Pythonによるパッケージ開発〜異常検知パッケージをつくってみた

Pythonによるパッケージ開発の手法と特異スペクトル変換法を実装した異常検知パッケージの紹介

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1. 1ZUIPOʹΑΔύοέʔδ։ൃ ʙҟৗݕ஌ύοέʔδΛͭͬͯ͘Έͨʙ  1Z'VLVPLB 
2. ࣗݾ঺հ Խֶͷम࢜߸औಘ ΤϯδχΞྺ ɿ΋͏ͪΐ͍ͰҰ೥ ফ๷࢜ʹͳΔʢফ๷ୂɾٹٸୂɾՐࡂௐࠪ൝ʣ *5ΤϯδχΞʹస৬ʢ೥݄ʙʣ ʻܦྺʼ ܦྺ ௽ాʢͭΔͨʣ 5XJUUFS
   !UTVSVCFF
3. ύοέʔδͱ͸ʁ
4. 1ZUIPOʹ͓͚Δύοέʔδ ύοέʔδͱ͸ɺෳ਺ͷϞδϡʔϧʢQZϑΝΠϧʣ ΛσΟϨΫτϦʹ·ͱΊͨ΋ͷɻ σΟϨΫτϦͷதʹʮ@@JOJU@@QZʯΛஔ͘ͱɺ JNQPSU
   σΟϨΫτϦ໊ ͕Ͱ͖Δ QBDLBHF @@JOJU@@QZ NPEVMFQZ NPEVMFQZ
5. ύοέʔδͭ͘Δ ͱԿ͕͍͍ͷʁ
6. ύοέʔδͭ͘ΔͱԿ͕͍͍ͷʁ ύοέʔδԽ͢Δ͜ͱͰɺ഑෍͠΍͍͢ɻ ͢ͳΘͪɺଞͷϢʔβʔ΍ଞͷϓϩδΣΫτ ͔Βར༻͠΍͍͢ɻ Ұൠత
7. ύοέʔδͭ͘ΔͱԿ͕͍͍ͷʁ ύοέʔδԽ͢Δ͜ͱͰɺ഑෍͠΍͍͢ɻ ͢ͳΘͪɺଞͷϢʔβʔ΍ଞͷϓϩδΣΫτ ͔Βར༻͠΍͍͢ɻ Ұൠత ϑϩϯτͷίʔυΛॻ͔ͣʹϞϊͮ͘Γ͕ Ͱ͖Δ͔Βخ͍͠ʢָ͍͠ʣʂ ݸਓత
8. ύοέʔδͬͯ Ͳ͏΍ͬͯͭ͘Δͷʁ
9. σΟϨΫτߏ੒ྫ SPPU ᵓᴷᴷ
   NZQBDLBHF ᴹ ᵓᴷᴷ
   @@JOJU@@QZ ᴹ ᵋᴷᴷ
   NZNPEVMFQZ ᵓᴷᴷ
   3&"%.&NE ᵓᴷᴷ
   -*$&/4&UYU ᵓᴷᴷ
   TFUVQQZ ᵓᴷᴷ
   ."/*'&45JO ᵓᴷᴷ
   EPDT ᵋᴷᴷ
   UFTUT
10. σΟϨΫτߏ੒ྫ SPPU ᵓᴷᴷ
    NZQBDLBHF ᴹ ᵓᴷᴷ
    @@JOJU@@QZ ᴹ ᵋᴷᴷ
    NZNPEVMFQZ ᵓᴷᴷ
    3&"%.&NE ᵓᴷᴷ
    -*$&/4&UYU ᵓᴷᴷ
    TFUVQQZ ᵓᴷᴷ
    ."/*'&45JO ᵓᴷᴷ
    EPDT ᵋᴷᴷ
    UFTUT ύοέʔδ ৘ใͷઃఆ
11. ύοέʔδԽ 㲈 TFUVQQZΛॻ͘
12. TFUVQQZͷத਎ from setuptools import setup, find_packages setup( name='banpei', version='0.0.1', description='Anomaly detection library with Python', author='Tsuruta', packages=find_packages(exclude=('tests', 'docs')), include_package_data=True, test_suite='tests', install_requires=['numpy', 'pandas', 'scipy'] )
13. $ python setup.py --help-commands Standard commands: build build everything needed to install build_py "build" pure Python modules (copy to build directory) build_ext build C/C++ and Cython extensions (compile/link to build directory) build_clib build C/C++ libraries used by Python extensions build_scripts "build" scripts (copy and fixup #! line) clean clean up temporary files from 'build' command install install everything from build directory install_lib install all Python modules (extensions and pure Python) install_headers install C/C++ header files install_scripts install scripts (Python or otherwise) install_data install data files sdist create a source distribution (tarball, zip file, etc.) register register the distribution with the Python package index bdist create a built (binary) distribution ・・ʢҰ෦লུʣ TFUVQQZΛॻ͘ͱɾɾ ύοέʔδؔ࿈ͷૢ࡞ΛίϚϯυϥΠϯ͔Β࣮ߦͰ͖Δ
14. $ python setup.py --help-commands Standard commands: build build everything needed to install build_py "build" pure Python modules (copy to build directory) build_ext build C/C++ and Cython extensions (compile/link to build directory) build_clib build C/C++ libraries used by Python extensions build_scripts "build" scripts (copy and fixup #! line) clean clean up temporary files from 'build' command install install everything from build directory install_lib install all Python modules (extensions and pure Python) install_headers install C/C++ header files install_scripts install scripts (Python or otherwise) install_data install data files sdist create a source distribution (tarball, zip file, etc.) register register the distribution with the Python package index bdist create a built (binary) distribution ・・ʢҰ෦লུʣ TFUVQQZΛॻ͘ͱɾɾ ύοέʔδؔ࿈ͷૢ࡞ΛίϚϯυϥΠϯ͔Β࣮ߦͰ͖Δ
15. TFUVQQZΛॻ͘ͱɾɾ ίϚϯυͰ1Z1*ʹొ࿥Ͱ͖Δ $ python setup.py register
16. TFUVQQZΛॻ͘ͱɾɾ ίϚϯυͰϢχοτςετ΋Ͱ͖Δ $ python setup.py test running test running egg_info writing requirements to banpei.egg-info/requires.txt writing top-level names to banpei.egg-info/top_level.txt writing dependency_links to banpei.egg-info/dependency_links.txt writing banpei.egg-info/PKG-INFO reading manifest file 'banpei.egg-info/SOURCES.txt’ reading manifest template 'MANIFEST.in’ writing manifest file 'banpei.egg-info/SOURCES.txt’ running build_ext test_hotelling (tests.test_hotelling.TestHotelling) ... ok test_sst (tests.test_sst.TestSST) ... ok ---------------------------------------------------------------------- Ran 2 tests in 1.085s OK
17. ҟৗݕ஌ͷύοέʔδ Λͭͬͯ͘Έͨ
18. #BOQFJʢ൪ฌʣ ɿ1ZUIPO੡ҟৗݕ஌ύοέʔδ ࣌ࠁ ཤྺߦྻ" ςετߦྻ# ओ෦෼ۭؒ ",''', ( ",''', ( มԽ౓ #BOQFJͷಛ௃ ಛҟεϖΫτϧม׵๏ͷ࣮૷ ʮೖ໳ػցֶशʹΑΔҟৗݕ஌ ʕ3ʹΑΔ࣮ફΨΠυʯͷਤ Λࢀߟʹ࡞੒
19. ಛҟεϖΫτϧม׵๏ʹΑΔมԽ఺ݕ஌
20. ಛҟεϖΫτϧม׵๏ʹΑΔมԽ఺ݕ஌
21. ͭͬͯ͘ Α͔ͬͨ͜ͱ
22. QJQͰ͖Δͱײಈʂ QJQ
    GSFF[FͰOVNQZͱ͔ͱ ฒͿͱ௒ϥΠϒϥϦͬΆ͍
23. ͍͞͝ʹ (JU)VCʹެ։ͯ͠·͢ɻ IUUQTHJUIVCDPNUTVSVCFFCBOQFJ
24. ͝ਗ਼ௌ͋Γ͕ͱ͏ ͍͟͝·ͨ͠ʂ