class +350000,11096,b +350001,217579,b +350002,366264,b +350003,474967,s +350004,105984,b +350005,176253,b +350006,210038,b +350007,34957,b +350008,97224,b +350009,490046,s +350010,172562,b +350011,197683,b +350012,381777,b +350013,239830,b +350014,40847,b +350015,32838,b +350016,188384,b +350017,39598,b +350018,107405,b +350019,409347,b +350020,166052,b +350021,100720,b +350022,228581,b +350023,99736,b +350024,198009,b +350025,397794,b +350026,408271,b +350027,273887,b +350028,286685,b +350029,204399,b +350030,45187,b +350031,31089,b +350032,413134,b 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+899960,367321,b +899961,539165,s +899962,137573,b +899963,333257,b +899964,185038,b +899965,412114,b +899966,418912,b +899967,293900,b +899968,274039,b +899969,118996,b +899970,58645,b +899971,345983,b +899972,473690,s +899973,370186,b +899974,233005,b +899975,350535,b +899976,310510,b +899977,114539,b +899978,75058,b +899979,69046,b +899980,74502,b +899981,104526,b +899982,212082,b +899983,380286,b +899984,82020,b +899985,65227,b +899986,430406,b +899987,389552,b +899988,395756,b +899989,108437,b +899990,235471,b +899991,156790,b +899992,447969,b +899993,50971,b +899994,58419,b +899995,145441,b +899996,378932,b +899997,67351,b +899998,405366,b +899999,266189,b diff --git a/HBC_tools/tests/test_data.py b/HBC_tools/tests/test_data.py new file mode 100644 index 0000000..9c0df61 --- /dev/null +++ b/HBC_tools/tests/test_data.py @@ -0,0 +1 @@ +from HBC_tools import data diff --git a/HBC_tools/tests/test_data_existance.py b/HBC_tools/tests/test_data_existance.py new file mode 100644 index 0000000..43fe6d2 --- /dev/null +++ b/HBC_tools/tests/test_data_existance.py @@ -0,0 +1,22 @@ +import os + + +PACKAGE_DIR = os.path.dirname(os.path.dirname(os.path.abspath(__file__))) +DATA_DIR = os.path.join(PACKAGE_DIR, 'data') +FILELIST = [ + 'training.csv', + 'test.csv', + 'public.csv', + 'private.csv', + 'atlas-higgs-challenge-2014-v2.csv' +] + + +def test_file_existance(): + not_existing = [] + for filename in FILELIST: + file_path = os.path.join(DATA_DIR, filename) + if not os.path.exists(file_path): + not_existing.append(file_path) + print(not_existing) + assert len(not_existing) == 0 \ No newline at end of file diff --git a/HBC_tools/tests/test_kaggle_score.py b/HBC_tools/tests/test_kaggle_score.py new file mode 100644 index 0000000..3c88390 --- /dev/null +++ b/HBC_tools/tests/test_kaggle_score.py @@ -0,0 +1,43 @@ +import os +import shutil +import pandas +from HBC_tools import kaggle_score as ks + +test_dir = os.path.dirname(os.path.abspath(__file__)) +tmp_dir = os.path.join(test_dir, 'tmp') +resources_dir = os.path.join(test_dir, 'resources') +if not os.path.exists(tmp_dir): + os.makedirs(tmp_dir) + + +def test_create_submission_file(): + submission_path = os.path.join(tmp_dir, 'submission.csv') + ks.create_submission_file( + [1, 2, 3, 4], + [1, 1, 0, 1], + submission_path, + threshold_ratio=0.5 + ) + assert os.path.exists(submission_path) + + +def test_calculate_ams_scores(): + main_dir = os.path.dirname(test_dir) + data_dir = os.path.join(main_dir, 'data') + private = pandas.read_csv(os.path.join(data_dir, 'private.csv')) + public = pandas.read_csv(os.path.join(data_dir, 'public.csv')) + path_to_submission = os.path.join(resources_dir, 'sample_submission.csv') + assert ks.calculate_ams_scores(private, public, path_to_submission) + + +def test_setwise_score_calculator(): + main_dir = os.path.dirname(test_dir) + data_dir = os.path.join(main_dir, 'data') + private = pandas.read_csv(os.path.join(data_dir, 'private.csv')) + private['Class'] = 's' + assert ks.setwise_score_calculator(private) + + +def test_remove_tmp_files(): + if os.path.exists(tmp_dir): + shutil.rmtree(tmp_dir) diff --git a/HBC_tools/tests/test_score.py b/HBC_tools/tests/test_score.py new file mode 100644 index 0000000..c859315 --- /dev/null +++ b/HBC_tools/tests/test_score.py @@ -0,0 +1,37 @@ +from HBC_tools import score as s + + +def test_calculate_d_score(): + assert s.calculate_d_score(5, 4, 5) == -1 + assert s.calculate_d_score(5, 5, 100) == 5 + + +def test_d_AMS(): + pred_train = [0.4, 0.49, 0.8, 0.7, 0.9] + train_labels = [1, 1, 1, 1, 0] + train_weights = [0.2, 0.1, 0.1, 0.1, 0.1] + pred_test = [0.7, 0.6, 0.8, 0.5, 0.4] + test_labels = [0, 1, 1, 1, 1] + test_weights = [0.1, 0.2, 0.1, 0.1, 0.1] + ams_train = 0.0627256773622458 + ams_test = 0.12504599010581272 + d_ams = s.d_AMS( + pred_train, + pred_test, + test_labels, + train_labels, + test_weights, + train_weights, + threshold=0.5, + kappa=0.3 + ) + assert d_ams == 0.10634989628274263 + + +def test_calculate_s_and_b(): + prediction = [1, 0, 1, 1, 0] + labels = [1, 0, 1, 1, 1] + weights = [0.1, 0.2, 0.3, 0.4, 0.5] + signal, background = s.calculate_s_and_b(prediction, labels, weights) + assert signal == 0.8 and background == 0 + -- GitLab From 7b0e2041d68310ca803c03bb345097aeb937e694 Mon Sep 17 00:00:00 2001 From: Laurits7 <laurits.tani@gmail.com> Date: Tue, 18 May 2021 21:51:04 +0300 Subject: [PATCH 02/11] gitlab setup --- .gitlab-ci.yml | 39 +++++++++++++++++++++++++++++++++++++++ README.md | 8 +++++++- 2 files changed, 46 insertions(+), 1 deletion(-) create mode 100644 .gitlab-ci.yml diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml new file mode 100644 index 0000000..3950091 --- /dev/null +++ b/.gitlab-ci.yml @@ -0,0 +1,39 @@ +stages: + - pytest + - pylint + + +.build_job: + before_script: + - pip3 install -r requirements.txt --user + - bash setup/download_data.sh + - python setup/create_datasets.py + - pip3 install -e . --user + + +run_pytest: + extends: .build_job + stage: pytest + artifacts: + when: always + expire_in: 1 days + paths: + - pytest.log + script: + - pip3 install pytest --user + - pytest HBC_tools/tests &> pytest.log + + +run_pylint: + extends: .build_job + stage: pylint + artifacts: + when: always + expire_in: 1 days + paths: + paths: + - pylint.html + script: + - pip3 install pylint --user + - pip3 install pylint-json2html --user + - python3 -m pylint mltraining -f json --exit-zero | pylint-json2html -o pylint.html \ No newline at end of file diff --git a/README.md b/README.md index 8b1c7b9..b334f6c 100644 --- a/README.md +++ b/README.md @@ -20,4 +20,10 @@ See HBC_tools/README.md * Add threshold=0.15 reasoning. ## Info -From training dataset create also validation, since validation set is not created separately. No training tools are included in this repository, so all related to this should be created by the user. \ No newline at end of file +From training dataset create also validation, since validation set is not created separately. No training tools are included in this repository, so all related to this should be created by the user. + + +When using this dataset, be sure to cite as: +``` +ATLAS collaboration (2014). Dataset from the ATLAS Higgs Boson Machine Learning Challenge 2014. CERN Open Data Portal. +``` \ No newline at end of file -- GitLab From b18624c87850c8923cda453f84394419aa37cef3 Mon Sep 17 00:00:00 2001 From: Laurits7 <laurits.tani@gmail.com> Date: Tue, 18 May 2021 21:56:03 +0300 Subject: [PATCH 03/11] gitlab setup --- .gitlab-ci.yml | 1 + 1 file changed, 1 insertion(+) diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml index 3950091..3172f9c 100644 --- a/.gitlab-ci.yml +++ b/.gitlab-ci.yml @@ -5,6 +5,7 @@ stages: .build_job: before_script: + - sudo apt install python3-pip - pip3 install -r requirements.txt --user - bash setup/download_data.sh - python setup/create_datasets.py -- GitLab From dffa393424962ede67b477d7148a9d3cd6bf9b15 Mon Sep 17 00:00:00 2001 From: Laurits7 <laurits.tani@gmail.com> Date: Tue, 18 May 2021 21:57:20 +0300 Subject: [PATCH 04/11] gitlab setup --- .gitlab-ci.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml index 3172f9c..757011c 100644 --- a/.gitlab-ci.yml +++ b/.gitlab-ci.yml @@ -5,7 +5,7 @@ stages: .build_job: before_script: - - sudo apt install python3-pip + - apt install python3-pip - pip3 install -r requirements.txt --user - bash setup/download_data.sh - python setup/create_datasets.py -- GitLab From ba77dbbaa0f278e2f381ddbbf592e3d8c4088006 Mon Sep 17 00:00:00 2001 From: Laurits7 <laurits.tani@gmail.com> Date: Tue, 18 May 2021 22:29:27 +0300 Subject: [PATCH 05/11] ubuntu docker image --- .gitlab-ci.yml | 2 ++ 1 file changed, 2 insertions(+) diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml index 757011c..647f3c6 100644 --- a/.gitlab-ci.yml +++ b/.gitlab-ci.yml @@ -1,3 +1,5 @@ +image: ubuntu:latest + stages: - pytest - pylint -- GitLab From 6e29b2439fbc7f1808667d601b2c29b9a21c62f0 Mon Sep 17 00:00:00 2001 From: Laurits7 <laurits.tani@gmail.com> Date: Tue, 18 May 2021 22:32:17 +0300 Subject: [PATCH 06/11] python docker image --- .gitlab-ci.yml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml index 647f3c6..7bd2e31 100644 --- a/.gitlab-ci.yml +++ b/.gitlab-ci.yml @@ -1,4 +1,4 @@ -image: ubuntu:latest +image: python:3 stages: - pytest @@ -7,7 +7,7 @@ stages: .build_job: before_script: - - apt install python3-pip + - python3 -m pip install --upgrade pip - pip3 install -r requirements.txt --user - bash setup/download_data.sh - python setup/create_datasets.py -- GitLab From 770e56f9d65b1b772d8ca7ffb2e91ea7e56cfc98 Mon Sep 17 00:00:00 2001 From: Laurits7 <laurits.tani@gmail.com> Date: Tue, 18 May 2021 22:35:48 +0300 Subject: [PATCH 07/11] python docker image --- requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index 331c29c..18062ee 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,4 +1,4 @@ docopt numpy pandas -kaggle \ No newline at end of file +pytest \ No newline at end of file -- GitLab From 174231c1dc1f8b9fec00ea38f448391b6cc64ae0 Mon Sep 17 00:00:00 2001 From: Laurits7 <laurits.tani@gmail.com> Date: Tue, 18 May 2021 22:38:59 +0300 Subject: [PATCH 08/11] python docker image --- .gitlab-ci.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml index 7bd2e31..4fb935b 100644 --- a/.gitlab-ci.yml +++ b/.gitlab-ci.yml @@ -8,7 +8,7 @@ stages: .build_job: before_script: - python3 -m pip install --upgrade pip - - pip3 install -r requirements.txt --user + - pip3 install -r requirements.txt - bash setup/download_data.sh - python setup/create_datasets.py - pip3 install -e . --user -- GitLab From f89d1355896355a8f1130b44700349a2d7ca9bbc Mon Sep 17 00:00:00 2001 From: Laurits7 <laurits.tani@gmail.com> Date: Tue, 18 May 2021 22:42:29 +0300 Subject: [PATCH 09/11] fix typo --- HBC_tools/score.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/HBC_tools/score.py b/HBC_tools/score.py index cde9b57..bb15bce 100644 --- a/HBC_tools/score.py +++ b/HBC_tools/score.py @@ -86,8 +86,8 @@ def d_AMS( test_signal, test_background = calculate_s_and_b( classified_test, test_labels, test_weights ) - train_ams = ams(train_signal, train_background) - test_ams = ams(test_signal, test_background) + train_ams = AMS(train_signal, train_background) + test_ams = AMS(test_signal, test_background) return calculate_d_score(train_score, test_score, kappa=kappa) -- GitLab From 914f2a2f0221c60ccb334688c1751319f1cbe8d1 Mon Sep 17 00:00:00 2001 From: Laurits7 <laurits.tani@gmail.com> Date: Tue, 18 May 2021 22:44:46 +0300 Subject: [PATCH 10/11] fix typo --- HBC_tools/score.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/HBC_tools/score.py b/HBC_tools/score.py index bb15bce..73337a6 100644 --- a/HBC_tools/score.py +++ b/HBC_tools/score.py @@ -88,7 +88,7 @@ def d_AMS( ) train_ams = AMS(train_signal, train_background) test_ams = AMS(test_signal, test_background) - return calculate_d_score(train_score, test_score, kappa=kappa) + return calculate_d_score(train_ams, test_ams, kappa=kappa) def calculate_s_and_b(prediction, labels, weights): -- GitLab From fd5b68a396d220d0e4ed1327523a0359449c1f7d Mon Sep 17 00:00:00 2001 From: Laurits7 <laurits.tani@gmail.com> Date: Tue, 18 May 2021 22:49:25 +0300 Subject: [PATCH 11/11] fix typo --- .gitlab-ci.yml | 7 +++---- 1 file changed, 3 insertions(+), 4 deletions(-) diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml index 4fb935b..8522812 100644 --- a/.gitlab-ci.yml +++ b/.gitlab-ci.yml @@ -35,8 +35,7 @@ run_pylint: expire_in: 1 days paths: paths: - - pylint.html + - pylint.log script: - - pip3 install pylint --user - - pip3 install pylint-json2html --user - - python3 -m pylint mltraining -f json --exit-zero | pylint-json2html -o pylint.html \ No newline at end of file + - pip3 install pylint + - python3 -m pylint mltraining -f json --exit-zero &> pylint.log \ No newline at end of file -- GitLab