From 319cb61bf56a1d8ed5cd7adb370dd2f77a93faa9 Mon Sep 17 00:00:00 2001
From: hirosassa <hiro.sassa@gmail.com>
Date: Sat, 18 Sep 2021 13:57:05 +0900
Subject: [PATCH 1/8] move tf dependency to dev dep

---
 README.md                                     |    6 +
 poetry.lock                                   | 1445 +++++++++--------
 pyproject.toml                                |    6 +-
 ...te_similarity_with_matrix_factorization.py |    7 +-
 redshells/model/__init__.py                   |    2 +-
 redshells/model/early_stopping.py             |    8 +-
 redshells/model/factorization_machine.py      |    6 +-
 .../feature_aggregation_similarity_model.py   |    6 +
 .../graph_convolutional_matrix_completion.py  |    6 +-
 redshells/model/matrix_factorization_model.py |    6 +-
 redshells/model/{tdidf.py => tfidf.py}        |    0
 redshells/model/utils.py                      |    6 +-
 ...n_graph_convolutional_matrix_completion.py |    9 +-
 redshells/train/train_matrix_factorization.py |   12 +-
 yapf.ini                                      |    3 -
 15 files changed, 855 insertions(+), 673 deletions(-)
 rename redshells/model/{tdidf.py => tfidf.py} (100%)
 delete mode 100644 yapf.ini

diff --git a/README.md b/README.md
index 7ef5f63..0816910 100644
--- a/README.md
+++ b/README.md
@@ -6,3 +6,9 @@
 ![](https://img.shields.io/pypi/l/redshells)
 
 Machine learning tasks which are used with data pipeline library "luigi" and its wrapper "gokart".
+
+## Dependencies
+
+You should install `tensorflow = ">=1.13.1,<2.0"` manually if you would like to use some models.
+`Tensorflow` is not included redshells' dependencies because there are models not used it.
+For more details, see `redshells/model` directory.
diff --git a/poetry.lock b/poetry.lock
index 7198a0c..a0d124f 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,8 +1,8 @@
 [[package]]
 name = "absl-py"
-version = "0.12.0"
+version = "0.13.0"
 description = "Abseil Python Common Libraries, see https://github.com/abseil/abseil-py."
-category = "main"
+category = "dev"
 optional = false
 python-versions = "*"
 
@@ -11,25 +11,20 @@ six = "*"
 
 [[package]]
 name = "alembic"
-version = "1.5.8"
+version = "1.7.3"
 description = "A database migration tool for SQLAlchemy."
 category = "main"
 optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
+python-versions = ">=3.6"
 
 [package.dependencies]
+importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
+importlib-resources = {version = "*", markers = "python_version < \"3.9\""}
 Mako = "*"
-python-dateutil = "*"
-python-editor = ">=0.3"
 SQLAlchemy = ">=1.3.0"
 
-[[package]]
-name = "appdirs"
-version = "1.4.4"
-description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
-category = "dev"
-optional = false
-python-versions = "*"
+[package.extras]
+tz = ["python-dateutil"]
 
 [[package]]
 name = "apscheduler"
@@ -61,44 +56,70 @@ zookeeper = ["kazoo"]
 name = "astor"
 version = "0.8.1"
 description = "Read/rewrite/write Python ASTs"
-category = "main"
+category = "dev"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
 
 [[package]]
 name = "attrs"
-version = "20.3.0"
+version = "21.2.0"
 description = "Classes Without Boilerplate"
 category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[package.extras]
+dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "furo", "sphinx", "sphinx-notfound-page", "pre-commit"]
+docs = ["furo", "sphinx", "zope.interface", "sphinx-notfound-page"]
+tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface"]
+tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins"]
+
+[[package]]
+name = "autopage"
+version = "0.4.0"
+description = "A library to provide automatic paging for console output"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
+name = "backports.entry-points-selectable"
+version = "1.1.0"
+description = "Compatibility shim providing selectable entry points for older implementations"
+category = "dev"
+optional = false
+python-versions = ">=2.7"
+
+[package.dependencies]
+importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
 
 [package.extras]
-dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "zope.interface", "furo", "sphinx", "pre-commit"]
-docs = ["furo", "sphinx", "zope.interface"]
-tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "zope.interface"]
-tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six"]
+docs = ["sphinx", "jaraco.packaging (>=8.2)", "rst.linker (>=1.9)"]
+testing = ["pytest (>=4.6)", "pytest-flake8", "pytest-cov", "pytest-black (>=0.3.7)", "pytest-mypy", "pytest-checkdocs (>=2.4)", "pytest-enabler (>=1.0.1)"]
 
 [[package]]
 name = "boto3"
-version = "1.17.45"
+version = "1.18.44"
 description = "The AWS SDK for Python"
 category = "main"
 optional = false
-python-versions = ">= 2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+python-versions = ">= 3.6"
 
 [package.dependencies]
-botocore = ">=1.20.45,<1.21.0"
+botocore = ">=1.21.44,<1.22.0"
 jmespath = ">=0.7.1,<1.0.0"
-s3transfer = ">=0.3.0,<0.4.0"
+s3transfer = ">=0.5.0,<0.6.0"
+
+[package.extras]
+crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.20.45"
+version = "1.21.44"
 description = "Low-level, data-driven core of boto 3."
 category = "main"
 optional = false
-python-versions = ">= 2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+python-versions = ">= 3.6"
 
 [package.dependencies]
 jmespath = ">=0.7.1,<1.0.0"
@@ -106,11 +127,11 @@ python-dateutil = ">=2.1,<3.0.0"
 urllib3 = ">=1.25.4,<1.27"
 
 [package.extras]
-crt = ["awscrt (==0.10.8)"]
+crt = ["awscrt (==0.11.24)"]
 
 [[package]]
 name = "cachetools"
-version = "4.2.1"
+version = "4.2.2"
 description = "Extensible memoizing collections and decorators"
 category = "main"
 optional = false
@@ -118,7 +139,7 @@ python-versions = "~=3.5"
 
 [[package]]
 name = "certifi"
-version = "2020.12.5"
+version = "2021.5.30"
 description = "Python package for providing Mozilla's CA Bundle."
 category = "main"
 optional = false
@@ -126,7 +147,7 @@ python-versions = "*"
 
 [[package]]
 name = "cffi"
-version = "1.14.5"
+version = "1.14.6"
 description = "Foreign Function Interface for Python calling C code."
 category = "dev"
 optional = false
@@ -136,22 +157,26 @@ python-versions = "*"
 pycparser = "*"
 
 [[package]]
-name = "chardet"
-version = "4.0.0"
-description = "Universal encoding detector for Python 2 and 3"
+name = "charset-normalizer"
+version = "2.0.6"
+description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = ">=3.5.0"
+
+[package.extras]
+unicode_backport = ["unicodedata2"]
 
 [[package]]
 name = "cliff"
-version = "3.7.0"
+version = "3.9.0"
 description = "Command Line Interface Formulation Framework"
 category = "main"
 optional = false
 python-versions = ">=3.6"
 
 [package.dependencies]
+autopage = ">=0.4.0"
 cmd2 = ">=1.0.0"
 pbr = ">=2.0.0,<2.1.0 || >2.1.0"
 PrettyTable = ">=0.7.2"
@@ -159,6 +184,14 @@ pyparsing = ">=2.1.0"
 PyYAML = ">=3.12"
 stevedore = ">=2.0.1"
 
+[[package]]
+name = "cloudpickle"
+version = "2.0.0"
+description = "Extended pickling support for Python objects"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
 [[package]]
 name = "cmaes"
 version = "0.8.2"
@@ -172,11 +205,11 @@ numpy = "*"
 
 [[package]]
 name = "cmd2"
-version = "1.5.0"
+version = "2.2.0"
 description = "cmd2 - quickly build feature-rich and user-friendly interactive command line applications in Python"
 category = "main"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.6"
 
 [package.dependencies]
 attrs = ">=16.3.0"
@@ -185,11 +218,13 @@ importlib-metadata = {version = ">=1.6.0", markers = "python_version < \"3.8\""}
 pyperclip = ">=1.6"
 pyreadline = {version = "*", markers = "sys_platform == \"win32\" and python_version < \"3.8\""}
 pyreadline3 = {version = "*", markers = "sys_platform == \"win32\" and python_version >= \"3.8\""}
+typing-extensions = {version = "*", markers = "python_version < \"3.8\""}
 wcwidth = ">=0.1.7"
 
 [package.extras]
-dev = ["pytest (>=4.6)", "codecov", "pytest-cov", "pytest-mock", "flake8", "sphinx", "sphinx-rtd-theme", "sphinx-autobuild", "doc8", "invoke", "twine (>=1.11)", "mock", "nox (==2019.11.9)", "nox"]
-test = ["codecov", "coverage", "pytest (>=4.6)", "pytest-cov", "pytest-mock", "mock", "gnureadline"]
+dev = ["codecov", "doc8", "flake8", "invoke", "mypy (==0.902)", "nox", "pytest (>=4.6)", "pytest-cov", "pytest-mock", "sphinx", "sphinx-rtd-theme", "sphinx-autobuild", "twine (>=1.11)"]
+test = ["codecov", "coverage", "pytest (>=4.6)", "pytest-cov", "pytest-mock", "gnureadline"]
+validate = ["flake8", "mypy (==0.902)", "types-pkg-resources"]
 
 [[package]]
 name = "colorama"
@@ -201,15 +236,18 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
 [[package]]
 name = "colorlog"
-version = "4.8.0"
-description = "Log formatting with colors!"
+version = "6.4.1"
+description = "Add colours to the output of Python's logging module."
 category = "main"
 optional = false
-python-versions = "*"
+python-versions = ">=3.6"
 
 [package.dependencies]
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
 
+[package.extras]
+development = ["black", "flake8", "mypy", "pytest", "types-colorama"]
+
 [[package]]
 name = "coverage"
 version = "5.5"
@@ -223,7 +261,7 @@ toml = ["toml"]
 
 [[package]]
 name = "cryptography"
-version = "3.4.7"
+version = "3.4.8"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 category = "dev"
 optional = false
@@ -261,7 +299,7 @@ python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
 
 [[package]]
 name = "distlib"
-version = "0.3.1"
+version = "0.3.2"
 description = "Distribution utilities"
 category = "dev"
 optional = false
@@ -287,7 +325,7 @@ python-versions = "*"
 name = "gast"
 version = "0.2.2"
 description = "Python AST that abstracts the underlying Python version"
-category = "main"
+category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
@@ -308,14 +346,14 @@ smart-open = ">=1.8.1"
 
 [package.extras]
 distributed = ["Pyro4 (>=4.27)"]
-docs = ["pytest", "pytest-rerunfailures", "mock", "cython", "nmslib", "pyemd", "testfixtures", "Morfessor (==2.0.2a4)", "python-Levenshtein (>=0.10.2)", "visdom (>=0.1.8,!=0.1.8.7)", "scikit-learn", "Pyro4 (>=4.27)", "sphinx (<=2.4.4)", "sphinx-gallery", "sphinxcontrib.programoutput", "sphinxcontrib-napoleon", "matplotlib", "plotly", "memory-profiler", "annoy", "pyro4", "nltk", "statsmodels", "pandas"]
-test = ["pytest", "pytest-rerunfailures", "mock", "cython", "nmslib", "pyemd", "testfixtures", "Morfessor (==2.0.2a4)", "python-Levenshtein (>=0.10.2)", "visdom (>=0.1.8,!=0.1.8.7)", "scikit-learn"]
-test-win = ["pytest", "pytest-rerunfailures", "mock", "cython", "nmslib", "pyemd", "testfixtures", "Morfessor (==2.0.2a4)", "python-Levenshtein (>=0.10.2)", "visdom (>=0.1.8,!=0.1.8.7)", "scikit-learn"]
+docs = ["pytest", "pytest-rerunfailures", "mock", "cython", "nmslib", "pyemd", "testfixtures", "Morfessor (==2.0.2a4)", "python-Levenshtein (>=0.10.2)", "visdom (>0.1.8.7)", "scikit-learn", "Pyro4 (>=4.27)", "sphinx (<=2.4.4)", "sphinx-gallery", "sphinxcontrib.programoutput", "sphinxcontrib-napoleon", "matplotlib", "plotly", "memory-profiler", "annoy", "pyro4", "nltk", "statsmodels", "pandas"]
+test = ["pytest", "pytest-rerunfailures", "mock", "cython", "nmslib", "pyemd", "testfixtures", "Morfessor (==2.0.2a4)", "python-Levenshtein (>=0.10.2)", "visdom (>0.1.8.7)", "scikit-learn"]
+test-win = ["pytest", "pytest-rerunfailures", "mock", "cython", "nmslib", "pyemd", "testfixtures", "Morfessor (==2.0.2a4)", "python-Levenshtein (>=0.10.2)", "visdom (>0.1.8.7)", "scikit-learn"]
 
 [[package]]
 name = "gokart"
-version = "0.3.28"
-description = "A wrapper of luigi. This make it easy to define tasks."
+version = "1.0.1"
+description = "Gokart solves reproducibility, task dependencies, constraints of good code, and ease of use for Machine Learning Pipeline. [Documentation](https://gokart.readthedocs.io/en/latest/)"
 category = "main"
 optional = false
 python-versions = ">=3.7,<4.0"
@@ -323,6 +361,7 @@ python-versions = ">=3.7,<4.0"
 [package.dependencies]
 APScheduler = "*"
 boto3 = "*"
+cloudpickle = "*"
 google-api-python-client = "*"
 google-auth = "*"
 luigi = "*"
@@ -337,59 +376,55 @@ uritemplate = "*"
 
 [[package]]
 name = "google-api-core"
-version = "1.26.3"
+version = "2.0.1"
 description = "Google API client core library"
 category = "main"
 optional = false
-python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*"
+python-versions = ">=3.6"
 
 [package.dependencies]
-google-auth = ">=1.21.1,<2.0dev"
+google-auth = ">=1.25.0,<3.0dev"
 googleapis-common-protos = ">=1.6.0,<2.0dev"
-packaging = ">=14.3"
 protobuf = ">=3.12.0"
-pytz = "*"
 requests = ">=2.18.0,<3.0.0dev"
-six = ">=1.13.0"
 
 [package.extras]
-grpc = ["grpcio (>=1.29.0,<2.0dev)"]
+grpc = ["grpcio (>=1.33.2,<2.0dev)"]
 grpcgcp = ["grpcio-gcp (>=0.2.2)"]
 grpcio-gcp = ["grpcio-gcp (>=0.2.2)"]
 
 [[package]]
 name = "google-api-python-client"
-version = "2.1.0"
+version = "2.21.0"
 description = "Google API Client Library for Python"
 category = "main"
 optional = false
 python-versions = ">=3.6"
 
 [package.dependencies]
-google-api-core = ">=1.21.0,<2dev"
-google-auth = ">=1.16.0,<2dev"
+google-api-core = ">=1.21.0,<3.0.0dev"
+google-auth = ">=1.16.0,<3.0.0dev"
 google-auth-httplib2 = ">=0.1.0"
 httplib2 = ">=0.15.0,<1dev"
-six = ">=1.13.0,<2dev"
 uritemplate = ">=3.0.0,<4dev"
 
 [[package]]
 name = "google-auth"
-version = "1.28.0"
+version = "2.1.0"
 description = "Google Authentication Library"
 category = "main"
 optional = false
-python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*"
+python-versions = ">= 3.6"
 
 [package.dependencies]
 cachetools = ">=2.0.0,<5.0"
 pyasn1-modules = ">=0.2.1"
-rsa = {version = ">=3.1.4,<5", markers = "python_version >= \"3.6\""}
-six = ">=1.9.0"
+rsa = ">=3.1.4,<5"
 
 [package.extras]
-aiohttp = ["aiohttp (>=3.6.2,<4.0.0dev)"]
+aiohttp = ["aiohttp (>=3.6.2,<4.0.0dev)", "requests (>=2.20.0,<3.0.0dev)"]
 pyopenssl = ["pyopenssl (>=20.0.0)"]
+reauth = ["pyu2f (>=0.1.5)"]
 
 [[package]]
 name = "google-auth-httplib2"
@@ -408,7 +443,7 @@ six = "*"
 name = "google-pasta"
 version = "0.2.0"
 description = "pasta is an AST-based Python refactoring library"
-category = "main"
+category = "dev"
 optional = false
 python-versions = "*"
 
@@ -431,7 +466,7 @@ grpc = ["grpcio (>=1.0.0)"]
 
 [[package]]
 name = "greenlet"
-version = "1.0.0"
+version = "1.1.1"
 description = "Lightweight in-process concurrent programming"
 category = "main"
 optional = false
@@ -442,9 +477,9 @@ docs = ["sphinx"]
 
 [[package]]
 name = "grpcio"
-version = "1.36.1"
+version = "1.40.0"
 description = "HTTP/2-based RPC framework"
-category = "main"
+category = "dev"
 optional = false
 python-versions = "*"
 
@@ -452,13 +487,13 @@ python-versions = "*"
 six = ">=1.5.2"
 
 [package.extras]
-protobuf = ["grpcio-tools (>=1.36.1)"]
+protobuf = ["grpcio-tools (>=1.40.0)"]
 
 [[package]]
 name = "h5py"
 version = "2.10.0"
 description = "Read and write HDF5 files from Python"
-category = "main"
+category = "dev"
 optional = false
 python-versions = "*"
 
@@ -479,15 +514,15 @@ pyparsing = ">=2.4.2,<3"
 
 [[package]]
 name = "idna"
-version = "2.10"
+version = "3.2"
 description = "Internationalized Domain Names in Applications (IDNA)"
 category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=3.5"
 
 [[package]]
 name = "importlib-metadata"
-version = "3.10.0"
+version = "4.8.1"
 description = "Read metadata from Python packages"
 category = "main"
 optional = false
@@ -499,21 +534,37 @@ zipp = ">=0.5"
 
 [package.extras]
 docs = ["sphinx", "jaraco.packaging (>=8.2)", "rst.linker (>=1.9)"]
-testing = ["pytest (>=4.6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "packaging", "pep517", "pyfakefs", "flufl.flake8", "pytest-black (>=0.3.7)", "pytest-mypy", "importlib-resources (>=1.3)"]
+perf = ["ipython"]
+testing = ["pytest (>=4.6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "packaging", "pep517", "pyfakefs", "flufl.flake8", "pytest-perf (>=0.9.2)", "pytest-black (>=0.3.7)", "pytest-mypy", "importlib-resources (>=1.3)"]
+
+[[package]]
+name = "importlib-resources"
+version = "5.2.2"
+description = "Read resources from Python packages"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
+
+[package.extras]
+docs = ["sphinx", "jaraco.packaging (>=8.2)", "rst.linker (>=1.9)"]
+testing = ["pytest (>=4.6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "pytest-black (>=0.3.7)", "pytest-mypy"]
 
 [[package]]
 name = "jinja2"
-version = "2.11.3"
+version = "3.0.1"
 description = "A very fast and expressive template engine."
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = ">=3.6"
 
 [package.dependencies]
-MarkupSafe = ">=0.23"
+MarkupSafe = ">=2.0"
 
 [package.extras]
-i18n = ["Babel (>=0.8)"]
+i18n = ["Babel (>=2.7)"]
 
 [[package]]
 name = "jmespath"
@@ -535,7 +586,7 @@ python-versions = ">=3.6"
 name = "keras-applications"
 version = "1.0.8"
 description = "Reference implementations of popular deep learning models"
-category = "main"
+category = "dev"
 optional = false
 python-versions = "*"
 
@@ -550,7 +601,7 @@ tests = ["pytest", "pytest-pep8", "pytest-xdist", "pytest-cov"]
 name = "keras-preprocessing"
 version = "1.1.2"
 description = "Easy data preprocessing and data augmentation for deep learning models"
-category = "main"
+category = "dev"
 optional = false
 python-versions = "*"
 
@@ -565,11 +616,11 @@ tests = ["pandas", "pillow", "tensorflow", "keras", "pytest", "pytest-xdist", "p
 
 [[package]]
 name = "kiwisolver"
-version = "1.3.1"
+version = "1.3.2"
 description = "A fast implementation of the Cassowary constraint solver"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [[package]]
 name = "lockfile"
@@ -581,7 +632,7 @@ python-versions = "*"
 
 [[package]]
 name = "luigi"
-version = "3.0.2"
+version = "3.0.3"
 description = "Workflow mgmgt + task scheduling + dependency resolution."
 category = "main"
 optional = false
@@ -590,6 +641,7 @@ python-versions = "*"
 [package.dependencies]
 python-daemon = "*"
 python-dateutil = ">=2.7.5,<3"
+tenacity = ">=6.3.0,<7"
 tornado = ">=5.0,<7"
 
 [package.extras]
@@ -598,7 +650,7 @@ toml = ["toml (<2.0.0)"]
 
 [[package]]
 name = "mako"
-version = "1.1.4"
+version = "1.1.5"
 description = "A super-fast templating language that borrows the  best ideas from the existing templating languages."
 category = "main"
 optional = false
@@ -615,7 +667,7 @@ lingua = ["lingua"]
 name = "markdown"
 version = "3.3.4"
 description = "Python implementation of Markdown."
-category = "main"
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 
@@ -627,15 +679,15 @@ testing = ["coverage", "pyyaml"]
 
 [[package]]
 name = "markupsafe"
-version = "1.1.1"
+version = "2.0.1"
 description = "Safely add untrusted strings to HTML/XML markup."
 category = "main"
 optional = false
-python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*"
+python-versions = ">=3.6"
 
 [[package]]
 name = "matplotlib"
-version = "3.4.1"
+version = "3.4.3"
 description = "Python plotting package"
 category = "main"
 optional = false
@@ -649,22 +701,9 @@ pillow = ">=6.2.0"
 pyparsing = ">=2.2.1"
 python-dateutil = ">=2.7"
 
-[[package]]
-name = "mock"
-version = "4.0.3"
-description = "Rolling backport of unittest.mock for all Pythons"
-category = "dev"
-optional = false
-python-versions = ">=3.6"
-
-[package.extras]
-build = ["twine", "wheel", "blurb"]
-docs = ["sphinx"]
-test = ["pytest (<5.4)", "pytest-cov"]
-
 [[package]]
 name = "more-itertools"
-version = "8.7.0"
+version = "8.10.0"
 description = "More routines for operating on iterables, beyond itertools"
 category = "dev"
 optional = false
@@ -672,7 +711,7 @@ python-versions = ">=3.5"
 
 [[package]]
 name = "moto"
-version = "2.0.4"
+version = "2.2.7"
 description = "A library that allows your python tests to easily mock out the boto library"
 category = "dev"
 optional = false
@@ -682,21 +721,19 @@ python-versions = "*"
 boto3 = ">=1.9.201"
 botocore = ">=1.12.201"
 cryptography = ">=3.3.1"
+importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
 Jinja2 = ">=2.10.1"
-MarkupSafe = "<2.0"
-mock = "*"
+MarkupSafe = "!=2.0.0a1"
 more-itertools = "*"
 python-dateutil = ">=2.1,<3.0.0"
 pytz = "*"
 requests = ">=2.5"
 responses = ">=0.9.0"
-six = ">1.9"
 werkzeug = "*"
 xmltodict = "*"
-zipp = "*"
 
 [package.extras]
-all = ["PyYAML (>=5.1)", "python-jose[cryptography] (>=3.1.0,<4.0.0)", "ecdsa (<0.15)", "docker (>=2.5.1)", "jsondiff (>=1.1.2)", "aws-xray-sdk (>=0.93,!=0.96)", "idna (>=2.5,<3)", "cfn-lint (>=0.4.0)", "sshpubkeys (==3.1.0)", "sshpubkeys (>=3.1.0)"]
+all = ["PyYAML (>=5.1)", "python-jose[cryptography] (>=3.1.0,<4.0.0)", "ecdsa (<0.15)", "docker (>=2.5.1)", "jsondiff (>=1.1.2)", "aws-xray-sdk (>=0.93,!=0.96)", "idna (>=2.5,<3)", "cfn-lint (>=0.4.0)", "sshpubkeys (>=3.1.0)", "setuptools"]
 apigateway = ["python-jose[cryptography] (>=3.1.0,<4.0.0)", "ecdsa (<0.15)"]
 awslambda = ["docker (>=2.5.1)"]
 batch = ["docker (>=2.5.1)"]
@@ -704,15 +741,13 @@ cloudformation = ["docker (>=2.5.1)", "PyYAML (>=5.1)", "cfn-lint (>=0.4.0)"]
 cognitoidp = ["python-jose[cryptography] (>=3.1.0,<4.0.0)", "ecdsa (<0.15)"]
 dynamodb2 = ["docker (>=2.5.1)"]
 dynamodbstreams = ["docker (>=2.5.1)"]
-ec2 = ["docker (>=2.5.1)", "sshpubkeys (==3.1.0)", "sshpubkeys (>=3.1.0)"]
+ec2 = ["sshpubkeys (>=3.1.0)"]
+efs = ["sshpubkeys (>=3.1.0)"]
 iotdata = ["jsondiff (>=1.1.2)"]
 s3 = ["PyYAML (>=5.1)"]
-server = ["PyYAML (>=5.1)", "python-jose[cryptography] (>=3.1.0,<4.0.0)", "ecdsa (<0.15)", "docker (>=2.5.1)", "jsondiff (>=1.1.2)", "aws-xray-sdk (>=0.93,!=0.96)", "idna (>=2.5,<3)", "cfn-lint (>=0.4.0)", "flask", "flask-cors", "sshpubkeys (==3.1.0)", "sshpubkeys (>=3.1.0)"]
-ses = ["docker (>=2.5.1)"]
-sns = ["docker (>=2.5.1)"]
-sqs = ["docker (>=2.5.1)"]
-ssm = ["docker (>=2.5.1)", "PyYAML (>=5.1)", "cfn-lint (>=0.4.0)"]
-xray = ["aws-xray-sdk (>=0.93,!=0.96)"]
+server = ["PyYAML (>=5.1)", "python-jose[cryptography] (>=3.1.0,<4.0.0)", "ecdsa (<0.15)", "docker (>=2.5.1)", "jsondiff (>=1.1.2)", "aws-xray-sdk (>=0.93,!=0.96)", "idna (>=2.5,<3)", "cfn-lint (>=0.4.0)", "sshpubkeys (>=3.1.0)", "setuptools", "flask", "flask-cors"]
+ssm = ["PyYAML (>=5.1)"]
+xray = ["aws-xray-sdk (>=0.93,!=0.96)", "setuptools"]
 
 [[package]]
 name = "numpy"
@@ -726,7 +761,7 @@ python-versions = ">=3.5"
 name = "opt-einsum"
 version = "3.3.0"
 description = "Optimizing numpys einsum function"
-category = "main"
+category = "dev"
 optional = false
 python-versions = ">=3.5"
 
@@ -739,7 +774,7 @@ tests = ["pytest", "pytest-cov", "pytest-pep8"]
 
 [[package]]
 name = "optuna"
-version = "2.7.0"
+version = "2.9.1"
 description = "A hyperparameter optimization framework"
 category = "main"
 optional = false
@@ -752,29 +787,30 @@ cmaes = ">=0.8.2"
 colorlog = "*"
 numpy = "*"
 packaging = ">=20.0"
+PyYAML = "*"
 scipy = "!=1.4.0"
 sqlalchemy = ">=1.1.0"
 tqdm = "*"
 
 [package.extras]
+benchmark = ["asv", "virtualenv"]
 checking = ["black", "hacking", "isort", "mypy (==0.790)", "blackdoc"]
 codecov = ["codecov", "pytest-cov"]
-doctest = ["cma", "matplotlib (>=3.0.0)", "pandas", "plotly (>=4.0.0)", "scikit-learn (>=0.19.0,<0.23.0)", "scikit-optimize", "mlflow"]
-document = ["sphinx", "sphinx-rtd-theme", "sphinx-copybutton", "sphinx-gallery", "sphinx-plotly-directive", "pillow", "matplotlib", "scikit-learn", "plotly (>=4.0.0)", "pandas", "lightgbm", "torch (==1.8.0)", "torchvision (==0.9.0)", "torchaudio (==0.8.0)", "thop"]
-example = ["catboost", "chainer", "lightgbm", "mlflow", "mpi4py", "mxnet", "nbval", "scikit-image", "scikit-learn (>=0.19.0,<0.23.0)", "xgboost", "keras", "tensorflow (>=2.0.0)", "tensorflow-datasets", "pytorch-ignite", "pytorch-lightning (>=1.0.2)", "thop", "skorch", "stable-baselines3 (>=0.7.0)", "catalyst (>=21.3)", "torchaudio (==0.8.0)", "allennlp (>=2.2.0)", "dask", "dask-ml", "fastai", "optax", "dm-haiku", "hydra-optuna-sweeper", "ray", "botorch (>=0.4.0)", "torch (==1.8.0+cpu)", "torchvision (==0.9.0+cpu)", "torch (==1.8.0)", "torchvision (==0.9.0)"]
+doctest = ["cma", "matplotlib (>=3.0.0)", "pandas", "plotly (>=4.0.0)", "scikit-learn (>=0.24.2)", "scikit-optimize", "mlflow"]
+document = ["sphinx (<4.0.0)", "sphinx-rtd-theme", "sphinx-copybutton", "sphinx-gallery", "sphinx-plotly-directive", "pillow", "matplotlib", "scikit-learn", "plotly (>=4.0.0)", "pandas", "lightgbm", "torch (==1.8.0)", "torchvision (==0.9.0)", "torchaudio (==0.8.0)", "thop"]
 experimental = ["redis"]
-integration = ["chainer (>=5.0.0)", "cma", "lightgbm", "mlflow", "mpi4py", "mxnet", "pandas", "scikit-learn (>=0.19.0,<0.23.0)", "scikit-optimize", "xgboost", "keras", "tensorflow", "tensorflow-datasets", "pytorch-ignite", "pytorch-lightning (>=1.0.2)", "skorch", "catalyst (>=21.3)", "torchaudio (==0.8.0)", "allennlp (>=2.2.0)", "fastai", "botorch (>=0.4.0)", "torch (==1.8.0+cpu)", "torchvision (==0.9.0+cpu)", "torch (==1.8.0)", "torchvision (==0.9.0)"]
-optional = ["bokeh (<2.0.0)", "matplotlib (>=3.0.0)", "pandas", "plotly (>=4.0.0)", "redis", "scikit-learn (>=0.19.0,<0.23.0)"]
-testing = ["bokeh (<2.0.0)", "chainer (>=5.0.0)", "cma", "fakeredis", "lightgbm", "matplotlib (>=3.0.0)", "mlflow", "mpi4py", "mxnet", "pandas", "plotly (>=4.0.0)", "pytest", "scikit-learn (>=0.19.0,<0.23.0)", "scikit-optimize", "xgboost", "keras", "tensorflow", "tensorflow-datasets", "pytorch-ignite", "pytorch-lightning (>=1.0.2)", "skorch", "catalyst (>=21.3)", "torchaudio (==0.8.0)", "allennlp (>=2.2.0)", "fastai", "botorch (>=0.4.0)", "torch (==1.8.0+cpu)", "torchvision (==0.9.0+cpu)", "torch (==1.8.0)", "torchvision (==0.9.0)"]
+integration = ["chainer (>=5.0.0)", "cma", "lightgbm", "mlflow", "wandb", "mpi4py", "mxnet", "pandas", "scikit-learn (>=0.24.2)", "scikit-optimize", "xgboost", "pytorch-ignite", "pytorch-lightning (>=1.0.2)", "skorch", "catalyst (>=21.3)", "torchaudio (==0.8.0)", "allennlp (>=2.2.0)", "fastai", "keras", "tensorflow (<2.5.0)", "tensorflow-datasets", "botorch (>=0.4.0)", "torch (==1.8.0+cpu)", "torchvision (==0.9.0+cpu)", "torch (==1.8.0)", "torchvision (==0.9.0)"]
+optional = ["bokeh (<2.0.0)", "matplotlib (>=3.0.0)", "pandas", "plotly (>=4.0.0)", "redis", "scikit-learn (>=0.24.2)"]
+testing = ["bokeh (<2.0.0)", "chainer (>=5.0.0)", "cma", "fakeredis", "lightgbm", "matplotlib (>=3.0.0)", "mlflow", "mpi4py", "mxnet", "pandas", "plotly (>=4.0.0)", "pytest", "scikit-learn (>=0.24.2)", "scikit-optimize", "xgboost", "keras", "tensorflow-datasets", "pytorch-ignite", "pytorch-lightning (>=1.0.2)", "skorch", "catalyst (>=21.3)", "torchaudio (==0.8.0)", "allennlp (>=2.2.0)", "fastai", "tensorflow (<2.5.0)", "botorch (>=0.4.0)", "torch (==1.8.0+cpu)", "torchvision (==0.9.0+cpu)", "torch (==1.8.0)", "torchvision (==0.9.0)"]
 tests = ["fakeredis", "pytest"]
 
 [[package]]
 name = "packaging"
-version = "20.9"
+version = "21.0"
 description = "Core utilities for Python packages"
 category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=3.6"
 
 [package.dependencies]
 pyparsing = ">=2.0.2"
@@ -797,7 +833,7 @@ test = ["pytest (>=4.0.2)", "pytest-xdist", "hypothesis (>=3.58)"]
 
 [[package]]
 name = "pbr"
-version = "5.5.1"
+version = "5.6.0"
 description = "Python Build Reasonableness"
 category = "main"
 optional = false
@@ -805,29 +841,42 @@ python-versions = ">=2.6"
 
 [[package]]
 name = "pillow"
-version = "8.2.0"
+version = "8.3.2"
 description = "Python Imaging Library (Fork)"
 category = "main"
 optional = false
 python-versions = ">=3.6"
 
+[[package]]
+name = "platformdirs"
+version = "2.3.0"
+description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.extras]
+docs = ["Sphinx (>=4)", "furo (>=2021.7.5b38)", "proselint (>=0.10.2)", "sphinx-autodoc-typehints (>=1.12)"]
+test = ["appdirs (==1.4.4)", "pytest (>=6)", "pytest-cov (>=2.7)", "pytest-mock (>=3.6)"]
+
 [[package]]
 name = "pluggy"
-version = "0.13.1"
+version = "1.0.0"
 description = "plugin and hook calling mechanisms for python"
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=3.6"
 
 [package.dependencies]
 importlib-metadata = {version = ">=0.12", markers = "python_version < \"3.8\""}
 
 [package.extras]
 dev = ["pre-commit", "tox"]
+testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "prettytable"
-version = "2.1.0"
+version = "2.2.0"
 description = "A simple Python library for easily displaying tabular data in a visually appealing ASCII table format"
 category = "main"
 optional = false
@@ -842,15 +891,12 @@ tests = ["pytest", "pytest-cov"]
 
 [[package]]
 name = "protobuf"
-version = "3.15.7"
+version = "3.18.0"
 description = "Protocol Buffers"
 category = "main"
 optional = false
 python-versions = "*"
 
-[package.dependencies]
-six = ">=1.9"
-
 [[package]]
 name = "py"
 version = "1.10.0"
@@ -861,7 +907,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "pyarrow"
-version = "3.0.0"
+version = "5.0.0"
 description = "Python library for Apache Arrow"
 category = "main"
 optional = false
@@ -946,7 +992,7 @@ test = ["coverage", "docutils", "testscenarios (>=0.4)", "testtools"]
 
 [[package]]
 name = "python-dateutil"
-version = "2.8.1"
+version = "2.8.2"
 description = "Extensions to the standard Python datetime module"
 category = "main"
 optional = false
@@ -955,14 +1001,6 @@ python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 [package.dependencies]
 six = ">=1.5"
 
-[[package]]
-name = "python-editor"
-version = "1.0.4"
-description = "Programmatically open an editor, capture the result."
-category = "main"
-optional = false
-python-versions = "*"
-
 [[package]]
 name = "pytz"
 version = "2021.1"
@@ -992,25 +1030,25 @@ hiredis = ["hiredis (>=0.1.3)"]
 
 [[package]]
 name = "requests"
-version = "2.25.1"
+version = "2.26.0"
 description = "Python HTTP for Humans."
 category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
 
 [package.dependencies]
 certifi = ">=2017.4.17"
-chardet = ">=3.0.2,<5"
-idna = ">=2.5,<3"
+charset-normalizer = {version = ">=2.0.0,<2.1.0", markers = "python_version >= \"3\""}
+idna = {version = ">=2.5,<4", markers = "python_version >= \"3\""}
 urllib3 = ">=1.21.1,<1.27"
 
 [package.extras]
-security = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)"]
 socks = ["PySocks (>=1.5.6,!=1.5.7)", "win-inet-pton"]
+use_chardet_on_py3 = ["chardet (>=3.0.2,<5)"]
 
 [[package]]
 name = "responses"
-version = "0.13.2"
+version = "0.14.0"
 description = "A utility library for mocking out the `requests` Python library."
 category = "dev"
 optional = false
@@ -1022,7 +1060,7 @@ six = "*"
 urllib3 = ">=1.25.10"
 
 [package.extras]
-tests = ["coverage (>=3.7.1,<6.0.0)", "pytest-cov", "pytest-localserver", "flake8", "pytest (>=4.6,<5.0)", "pytest (>=4.6)", "mypy"]
+tests = ["coverage (>=3.7.1,<6.0.0)", "pytest-cov", "pytest-localserver", "flake8", "types-mock", "types-requests", "types-six", "pytest (>=4.6,<5.0)", "pytest (>=4.6)", "mypy"]
 
 [[package]]
 name = "rsa"
@@ -1037,18 +1075,21 @@ pyasn1 = ">=0.1.3"
 
 [[package]]
 name = "s3transfer"
-version = "0.3.6"
+version = "0.5.0"
 description = "An Amazon S3 Transfer Manager"
 category = "main"
 optional = false
-python-versions = "*"
+python-versions = ">= 3.6"
 
 [package.dependencies]
 botocore = ">=1.12.36,<2.0a.0"
 
+[package.extras]
+crt = ["botocore[crt] (>=1.20.29,<2.0a.0)"]
+
 [[package]]
 name = "scikit-learn"
-version = "0.24.1"
+version = "0.24.2"
 description = "A set of python modules for machine learning and data mining"
 category = "main"
 optional = false
@@ -1079,7 +1120,7 @@ numpy = ">=1.16.5"
 
 [[package]]
 name = "six"
-version = "1.15.0"
+version = "1.16.0"
 description = "Python 2 and 3 compatibility utilities"
 category = "main"
 optional = false
@@ -1087,23 +1128,23 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
 
 [[package]]
 name = "slack-sdk"
-version = "3.4.2"
+version = "3.11.1"
 description = "The Slack API Platform SDK for Python"
 category = "main"
 optional = false
 python-versions = ">=3.6.0"
 
 [package.extras]
-optional = ["aiodns (>1.0)", "aiohttp (>=3.7.3,<4)", "boto3 (<=2)", "SQLAlchemy (>=1,<2)", "websockets (>=8,<9)", "websocket-client (>=0.57)"]
-testing = ["pytest (>=5.4,<6)", "pytest-asyncio (<1)", "Flask-Sockets (>=0.2,<1)", "pytest-cov (>=2,<3)", "codecov (>=2,<3)", "flake8 (>=3,<4)", "black (==20.8b1)", "psutil (>=5,<6)", "databases (>=0.3)"]
+optional = ["aiodns (>1.0)", "aiohttp (>=3.7.3,<4)", "boto3 (<=2)", "SQLAlchemy (>=1,<2)", "websockets (>=9.1,<10)", "websocket-client (>=1,<2)"]
+testing = ["pytest (>=5.4,<6)", "pytest-asyncio (<1)", "Flask-Sockets (>=0.2,<1)", "Flask (>=1,<2)", "Werkzeug (<2)", "pytest-cov (>=2,<3)", "codecov (>=2,<3)", "flake8 (>=3,<4)", "black (==21.9b0)", "psutil (>=5,<6)", "databases (>=0.3)", "boto3 (<=2)", "moto (<2)"]
 
 [[package]]
 name = "smart-open"
-version = "5.0.0"
+version = "5.2.1"
 description = "Utils for streaming large files (S3, HDFS, GCS, Azure Blob Storage, gzip, bz2...)"
 category = "main"
 optional = false
-python-versions = ">=3.6.*"
+python-versions = ">=3.6,<4.0"
 
 [package.extras]
 all = ["boto3", "google-cloud-storage", "azure-storage-blob", "azure-common", "azure-core", "requests"]
@@ -1111,19 +1152,19 @@ azure = ["azure-storage-blob", "azure-common", "azure-core"]
 gcs = ["google-cloud-storage"]
 http = ["requests"]
 s3 = ["boto3"]
-test = ["boto3", "google-cloud-storage", "azure-storage-blob", "azure-common", "azure-core", "requests", "mock", "moto[server] (==1.3.14)", "pathlib2", "responses", "paramiko", "parameterizedtestcase", "pytest", "pytest-rerunfailures"]
+test = ["boto3", "google-cloud-storage", "azure-storage-blob", "azure-common", "azure-core", "requests", "moto[server] (==1.3.14)", "pathlib2", "responses", "paramiko", "parameterizedtestcase", "pytest", "pytest-rerunfailures"]
 webhdfs = ["requests"]
 
 [[package]]
 name = "sqlalchemy"
-version = "1.4.5"
+version = "1.4.23"
 description = "Database Abstraction Library"
 category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
 
 [package.dependencies]
-greenlet = {version = "!=0.4.17", markers = "python_version >= \"3\""}
+greenlet = {version = "!=0.4.17", markers = "python_version >= \"3\" and platform_machine in \"x86_64 X86_64 aarch64 AARCH64 ppc64le PPC64LE amd64 AMD64 win32 WIN32\""}
 importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
 
 [package.extras]
@@ -1134,7 +1175,7 @@ mariadb_connector = ["mariadb (>=1.0.1)"]
 mssql = ["pyodbc"]
 mssql_pymssql = ["pymssql"]
 mssql_pyodbc = ["pyodbc"]
-mypy = ["sqlalchemy2-stubs", "mypy (>=0.800)"]
+mypy = ["sqlalchemy2-stubs", "mypy (>=0.910)"]
 mysql = ["mysqlclient (>=1.4.0,<2)", "mysqlclient (>=1.4.0)"]
 mysql_connector = ["mysqlconnector"]
 oracle = ["cx_oracle (>=7,<8)", "cx_oracle (>=7)"]
@@ -1148,7 +1189,7 @@ sqlcipher = ["sqlcipher3-binary"]
 
 [[package]]
 name = "stevedore"
-version = "3.3.0"
+version = "3.4.0"
 description = "Manage dynamic plugins for Python applications"
 category = "main"
 optional = false
@@ -1158,11 +1199,25 @@ python-versions = ">=3.6"
 importlib-metadata = {version = ">=1.7.0", markers = "python_version < \"3.8\""}
 pbr = ">=2.0.0,<2.1.0 || >2.1.0"
 
+[[package]]
+name = "tenacity"
+version = "6.3.1"
+description = "Retry code until it succeeds"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+six = ">=1.9.0"
+
+[package.extras]
+doc = ["reno", "sphinx", "tornado (>=4.5)"]
+
 [[package]]
 name = "tensorboard"
 version = "1.15.0"
 description = "TensorBoard lets you watch Tensors Flow"
-category = "main"
+category = "dev"
 optional = false
 python-versions = ">= 2.7, != 3.0.*, != 3.1.*"
 
@@ -1179,7 +1234,7 @@ werkzeug = ">=0.11.15"
 name = "tensorflow"
 version = "1.15.5"
 description = "TensorFlow is an open source machine learning framework for everyone."
-category = "main"
+category = "dev"
 optional = false
 python-versions = "*"
 
@@ -1205,7 +1260,7 @@ wrapt = ">=1.11.1"
 name = "tensorflow-estimator"
 version = "1.15.1"
 description = "TensorFlow Estimator."
-category = "main"
+category = "dev"
 optional = false
 python-versions = "*"
 
@@ -1213,13 +1268,13 @@ python-versions = "*"
 name = "termcolor"
 version = "1.1.0"
 description = "ANSII Color formatting for output in terminal."
-category = "main"
+category = "dev"
 optional = false
 python-versions = "*"
 
 [[package]]
 name = "testfixtures"
-version = "6.17.1"
+version = "6.18.1"
 description = "A collection of helpers and mock objects for unit tests and doc tests."
 category = "dev"
 optional = false
@@ -1232,11 +1287,11 @@ test = ["pytest (>=3.6)", "pytest-cov", "pytest-django", "zope.component", "sybi
 
 [[package]]
 name = "threadpoolctl"
-version = "2.1.0"
+version = "2.2.0"
 description = "threadpoolctl"
 category = "main"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.6"
 
 [[package]]
 name = "toml"
@@ -1256,7 +1311,7 @@ python-versions = ">= 3.5"
 
 [[package]]
 name = "tox"
-version = "3.23.0"
+version = "3.24.4"
 description = "tox is a generic virtualenv management and test command line tool"
 category = "dev"
 optional = false
@@ -1279,12 +1334,15 @@ testing = ["flaky (>=3.4.0)", "freezegun (>=0.3.11)", "psutil (>=5.6.1)", "pytes
 
 [[package]]
 name = "tqdm"
-version = "4.59.0"
+version = "4.62.2"
 description = "Fast, Extensible Progress Meter"
 category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
 
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
 [package.extras]
 dev = ["py-make (>=0.1.0)", "twine", "wheel"]
 notebook = ["ipywidgets (>=6)"]
@@ -1292,7 +1350,7 @@ telegram = ["requests"]
 
 [[package]]
 name = "typing-extensions"
-version = "3.7.4.3"
+version = "3.10.0.2"
 description = "Backported and Experimental Type Hints for Python 3.5+"
 category = "main"
 optional = false
@@ -1319,35 +1377,36 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "urllib3"
-version = "1.26.4"
+version = "1.26.6"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, <4"
 
 [package.extras]
+brotli = ["brotlipy (>=0.6.0)"]
 secure = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "certifi", "ipaddress"]
 socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
-brotli = ["brotlipy (>=0.6.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.4.3"
+version = "20.8.0"
 description = "Virtual Python Environment builder"
 category = "dev"
 optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
 
 [package.dependencies]
-appdirs = ">=1.4.3,<2"
+"backports.entry-points-selectable" = ">=1.0.4"
 distlib = ">=0.3.1,<1"
 filelock = ">=3.0.0,<4"
 importlib-metadata = {version = ">=0.12", markers = "python_version < \"3.8\""}
+platformdirs = ">=2,<3"
 six = ">=1.9.0,<2"
 
 [package.extras]
 docs = ["proselint (>=0.10.2)", "sphinx (>=3)", "sphinx-argparse (>=0.2.5)", "sphinx-rtd-theme (>=0.4.3)", "towncrier (>=19.9.0rc1)"]
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+testing = ["coverage (>=4)", "coverage-enable-subprocess (>=1)", "flaky (>=3)", "pytest (>=4)", "pytest-env (>=0.6.2)", "pytest-freezegun (>=0.4.1)", "pytest-mock (>=2)", "pytest-randomly (>=1)", "pytest-timeout (>=1)", "packaging (>=20.0)"]
 
 [[package]]
 name = "wcwidth"
@@ -1359,21 +1418,20 @@ python-versions = "*"
 
 [[package]]
 name = "werkzeug"
-version = "1.0.1"
+version = "2.0.1"
 description = "The comprehensive WSGI web application library."
-category = "main"
+category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = ">=3.6"
 
 [package.extras]
-dev = ["pytest", "pytest-timeout", "coverage", "tox", "sphinx", "pallets-sphinx-themes", "sphinx-issues"]
 watchdog = ["watchdog"]
 
 [[package]]
 name = "wrapt"
 version = "1.12.1"
 description = "Module for decorators, wrappers and monkey patching."
-category = "main"
+category = "dev"
 optional = false
 python-versions = "*"
 
@@ -1387,7 +1445,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "zipp"
-version = "3.4.1"
+version = "3.5.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 category = "main"
 optional = false
@@ -1395,25 +1453,21 @@ python-versions = ">=3.6"
 
 [package.extras]
 docs = ["sphinx", "jaraco.packaging (>=8.2)", "rst.linker (>=1.9)"]
-testing = ["pytest (>=4.6)", "pytest-checkdocs (>=1.2.3)", "pytest-flake8", "pytest-cov", "pytest-enabler", "jaraco.itertools", "func-timeout", "pytest-black (>=0.3.7)", "pytest-mypy"]
+testing = ["pytest (>=4.6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "jaraco.itertools", "func-timeout", "pytest-black (>=0.3.7)", "pytest-mypy"]
 
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 python-versions = "^3.7"
-content-hash = "d486df0fc19f91ea244469e1f9fcfc337cfa21c30fc2af1f221aa34439f36550"
+content-hash = "932c01f6991d8b903f58fb91a443c6459194e3bc24c9e83879874ada27b11f4c"
 
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+    {file = "SQLAlchemy-1.4.23-cp39-cp39-win_amd64.whl", hash = "sha256:0aa746d1173587743960ff17b89b540e313aacfe6c1e9c81aa48393182c36d4f"},
+    {file = "SQLAlchemy-1.4.23.tar.gz", hash = "sha256:76ff246881f528089bf19385131b966197bb494653990396d2ce138e2a447583"},
 ]
 stevedore = [
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-    {file = "stevedore-3.3.0.tar.gz", hash = "sha256:3a5bbd0652bf552748871eaa73a4a8dc2899786bc497a2aa1fcb4dcdb0debeee"},
+    {file = "stevedore-3.4.0-py3-none-any.whl", hash = "sha256:920ce6259f0b2498aaa4545989536a27e4e4607b8318802d7ddc3a533d3d069e"},
+    {file = "stevedore-3.4.0.tar.gz", hash = "sha256:59b58edb7f57b11897f150475e7bc0c39c5381f0b8e3fa9f5c20ce6c89ec4aa1"},
+]
+tenacity = [
+    {file = "tenacity-6.3.1-py2.py3-none-any.whl", hash = "sha256:baed357d9f35ec64264d8a4bbf004c35058fad8795c5b0d8a7dc77ecdcbb8f39"},
+    {file = "tenacity-6.3.1.tar.gz", hash = "sha256:e14d191fb0a309b563904bbc336582efe2037de437e543b38da749769b544d7f"},
 ]
 tensorboard = [
     {file = "tensorboard-1.15.0-py2-none-any.whl", hash = "sha256:612b789386aa1b2c4804e1961273b37f8e4dd97613f98bc90ff0402d24627f50"},
@@ -2349,12 +2480,12 @@ termcolor = [
     {file = "termcolor-1.1.0.tar.gz", hash = "sha256:1d6d69ce66211143803fbc56652b41d73b4a400a2891d7bf7a1cdf4c02de613b"},
 ]
 testfixtures = [
-    {file = "testfixtures-6.17.1-py2.py3-none-any.whl", hash = "sha256:9ed31e83f59619e2fa17df053b241e16e0608f4580f7b5a9333a0c9bdcc99137"},
-    {file = "testfixtures-6.17.1.tar.gz", hash = "sha256:5ec3a0dd6f71cc4c304fbc024a10cc293d3e0b852c868014b9f233203e149bda"},
+    {file = "testfixtures-6.18.1-py2.py3-none-any.whl", hash = "sha256:486be7b01eb71326029811878a3317b7e7994324621c0ec633c8e24499d8d5b3"},
+    {file = "testfixtures-6.18.1.tar.gz", hash = "sha256:0a6422737f6d89b45cdef1e2df5576f52ad0f507956002ce1020daa9f44211d6"},
 ]
 threadpoolctl = [
-    {file = "threadpoolctl-2.1.0-py3-none-any.whl", hash = "sha256:38b74ca20ff3bb42caca8b00055111d74159ee95c4370882bbff2b93d24da725"},
-    {file = "threadpoolctl-2.1.0.tar.gz", hash = "sha256:ddc57c96a38beb63db45d6c159b5ab07b6bced12c45a1f07b2b92f272aebfa6b"},
+    {file = "threadpoolctl-2.2.0-py3-none-any.whl", hash = "sha256:e5a995e3ffae202758fa8a90082e35783b9370699627ae2733cd1c3a73553616"},
+    {file = "threadpoolctl-2.2.0.tar.gz", hash = "sha256:86d4b6801456d780e94681d155779058759eaef3c3564758b17b6c99db5f81cb"},
 ]
 toml = [
     {file = "toml-0.10.2-py2.py3-none-any.whl", hash = "sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b"},
@@ -2404,17 +2535,17 @@ tornado = [
     {file = "tornado-6.1.tar.gz", hash = "sha256:33c6e81d7bd55b468d2e793517c909b139960b6c790a60b7991b9b6b76fb9791"},
 ]
 tox = [
-    {file = "tox-3.23.0-py2.py3-none-any.whl", hash = "sha256:e007673f3595cede9b17a7c4962389e4305d4a3682a6c5a4159a1453b4f326aa"},
-    {file = "tox-3.23.0.tar.gz", hash = "sha256:05a4dbd5e4d3d8269b72b55600f0b0303e2eb47ad5c6fe76d3576f4c58d93661"},
+    {file = "tox-3.24.4-py2.py3-none-any.whl", hash = "sha256:5e274227a53dc9ef856767c21867377ba395992549f02ce55eb549f9fb9a8d10"},
+    {file = "tox-3.24.4.tar.gz", hash = "sha256:c30b57fa2477f1fb7c36aa1d83292d5c2336cd0018119e1b1c17340e2c2708ca"},
 ]
 tqdm = [
-    {file = "tqdm-4.59.0-py2.py3-none-any.whl", hash = "sha256:9fdf349068d047d4cfbe24862c425883af1db29bcddf4b0eeb2524f6fbdb23c7"},
-    {file = "tqdm-4.59.0.tar.gz", hash = "sha256:d666ae29164da3e517fcf125e41d4fe96e5bb375cd87ff9763f6b38b5592fe33"},
+    {file = "tqdm-4.62.2-py2.py3-none-any.whl", hash = "sha256:80aead664e6c1672c4ae20dc50e1cdc5e20eeff9b14aa23ecd426375b28be588"},
+    {file = "tqdm-4.62.2.tar.gz", hash = "sha256:a4d6d112e507ef98513ac119ead1159d286deab17dffedd96921412c2d236ff5"},
 ]
 typing-extensions = [
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-    {file = "typing_extensions-3.7.4.3-py3-none-any.whl", hash = "sha256:7cb407020f00f7bfc3cb3e7881628838e69d8f3fcab2f64742a5e76b2f841918"},
-    {file = "typing_extensions-3.7.4.3.tar.gz", hash = "sha256:99d4073b617d30288f569d3f13d2bd7548c3a7e4c8de87db09a9d29bb3a4a60c"},
+    {file = "typing_extensions-3.10.0.2-py2-none-any.whl", hash = "sha256:d8226d10bc02a29bcc81df19a26e56a9647f8b0a6d4a83924139f4a8b01f17b7"},
+    {file = "typing_extensions-3.10.0.2-py3-none-any.whl", hash = "sha256:f1d25edafde516b146ecd0613dabcc61409817af4766fbbcfb8d1ad4ec441a34"},
+    {file = "typing_extensions-3.10.0.2.tar.gz", hash = "sha256:49f75d16ff11f1cd258e1b988ccff82a3ca5570217d7ad8c5f48205dd99a677e"},
 ]
 tzlocal = [
     {file = "tzlocal-2.1-py2.py3-none-any.whl", hash = "sha256:e2cb6c6b5b604af38597403e9852872d7f534962ae2954c7f35efcb1ccacf4a4"},
@@ -2425,20 +2556,20 @@ uritemplate = [
     {file = "uritemplate-3.0.1.tar.gz", hash = "sha256:5af8ad10cec94f215e3f48112de2022e1d5a37ed427fbd88652fa908f2ab7cae"},
 ]
 urllib3 = [
-    {file = "urllib3-1.26.4-py2.py3-none-any.whl", hash = "sha256:2f4da4594db7e1e110a944bb1b551fdf4e6c136ad42e4234131391e21eb5b0df"},
-    {file = "urllib3-1.26.4.tar.gz", hash = "sha256:e7b021f7241115872f92f43c6508082facffbd1c048e3c6e2bb9c2a157e28937"},
+    {file = "urllib3-1.26.6-py2.py3-none-any.whl", hash = "sha256:39fb8672126159acb139a7718dd10806104dec1e2f0f6c88aab05d17df10c8d4"},
+    {file = "urllib3-1.26.6.tar.gz", hash = "sha256:f57b4c16c62fa2760b7e3d97c35b255512fb6b59a259730f36ba32ce9f8e342f"},
 ]
 virtualenv = [
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-    {file = "virtualenv-20.4.3.tar.gz", hash = "sha256:49ec4eb4c224c6f7dd81bb6d0a28a09ecae5894f4e593c89b0db0885f565a107"},
+    {file = "virtualenv-20.8.0-py2.py3-none-any.whl", hash = "sha256:a4b987ec31c3c9996cf1bc865332f967fe4a0512c41b39652d6224f696e69da5"},
+    {file = "virtualenv-20.8.0.tar.gz", hash = "sha256:4da4ac43888e97de9cf4fdd870f48ed864bbfd133d2c46cbdec941fed4a25aef"},
 ]
 wcwidth = [
     {file = "wcwidth-0.2.5-py2.py3-none-any.whl", hash = "sha256:beb4802a9cebb9144e99086eff703a642a13d6a0052920003a230f3294bbe784"},
     {file = "wcwidth-0.2.5.tar.gz", hash = "sha256:c4d647b99872929fdb7bdcaa4fbe7f01413ed3d98077df798530e5b04f116c83"},
 ]
 werkzeug = [
-    {file = "Werkzeug-1.0.1-py2.py3-none-any.whl", hash = "sha256:2de2a5db0baeae7b2d2664949077c2ac63fbd16d98da0ff71837f7d1dea3fd43"},
-    {file = "Werkzeug-1.0.1.tar.gz", hash = "sha256:6c80b1e5ad3665290ea39320b91e1be1e0d5f60652b964a3070216de83d2e47c"},
+    {file = "Werkzeug-2.0.1-py3-none-any.whl", hash = "sha256:6c1ec500dcdba0baa27600f6a22f6333d8b662d22027ff9f6202e3367413caa8"},
+    {file = "Werkzeug-2.0.1.tar.gz", hash = "sha256:1de1db30d010ff1af14a009224ec49ab2329ad2cde454c8a708130642d579c42"},
 ]
 wrapt = [
     {file = "wrapt-1.12.1.tar.gz", hash = "sha256:b62ffa81fb85f4332a4f609cab4ac40709470da05643a082ec1eb88e6d9b97d7"},
@@ -2448,6 +2579,6 @@ xmltodict = [
     {file = "xmltodict-0.12.0.tar.gz", hash = "sha256:50d8c638ed7ecb88d90561beedbf720c9b4e851a9fa6c47ebd64e99d166d8a21"},
 ]
 zipp = [
-    {file = "zipp-3.4.1-py3-none-any.whl", hash = "sha256:51cb66cc54621609dd593d1787f286ee42a5c0adbb4b29abea5a63edc3e03098"},
-    {file = "zipp-3.4.1.tar.gz", hash = "sha256:3607921face881ba3e026887d8150cca609d517579abe052ac81fc5aeffdbd76"},
+    {file = "zipp-3.5.0-py3-none-any.whl", hash = "sha256:957cfda87797e389580cb8b9e3870841ca991e2125350677b2ca83a0e99390a3"},
+    {file = "zipp-3.5.0.tar.gz", hash = "sha256:f5812b1e007e48cff63449a5e9f4e7ebea716b4111f9c4f9a645f91d579bf0c4"},
 ]
diff --git a/pyproject.toml b/pyproject.toml
index ec54844..0d159a6 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -25,13 +25,17 @@ scikit-learn = "*"
 tqdm = "*"
 docutils = "==0.15"
 optuna = ">=0.6.0"
-tensorflow = ">=1.13.1,<2.0"
 
 [tool.poetry.dev-dependencies]
 tox = "*"
 moto = "*"
 testfixtures = "*"
 coverage = "*"
+tensorflow = ">=1.13.1,<2.0"
+
+[tool.yapf]
+based_on_style = "pep8"
+column_limit = 160
 
 [build-system]
 requires = ["poetry"]
diff --git a/redshells/app/word_item_similarity/calculate_similarity_with_matrix_factorization.py b/redshells/app/word_item_similarity/calculate_similarity_with_matrix_factorization.py
index 47c44b0..3846f38 100644
--- a/redshells/app/word_item_similarity/calculate_similarity_with_matrix_factorization.py
+++ b/redshells/app/word_item_similarity/calculate_similarity_with_matrix_factorization.py
@@ -5,7 +5,6 @@
 import luigi
 import numpy as np
 import pandas as pd
-import tensorflow as tf
 from tqdm import tqdm
 
 import gokart
@@ -13,10 +12,14 @@
 
 logger = getLogger(__name__)
 
+try:
+    import tensorflow as tf
+except ImportError:
+    logger.warning('tensorflow is not installed. CalculateSimilarityWithMatrixFactorization require tensorflow')
+
 
 class CalculateSimilarityWithMatrixFactorization(gokart.TaskOnKart):
     """Calculate similarity between items using latent factors which are calculated by Matrix Factorization.
-    
     """
     task_namespace = 'redshells.word_item_similarity'
     target_item_task = gokart.TaskInstanceParameter(description='A task outputs item ids as type List.')
diff --git a/redshells/model/__init__.py b/redshells/model/__init__.py
index 8c7e036..e7994a0 100644
--- a/redshells/model/__init__.py
+++ b/redshells/model/__init__.py
@@ -5,4 +5,4 @@
 from redshells.model.matrix_factorization_model import MatrixFactorizationGraph, MatrixFactorization
 from redshells.model.scdv import SCDV
 import redshells.model.utils
-from redshells.model.tdidf import Tfidf
+from redshells.model.tfidf import Tfidf
diff --git a/redshells/model/early_stopping.py b/redshells/model/early_stopping.py
index e92ae2c..e68a980 100644
--- a/redshells/model/early_stopping.py
+++ b/redshells/model/early_stopping.py
@@ -1,7 +1,13 @@
+from logging import getLogger
 import os
 import sys
 
-import tensorflow as tf
+logger = getLogger(__name__)
+
+try:
+    import tensorflow as tf
+except ImportError:
+    logger.warning('tensorflow is not installed. EarlyStopping require tensorflow')
 
 
 class EarlyStopping(object):
diff --git a/redshells/model/factorization_machine.py b/redshells/model/factorization_machine.py
index 759aaf7..256be60 100644
--- a/redshells/model/factorization_machine.py
+++ b/redshells/model/factorization_machine.py
@@ -5,13 +5,17 @@
 import numpy as np
 import pandas as pd
 import sklearn
-import tensorflow as tf
 
 import redshells
 from redshells.model.early_stopping import EarlyStopping
 
 logger = getLogger(__name__)
 
+try:
+    import tensorflow as tf
+except ImportError:
+    logger.warning('tensorflow is not installed. CalculateSimilarityWithMatrixFactorization require tensorflow')
+
 
 class FactorizationMachineGraph(object):
     def __init__(self, input_size: int, feature_kind_size: int, embedding_size: int, l2_weight: float, learning_rate: float, scope_name: str = '') -> None:
diff --git a/redshells/model/feature_aggregation_similarity_model.py b/redshells/model/feature_aggregation_similarity_model.py
index a46963a..8c2806e 100644
--- a/redshells/model/feature_aggregation_similarity_model.py
+++ b/redshells/model/feature_aggregation_similarity_model.py
@@ -6,6 +6,12 @@
 
 logger = getLogger(__name__)
 
+try:
+    import tensorflow as tf
+    import tensorflow.keras.layers as layers
+except ImportError:
+    logger.warning('tensorflow is not installed. FeatureAggregationSimilarityModel require tensorflow')
+
 
 class FeatureAggregationSimilarityDataset(tf.keras.utils.Sequence):
     def __init__(self,
diff --git a/redshells/model/graph_convolutional_matrix_completion.py b/redshells/model/graph_convolutional_matrix_completion.py
index 8e1998e..3e74169 100644
--- a/redshells/model/graph_convolutional_matrix_completion.py
+++ b/redshells/model/graph_convolutional_matrix_completion.py
@@ -6,7 +6,6 @@
 import numpy as np
 import pandas as pd
 import scipy.sparse as sp
-import tensorflow as tf
 
 import redshells
 from redshells.model.early_stopping import EarlyStopping
@@ -14,6 +13,11 @@
 
 logger = getLogger(__name__)
 
+try:
+    import tensorflow as tf
+except ImportError:
+    logger.warning('tensorflow is not installed. GraphConvolutionalMatrixCompletion require tensorflow')
+
 
 def _make_weight_variable(shape, name: str = None):
     init_range = np.sqrt(10.0 / sum(shape))
diff --git a/redshells/model/matrix_factorization_model.py b/redshells/model/matrix_factorization_model.py
index 80e13b4..9a6d910 100644
--- a/redshells/model/matrix_factorization_model.py
+++ b/redshells/model/matrix_factorization_model.py
@@ -3,13 +3,17 @@
 
 import numpy as np
 import sklearn
-import tensorflow as tf
 
 import redshells
 from redshells.model.early_stopping import EarlyStopping
 
 logger = getLogger(__name__)
 
+try:
+    import tensorflow as tf
+except ImportError:
+    logger.warning('tensorflow is not installed. MatrixFactorization require tensorflow')
+
 
 class MatrixFactorizationGraph(object):
     def __init__(self, n_items: int, n_users: int, n_latent_factors: int, n_services: int, reg_item: float, reg_user: float, scope_name: str,
diff --git a/redshells/model/tdidf.py b/redshells/model/tfidf.py
similarity index 100%
rename from redshells/model/tdidf.py
rename to redshells/model/tfidf.py
diff --git a/redshells/model/utils.py b/redshells/model/utils.py
index 0fc8428..8db3b0f 100644
--- a/redshells/model/utils.py
+++ b/redshells/model/utils.py
@@ -2,12 +2,16 @@
 from logging import getLogger
 
 import sklearn
-import tensorflow as tf
 
 from gokart.file_processor import PickleFileProcessor
 
 logger = getLogger(__name__)
 
+try:
+    import tensorflow as tf
+except ImportError:
+    logger.warning('tensorflow is not installed. save_tf_session require tensorflow')
+
 
 def calculate_auc(y_true, y_score, pos_label=1):
     fpr, tpr, thresholds = sklearn.metrics.roc_curve(y_true, y_score, pos_label=pos_label)
diff --git a/redshells/train/train_graph_convolutional_matrix_completion.py b/redshells/train/train_graph_convolutional_matrix_completion.py
index cc07aad..c953d9b 100644
--- a/redshells/train/train_graph_convolutional_matrix_completion.py
+++ b/redshells/train/train_graph_convolutional_matrix_completion.py
@@ -1,13 +1,20 @@
+from logging import getLogger
 from typing import Any, Dict
 
 import luigi
 import sklearn
-import tensorflow as tf
 
 import gokart
 from redshells.model.gcmc_dataset import GcmcDataset, GcmcGraphDataset
 from redshells.model.graph_convolutional_matrix_completion import GraphConvolutionalMatrixCompletion
 
+logger = getLogger(__name__)
+
+try:
+    import tensorflow as tf
+except ImportError:
+    logger.warning('tensorflow is not installed. TrainGraphConvolutionalMatrixCompletion require tensorflow')
+
 
 class NoneTask(gokart.TaskOnKart):
     task_namespace = 'redshells'
diff --git a/redshells/train/train_matrix_factorization.py b/redshells/train/train_matrix_factorization.py
index 5dea102..4fb58af 100644
--- a/redshells/train/train_matrix_factorization.py
+++ b/redshells/train/train_matrix_factorization.py
@@ -1,13 +1,19 @@
-from typing import Any
-from typing import Dict
+from logging import getLogger
+from typing import Any, Dict
 
 import luigi
 import sklearn
-import tensorflow as tf
 
 import gokart
 from redshells.model import MatrixFactorization
 
+logger = getLogger(__name__)
+
+try:
+    import tensorflow as tf
+except ImportError:
+    logger.warning('tensorflow is not installed. TrainMatrixFactorization require tensorflow')
+
 
 class TrainMatrixFactorization(gokart.TaskOnKart):
     task_namespace = 'redshells'
diff --git a/yapf.ini b/yapf.ini
deleted file mode 100644
index a88097b..0000000
--- a/yapf.ini
+++ /dev/null
@@ -1,3 +0,0 @@
-[style]
-based_on_style = pep8
-column_limit = 160

From 412d8306b240238d502163aacf6d0777abc6d8fb Mon Sep 17 00:00:00 2001
From: hirosassa <hiro.sassa@gmail.com>
Date: Sat, 18 Sep 2021 14:07:03 +0900
Subject: [PATCH 2/8] fix ci

---
 .github/workflows/format.yml | 10 ++++++----
 1 file changed, 6 insertions(+), 4 deletions(-)

diff --git a/.github/workflows/format.yml b/.github/workflows/format.yml
index 02006b6..298401a 100644
--- a/.github/workflows/format.yml
+++ b/.github/workflows/format.yml
@@ -4,7 +4,7 @@ on:
     push:
         branches: [ master ]
     pull_request:
-        branches: [ master ]
+
 
 jobs:
   formatting-check:
@@ -14,7 +14,9 @@ jobs:
 
     steps:
     - uses: actions/checkout@v2
+    - name: Install dependencies
+      run: |
+        pip install toml yapf
     - name: run YAPF to test if python code is correctly formatted
-      uses: AlexanderMelde/yapf-action@master
-      with:
-        args: --verbose --style=yapf.ini
+      run: |
+        yapf --diff --recursive --verbose $GITHUB_WORKSPACE

From a51475ec2b9849b8ed6244b40e6d248e9fb50eaf Mon Sep 17 00:00:00 2001
From: hirosassa <hiro.sassa@gmail.com>
Date: Sun, 19 Sep 2021 09:06:08 +0900
Subject: [PATCH 3/8] divide directory

---
 redshells/app/__init__.py                     |  1 +
 .../app/word_item_similarity/__init__.py      |  1 -
 redshells/contrib/__init__.py                 |  0
 redshells/contrib/app/__init__.py             |  0
 .../app/word_item_similarity/__init__.py      |  0
 ...te_similarity_with_matrix_factorization.py |  0
 redshells/contrib/model/__init__.py           |  5 +++
 .../{ => contrib}/model/early_stopping.py     |  0
 .../model/factorization_machine.py            |  2 +-
 redshells/{ => contrib}/model/gcmc_dataset.py |  0
 .../graph_convolutional_matrix_completion.py  |  4 +--
 .../model/matrix_factorization_model.py       |  2 +-
 redshells/contrib/model/utils.py              | 31 +++++++++++++++++++
 redshells/contrib/train/__init__.py           |  3 ++
 ...n_graph_convolutional_matrix_completion.py |  4 +--
 .../train/train_matrix_factorization.py       |  2 +-
 redshells/model/__init__.py                   |  5 +--
 redshells/model/utils.py                      | 29 -----------------
 redshells/train/__init__.py                   |  2 --
 test/contrib/__init__.py                      |  0
 test/contrib/model/__init__.py                |  0
 .../model/test_gcmc_graph_dataset.py          |  2 +-
 .../model/test_gcmc_graph_dataset_map.py      |  2 +-
 test/{ => contrib}/model/test_gcmc_id_map.py  |  2 +-
 ...t_graph_convolutional_matrix_completion.py |  6 ++--
 test/contrib/train/__init__.py                |  0
 test/{ => contrib}/train/test_gcmc_dataset.py |  4 +--
 27 files changed, 56 insertions(+), 51 deletions(-)
 create mode 100644 redshells/contrib/__init__.py
 create mode 100644 redshells/contrib/app/__init__.py
 create mode 100644 redshells/contrib/app/word_item_similarity/__init__.py
 rename redshells/{ => contrib}/app/word_item_similarity/calculate_similarity_with_matrix_factorization.py (100%)
 create mode 100644 redshells/contrib/model/__init__.py
 rename redshells/{ => contrib}/model/early_stopping.py (100%)
 rename redshells/{ => contrib}/model/factorization_machine.py (99%)
 rename redshells/{ => contrib}/model/gcmc_dataset.py (100%)
 rename redshells/{ => contrib}/model/graph_convolutional_matrix_completion.py (99%)
 rename redshells/{ => contrib}/model/matrix_factorization_model.py (99%)
 create mode 100644 redshells/contrib/model/utils.py
 create mode 100644 redshells/contrib/train/__init__.py
 rename redshells/{ => contrib}/train/train_graph_convolutional_matrix_completion.py (95%)
 rename redshells/{ => contrib}/train/train_matrix_factorization.py (97%)
 create mode 100644 test/contrib/__init__.py
 create mode 100644 test/contrib/model/__init__.py
 rename test/{ => contrib}/model/test_gcmc_graph_dataset.py (93%)
 rename test/{ => contrib}/model/test_gcmc_graph_dataset_map.py (94%)
 rename test/{ => contrib}/model/test_gcmc_id_map.py (96%)
 rename test/{ => contrib}/model/test_graph_convolutional_matrix_completion.py (97%)
 create mode 100644 test/contrib/train/__init__.py
 rename test/{ => contrib}/train/test_gcmc_dataset.py (95%)

diff --git a/redshells/app/__init__.py b/redshells/app/__init__.py
index e69de29..49c160d 100644
--- a/redshells/app/__init__.py
+++ b/redshells/app/__init__.py
@@ -0,0 +1 @@
+from redshells.contrib.app.word_item_similarity.calculate_similarity_with_matrix_factorization import CalculateSimilarityWithMatrixFactorization
diff --git a/redshells/app/word_item_similarity/__init__.py b/redshells/app/word_item_similarity/__init__.py
index 175ef1e..0bfa385 100644
--- a/redshells/app/word_item_similarity/__init__.py
+++ b/redshells/app/word_item_similarity/__init__.py
@@ -1,5 +1,4 @@
 from redshells.app.word_item_similarity.calculate_document_embedding import CalculateDocumentEmbedding
-from redshells.app.word_item_similarity.calculate_similarity_with_matrix_factorization import CalculateSimilarityWithMatrixFactorization
 from redshells.app.word_item_similarity.calculate_word_embedding import CalculateWordEmbedding, CalculateWordEmbeddingWithSCDV
 from redshells.app.word_item_similarity.calculate_word_item_similarity import CalculateWordItemSimilarity
 from redshells.app.word_item_similarity.dimension_reduction_model import TrainDimensionReductionModel, ApplyDimensionReductionModel
diff --git a/redshells/contrib/__init__.py b/redshells/contrib/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/redshells/contrib/app/__init__.py b/redshells/contrib/app/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/redshells/contrib/app/word_item_similarity/__init__.py b/redshells/contrib/app/word_item_similarity/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/redshells/app/word_item_similarity/calculate_similarity_with_matrix_factorization.py b/redshells/contrib/app/word_item_similarity/calculate_similarity_with_matrix_factorization.py
similarity index 100%
rename from redshells/app/word_item_similarity/calculate_similarity_with_matrix_factorization.py
rename to redshells/contrib/app/word_item_similarity/calculate_similarity_with_matrix_factorization.py
diff --git a/redshells/contrib/model/__init__.py b/redshells/contrib/model/__init__.py
new file mode 100644
index 0000000..30df39d
--- /dev/null
+++ b/redshells/contrib/model/__init__.py
@@ -0,0 +1,5 @@
+from redshells.contrib.model.factorization_machine import FactorizationMachineGraph, FactorizationMachine
+from redshells.contrib.model.graph_convolutional_matrix_completion import GraphConvolutionalMatrixCompletion
+from redshells.contrib.model.matrix_factorization_model import MatrixFactorizationGraph, MatrixFactorization
+import redshells.model.utils
+import redshells.contrib.model.utils
diff --git a/redshells/model/early_stopping.py b/redshells/contrib/model/early_stopping.py
similarity index 100%
rename from redshells/model/early_stopping.py
rename to redshells/contrib/model/early_stopping.py
diff --git a/redshells/model/factorization_machine.py b/redshells/contrib/model/factorization_machine.py
similarity index 99%
rename from redshells/model/factorization_machine.py
rename to redshells/contrib/model/factorization_machine.py
index 256be60..53458bb 100644
--- a/redshells/model/factorization_machine.py
+++ b/redshells/contrib/model/factorization_machine.py
@@ -7,7 +7,7 @@
 import sklearn
 
 import redshells
-from redshells.model.early_stopping import EarlyStopping
+from redshells.contrib.model.early_stopping import EarlyStopping
 
 logger = getLogger(__name__)
 
diff --git a/redshells/model/gcmc_dataset.py b/redshells/contrib/model/gcmc_dataset.py
similarity index 100%
rename from redshells/model/gcmc_dataset.py
rename to redshells/contrib/model/gcmc_dataset.py
diff --git a/redshells/model/graph_convolutional_matrix_completion.py b/redshells/contrib/model/graph_convolutional_matrix_completion.py
similarity index 99%
rename from redshells/model/graph_convolutional_matrix_completion.py
rename to redshells/contrib/model/graph_convolutional_matrix_completion.py
index 3e74169..067ca5e 100644
--- a/redshells/model/graph_convolutional_matrix_completion.py
+++ b/redshells/contrib/model/graph_convolutional_matrix_completion.py
@@ -8,8 +8,8 @@
 import scipy.sparse as sp
 
 import redshells
-from redshells.model.early_stopping import EarlyStopping
-from redshells.model.gcmc_dataset import GcmcGraphDataset, GcmcDataset
+from redshells.contrib.model.early_stopping import EarlyStopping
+from redshells.contrib.model.gcmc_dataset import GcmcGraphDataset, GcmcDataset
 
 logger = getLogger(__name__)
 
diff --git a/redshells/model/matrix_factorization_model.py b/redshells/contrib/model/matrix_factorization_model.py
similarity index 99%
rename from redshells/model/matrix_factorization_model.py
rename to redshells/contrib/model/matrix_factorization_model.py
index 9a6d910..82b2af7 100644
--- a/redshells/model/matrix_factorization_model.py
+++ b/redshells/contrib/model/matrix_factorization_model.py
@@ -5,7 +5,7 @@
 import sklearn
 
 import redshells
-from redshells.model.early_stopping import EarlyStopping
+from redshells.contrib.model.early_stopping import EarlyStopping
 
 logger = getLogger(__name__)
 
diff --git a/redshells/contrib/model/utils.py b/redshells/contrib/model/utils.py
new file mode 100644
index 0000000..afd0af0
--- /dev/null
+++ b/redshells/contrib/model/utils.py
@@ -0,0 +1,31 @@
+from logging import getLogger
+
+from gokart.file_processor import PickleFileProcessor
+
+logger = getLogger(__name__)
+
+try:
+    import tensorflow as tf
+except ImportError:
+    logger.warning('tensorflow is not installed. save_tf_session require tensorflow')
+
+
+def _get_config(obj):
+    var_names = obj.__init__.__code__.co_varnames[:obj.__init__.__code__.co_argcount]
+    args = {v: obj.__dict__[v] for v in var_names if v != 'self'}
+    return args
+
+
+def save_tf_session(obj, session: tf.Session, file_path: str):
+    tf.train.Saver().save(sess=session, save_path=file_path)
+    with open(file_path, 'wb') as f:
+        PickleFileProcessor().dump(_get_config(obj), f)
+
+
+def load_tf_session(cls, session: tf.Session, file_path: str, make_graph):
+    with open(file_path, 'rb') as f:
+        model = cls(**PickleFileProcessor().load(f))
+    model.graph = make_graph(model)
+    tf.train.Saver().restore(sess=session, save_path=file_path)
+    model.session = session
+    return model
diff --git a/redshells/contrib/train/__init__.py b/redshells/contrib/train/__init__.py
new file mode 100644
index 0000000..59c1eba
--- /dev/null
+++ b/redshells/contrib/train/__init__.py
@@ -0,0 +1,3 @@
+from redshells.contrib.train.train_graph_convolutional_matrix_completion import TrainGraphConvolutionalMatrixCompletion
+from redshells.contrib.train.train_matrix_factorization import TrainMatrixFactorization
+import redshells.train.utils
diff --git a/redshells/train/train_graph_convolutional_matrix_completion.py b/redshells/contrib/train/train_graph_convolutional_matrix_completion.py
similarity index 95%
rename from redshells/train/train_graph_convolutional_matrix_completion.py
rename to redshells/contrib/train/train_graph_convolutional_matrix_completion.py
index c953d9b..a906e18 100644
--- a/redshells/train/train_graph_convolutional_matrix_completion.py
+++ b/redshells/contrib/train/train_graph_convolutional_matrix_completion.py
@@ -5,8 +5,8 @@
 import sklearn
 
 import gokart
-from redshells.model.gcmc_dataset import GcmcDataset, GcmcGraphDataset
-from redshells.model.graph_convolutional_matrix_completion import GraphConvolutionalMatrixCompletion
+from redshells.model.contrib.gcmc_dataset import GcmcDataset, GcmcGraphDataset
+from redshells.model.contrib.graph_convolutional_matrix_completion import GraphConvolutionalMatrixCompletion
 
 logger = getLogger(__name__)
 
diff --git a/redshells/train/train_matrix_factorization.py b/redshells/contrib/train/train_matrix_factorization.py
similarity index 97%
rename from redshells/train/train_matrix_factorization.py
rename to redshells/contrib/train/train_matrix_factorization.py
index 4fb58af..20e8951 100644
--- a/redshells/train/train_matrix_factorization.py
+++ b/redshells/contrib/train/train_matrix_factorization.py
@@ -5,7 +5,7 @@
 import sklearn
 
 import gokart
-from redshells.model import MatrixFactorization
+from redshells.contrib.model import MatrixFactorization
 
 logger = getLogger(__name__)
 
diff --git a/redshells/model/__init__.py b/redshells/model/__init__.py
index e7994a0..1bb00fa 100644
--- a/redshells/model/__init__.py
+++ b/redshells/model/__init__.py
@@ -1,8 +1,5 @@
-from redshells.model.factorization_machine import FactorizationMachineGraph, FactorizationMachine
 from redshells.model.feature_aggregation_similarity_model import FeatureAggregationSimilarityModel
-from redshells.model.graph_convolutional_matrix_completion import GraphConvolutionalMatrixCompletion
 from redshells.model.lda_model import LdaModel
-from redshells.model.matrix_factorization_model import MatrixFactorizationGraph, MatrixFactorization
 from redshells.model.scdv import SCDV
-import redshells.model.utils
 from redshells.model.tfidf import Tfidf
+import redshells.model.utils
diff --git a/redshells/model/utils.py b/redshells/model/utils.py
index 8db3b0f..acf8a98 100644
--- a/redshells/model/utils.py
+++ b/redshells/model/utils.py
@@ -1,39 +1,10 @@
-import pickle
 from logging import getLogger
 
 import sklearn
 
-from gokart.file_processor import PickleFileProcessor
-
 logger = getLogger(__name__)
 
-try:
-    import tensorflow as tf
-except ImportError:
-    logger.warning('tensorflow is not installed. save_tf_session require tensorflow')
-
 
 def calculate_auc(y_true, y_score, pos_label=1):
     fpr, tpr, thresholds = sklearn.metrics.roc_curve(y_true, y_score, pos_label=pos_label)
     return sklearn.metrics.auc(fpr, tpr)
-
-
-def _get_config(obj):
-    var_names = obj.__init__.__code__.co_varnames[:obj.__init__.__code__.co_argcount]
-    args = {v: obj.__dict__[v] for v in var_names if v != 'self'}
-    return args
-
-
-def save_tf_session(obj, session: tf.Session, file_path: str):
-    tf.train.Saver().save(sess=session, save_path=file_path)
-    with open(file_path, 'wb') as f:
-        PickleFileProcessor().dump(_get_config(obj), f)
-
-
-def load_tf_session(cls, session: tf.Session, file_path: str, make_graph):
-    with open(file_path, 'rb') as f:
-        model = cls(**PickleFileProcessor().load(f))
-    model.graph = make_graph(model)
-    tf.train.Saver().restore(sess=session, save_path=file_path)
-    model.session = session
-    return model
diff --git a/redshells/train/__init__.py b/redshells/train/__init__.py
index c3d7039..b5a4289 100644
--- a/redshells/train/__init__.py
+++ b/redshells/train/__init__.py
@@ -6,9 +6,7 @@
 from redshells.train.train_factorization_machine import TrainFactorizationMachine
 from redshells.train.train_fasttext import TrainFastText
 from redshells.train.train_feature_aggregation_similarity_model import TrainFeatureAggregationSimilarityModel
-from redshells.train.train_graph_convolutional_matrix_completion import TrainGraphConvolutionalMatrixCompletion
 from redshells.train.train_lda_model import TrainLdaModel
-from redshells.train.train_matrix_factorization import TrainMatrixFactorization
 from redshells.train.train_pairwise_similarity_model import TrainPairwiseSimilarityModel
 from redshells.train.train_tfidf import TrainTfidf
 from redshells.train.train_word2vec import TrainWord2Vec
diff --git a/test/contrib/__init__.py b/test/contrib/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/test/contrib/model/__init__.py b/test/contrib/model/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/test/model/test_gcmc_graph_dataset.py b/test/contrib/model/test_gcmc_graph_dataset.py
similarity index 93%
rename from test/model/test_gcmc_graph_dataset.py
rename to test/contrib/model/test_gcmc_graph_dataset.py
index 8c97f2f..0b5dd1b 100644
--- a/test/model/test_gcmc_graph_dataset.py
+++ b/test/contrib/model/test_gcmc_graph_dataset.py
@@ -3,7 +3,7 @@
 import numpy as np
 import scipy.sparse as sp
 
-from redshells.model.gcmc_dataset import GcmcDataset, GcmcGraphDataset
+from redshells.contrib.model.gcmc_dataset import GcmcDataset, GcmcGraphDataset
 
 
 def _make_sparse_matrix(n, m, n_values):
diff --git a/test/model/test_gcmc_graph_dataset_map.py b/test/contrib/model/test_gcmc_graph_dataset_map.py
similarity index 94%
rename from test/model/test_gcmc_graph_dataset_map.py
rename to test/contrib/model/test_gcmc_graph_dataset_map.py
index 9b45fc6..4359858 100644
--- a/test/model/test_gcmc_graph_dataset_map.py
+++ b/test/contrib/model/test_gcmc_graph_dataset_map.py
@@ -3,7 +3,7 @@
 
 import numpy as np
 
-from redshells.model.gcmc_dataset import GcmcGraphDataset, GcmcDataset
+from redshells.contrib.model.gcmc_dataset import GcmcGraphDataset, GcmcDataset
 
 logger = getLogger(__name__)
 
diff --git a/test/model/test_gcmc_id_map.py b/test/contrib/model/test_gcmc_id_map.py
similarity index 96%
rename from test/model/test_gcmc_id_map.py
rename to test/contrib/model/test_gcmc_id_map.py
index 9be7b01..e91d0ac 100644
--- a/test/model/test_gcmc_id_map.py
+++ b/test/contrib/model/test_gcmc_id_map.py
@@ -1,7 +1,7 @@
 import unittest
 from logging import getLogger
 import numpy as np
-from redshells.model.gcmc_dataset import GcmcIdMap
+from redshells.contrib.model.gcmc_dataset import GcmcIdMap
 
 logger = getLogger(__name__)
 
diff --git a/test/model/test_graph_convolutional_matrix_completion.py b/test/contrib/model/test_graph_convolutional_matrix_completion.py
similarity index 97%
rename from test/model/test_graph_convolutional_matrix_completion.py
rename to test/contrib/model/test_graph_convolutional_matrix_completion.py
index 252af08..c5d957f 100644
--- a/test/model/test_graph_convolutional_matrix_completion.py
+++ b/test/contrib/model/test_graph_convolutional_matrix_completion.py
@@ -4,8 +4,8 @@
 import scipy.sparse as sp
 from unittest.mock import patch
 
-from redshells.model import GraphConvolutionalMatrixCompletion
-from redshells.model.gcmc_dataset import GcmcDataset, GcmcGraphDataset
+from redshells.contrib.model import GraphConvolutionalMatrixCompletion
+from redshells.contrib.model.gcmc_dataset import GcmcDataset, GcmcGraphDataset
 
 
 def _make_sparse_matrix(n, m, n_values):
@@ -81,7 +81,7 @@ def test_item_cold_start(self):
         self.assertIsNotNone(results[0])
         self.assertIsNotNone(results[1])
 
-    @patch('redshells.model.GraphConvolutionalMatrixCompletion.get_user_feature')
+    @patch('redshells.contrib.model.GraphConvolutionalMatrixCompletion.get_user_feature')
     def test_get_user_feature_with_new_items(self, dummy_get_user_feature):
         n_users = 10
         n_items = 20
diff --git a/test/contrib/train/__init__.py b/test/contrib/train/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/test/train/test_gcmc_dataset.py b/test/contrib/train/test_gcmc_dataset.py
similarity index 95%
rename from test/train/test_gcmc_dataset.py
rename to test/contrib/train/test_gcmc_dataset.py
index eed7653..576a0c3 100644
--- a/test/train/test_gcmc_dataset.py
+++ b/test/contrib/train/test_gcmc_dataset.py
@@ -3,8 +3,8 @@
 
 import numpy as np
 
-from redshells.model.gcmc_dataset import GcmcDataset
-from redshells.model.graph_convolutional_matrix_completion import GcmcGraphDataset
+from redshells.contrib.model.gcmc_dataset import GcmcDataset
+from redshells.contrib.model.graph_convolutional_matrix_completion import GcmcGraphDataset
 
 logger = getLogger(__name__)
 

From aabe54c62124dfbf43d008f082a6f82aaa521ce3 Mon Sep 17 00:00:00 2001
From: hirosassa <hiro.sassa@gmail.com>
Date: Sun, 19 Sep 2021 09:41:38 +0900
Subject: [PATCH 4/8] fix

---
 README.md                                                    | 5 ++---
 redshells/contrib/model/__init__.py                          | 1 +
 .../model/feature_aggregation_similarity_model.py            | 0
 redshells/model/__init__.py                                  | 1 -
 4 files changed, 3 insertions(+), 4 deletions(-)
 rename redshells/{ => contrib}/model/feature_aggregation_similarity_model.py (100%)

diff --git a/README.md b/README.md
index 0816910..1be30d0 100644
--- a/README.md
+++ b/README.md
@@ -9,6 +9,5 @@ Machine learning tasks which are used with data pipeline library "luigi" and its
 
 ## Dependencies
 
-You should install `tensorflow = ">=1.13.1,<2.0"` manually if you would like to use some models.
-`Tensorflow` is not included redshells' dependencies because there are models not used it.
-For more details, see `redshells/model` directory.
+You should install `tensorflow = ">=1.13.1,<2.0"` manually if you would like to use some models under `redshells/contrib` directory.
+`Tensorflow` is not included redshells' dependencies because there are some models not used it.
diff --git a/redshells/contrib/model/__init__.py b/redshells/contrib/model/__init__.py
index 30df39d..8d02d31 100644
--- a/redshells/contrib/model/__init__.py
+++ b/redshells/contrib/model/__init__.py
@@ -1,4 +1,5 @@
 from redshells.contrib.model.factorization_machine import FactorizationMachineGraph, FactorizationMachine
+from redshells.contrib.model.feature_aggregation_similarity_model import FeatureAggregationSimilarityModel
 from redshells.contrib.model.graph_convolutional_matrix_completion import GraphConvolutionalMatrixCompletion
 from redshells.contrib.model.matrix_factorization_model import MatrixFactorizationGraph, MatrixFactorization
 import redshells.model.utils
diff --git a/redshells/model/feature_aggregation_similarity_model.py b/redshells/contrib/model/feature_aggregation_similarity_model.py
similarity index 100%
rename from redshells/model/feature_aggregation_similarity_model.py
rename to redshells/contrib/model/feature_aggregation_similarity_model.py
diff --git a/redshells/model/__init__.py b/redshells/model/__init__.py
index 1bb00fa..854af89 100644
--- a/redshells/model/__init__.py
+++ b/redshells/model/__init__.py
@@ -1,4 +1,3 @@
-from redshells.model.feature_aggregation_similarity_model import FeatureAggregationSimilarityModel
 from redshells.model.lda_model import LdaModel
 from redshells.model.scdv import SCDV
 from redshells.model.tfidf import Tfidf

From a4bf46e3971d39ddacef0f0065567e18a7830db5 Mon Sep 17 00:00:00 2001
From: hirosassa <hiro.sassa@gmail.com>
Date: Sun, 19 Sep 2021 10:17:24 +0900
Subject: [PATCH 5/8] divide directory

---
 redshells/contrib/train/__init__.py                         | 1 +
 .../train/train_feature_aggregation_similarity_model.py     | 4 ++--
 .../train/train_graph_convolutional_matrix_completion.py    | 4 ++--
 redshells/train/__init__.py                                 | 1 -
 redshells/train/train_fasttext.py                           | 4 ++--
 .../model/test_feature_aggregation_similarity_model.py      | 4 ++--
 .../test_train_feature_aggregation_similarity_model.py      | 6 +++---
 7 files changed, 12 insertions(+), 12 deletions(-)
 rename redshells/{ => contrib}/train/train_feature_aggregation_similarity_model.py (92%)
 rename test/{ => contrib}/model/test_feature_aggregation_similarity_model.py (90%)
 rename test/{ => contrib}/train/test_train_feature_aggregation_similarity_model.py (89%)

diff --git a/redshells/contrib/train/__init__.py b/redshells/contrib/train/__init__.py
index 59c1eba..fbc11e2 100644
--- a/redshells/contrib/train/__init__.py
+++ b/redshells/contrib/train/__init__.py
@@ -1,3 +1,4 @@
+from redshells.contrib.train.train_feature_aggregation_similarity_model import TrainFeatureAggregationSimilarityModel
 from redshells.contrib.train.train_graph_convolutional_matrix_completion import TrainGraphConvolutionalMatrixCompletion
 from redshells.contrib.train.train_matrix_factorization import TrainMatrixFactorization
 import redshells.train.utils
diff --git a/redshells/train/train_feature_aggregation_similarity_model.py b/redshells/contrib/train/train_feature_aggregation_similarity_model.py
similarity index 92%
rename from redshells/train/train_feature_aggregation_similarity_model.py
rename to redshells/contrib/train/train_feature_aggregation_similarity_model.py
index 012289d..8861a93 100644
--- a/redshells/train/train_feature_aggregation_similarity_model.py
+++ b/redshells/contrib/train/train_feature_aggregation_similarity_model.py
@@ -5,8 +5,8 @@
 
 import gokart
 
-from redshells.model import FeatureAggregationSimilarityModel
-from redshells.model.feature_aggregation_similarity_model import FeatureAggregationSimilarityDataset
+from redshells.contrib.model import FeatureAggregationSimilarityModel
+from redshells.contrib.model.feature_aggregation_similarity_model import FeatureAggregationSimilarityDataset
 
 logger = getLogger(__name__)
 
diff --git a/redshells/contrib/train/train_graph_convolutional_matrix_completion.py b/redshells/contrib/train/train_graph_convolutional_matrix_completion.py
index a906e18..00389c9 100644
--- a/redshells/contrib/train/train_graph_convolutional_matrix_completion.py
+++ b/redshells/contrib/train/train_graph_convolutional_matrix_completion.py
@@ -5,8 +5,8 @@
 import sklearn
 
 import gokart
-from redshells.model.contrib.gcmc_dataset import GcmcDataset, GcmcGraphDataset
-from redshells.model.contrib.graph_convolutional_matrix_completion import GraphConvolutionalMatrixCompletion
+from redshells.contrib.model.gcmc_dataset import GcmcDataset, GcmcGraphDataset
+from redshells.contrib.model.graph_convolutional_matrix_completion import GraphConvolutionalMatrixCompletion
 
 logger = getLogger(__name__)
 
diff --git a/redshells/train/__init__.py b/redshells/train/__init__.py
index b5a4289..20c1b08 100644
--- a/redshells/train/__init__.py
+++ b/redshells/train/__init__.py
@@ -5,7 +5,6 @@
 from redshells.train.train_doc2vec import TrainDoc2Vec
 from redshells.train.train_factorization_machine import TrainFactorizationMachine
 from redshells.train.train_fasttext import TrainFastText
-from redshells.train.train_feature_aggregation_similarity_model import TrainFeatureAggregationSimilarityModel
 from redshells.train.train_lda_model import TrainLdaModel
 from redshells.train.train_pairwise_similarity_model import TrainPairwiseSimilarityModel
 from redshells.train.train_tfidf import TrainTfidf
diff --git a/redshells/train/train_fasttext.py b/redshells/train/train_fasttext.py
index c54a729..f52efe8 100644
--- a/redshells/train/train_fasttext.py
+++ b/redshells/train/train_fasttext.py
@@ -6,7 +6,7 @@
 import luigi
 
 import gokart
-import redshells
+from redshells.train.utils import TokenIterator
 
 logger = getLogger(__name__)
 
@@ -31,7 +31,7 @@ def run(self):
         shuffle(texts)
 
         if isinstance(texts[0], str):
-            texts = redshells.train.utils.TokenIterator(texts=texts)
+            texts = TokenIterator(texts=texts)
 
         logger.info(f'training FastText...')
         model = gensim.models.FastText(sentences=texts, **self.fasttext_kwargs)
diff --git a/test/model/test_feature_aggregation_similarity_model.py b/test/contrib/model/test_feature_aggregation_similarity_model.py
similarity index 90%
rename from test/model/test_feature_aggregation_similarity_model.py
rename to test/contrib/model/test_feature_aggregation_similarity_model.py
index dfe55c2..6d438fc 100644
--- a/test/model/test_feature_aggregation_similarity_model.py
+++ b/test/contrib/model/test_feature_aggregation_similarity_model.py
@@ -3,8 +3,8 @@
 
 import numpy as np
 
-from redshells.model import FeatureAggregationSimilarityModel
-from redshells.model.feature_aggregation_similarity_model import FeatureAggregationSimilarityDataset
+from redshells.contrib.model import FeatureAggregationSimilarityModel
+from redshells.contrib.model.feature_aggregation_similarity_model import FeatureAggregationSimilarityDataset
 
 logger = getLogger(__name__)
 
diff --git a/test/train/test_train_feature_aggregation_similarity_model.py b/test/contrib/train/test_train_feature_aggregation_similarity_model.py
similarity index 89%
rename from test/train/test_train_feature_aggregation_similarity_model.py
rename to test/contrib/train/test_train_feature_aggregation_similarity_model.py
index 44cbee2..69e0408 100644
--- a/test/train/test_train_feature_aggregation_similarity_model.py
+++ b/test/contrib/train/test_train_feature_aggregation_similarity_model.py
@@ -6,9 +6,9 @@
 
 import gokart
 
-from redshells.model import FeatureAggregationSimilarityModel
-from redshells.model.feature_aggregation_similarity_model import FeatureAggregationSimilarityDataset
-from redshells.train import TrainFeatureAggregationSimilarityModel
+from redshells.contrib.model import FeatureAggregationSimilarityModel
+from redshells.contrib.model.feature_aggregation_similarity_model import FeatureAggregationSimilarityDataset
+from redshells.contrib.train import TrainFeatureAggregationSimilarityModel
 
 logger = getLogger(__name__)
 

From c3a8b0df72790b3a5cba002836040074952b6ce6 Mon Sep 17 00:00:00 2001
From: hirosassa <hiro.sassa@gmail.com>
Date: Mon, 20 Sep 2021 11:31:17 +0900
Subject: [PATCH 6/8] fix readme

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 1be30d0..f1812ea 100644
--- a/README.md
+++ b/README.md
@@ -9,5 +9,5 @@ Machine learning tasks which are used with data pipeline library "luigi" and its
 
 ## Dependencies
 
-You should install `tensorflow = ">=1.13.1,<2.0"` manually if you would like to use some models under `redshells/contrib` directory.
+You should add `tensorflow = ">=1.13.1,<2.0"` on your app dependencies if you would like to use some models under `redshells/contrib` directory.
 `Tensorflow` is not included redshells' dependencies because there are some models not used it.

From c985cdfc09057871d535d7424cbea1353a16ce6d Mon Sep 17 00:00:00 2001
From: hirosassa <hiro.sassa@gmail.com>
Date: Wed, 22 Sep 2021 05:53:28 +0900
Subject: [PATCH 7/8] fix import

---
 redshells/app/__init__.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/redshells/app/__init__.py b/redshells/app/__init__.py
index 49c160d..6d24da7 100644
--- a/redshells/app/__init__.py
+++ b/redshells/app/__init__.py
@@ -1 +1 @@
-from redshells.contrib.app.word_item_similarity.calculate_similarity_with_matrix_factorization import CalculateSimilarityWithMatrixFactorization
+import redshells.contrib.app.word_item_similarity.calculate_similarity_with_matrix_factorization

From 723a7f34b0478a85ac49eb95fc337818b105b148 Mon Sep 17 00:00:00 2001
From: hirosassa <hiro.sassa@gmail.com>
Date: Sun, 26 Sep 2021 09:49:16 +0900
Subject: [PATCH 8/8] remove unecessary import

---
 redshells/app/__init__.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/redshells/app/__init__.py b/redshells/app/__init__.py
index 6d24da7..e69de29 100644
--- a/redshells/app/__init__.py
+++ b/redshells/app/__init__.py
@@ -1 +0,0 @@
-import redshells.contrib.app.word_item_similarity.calculate_similarity_with_matrix_factorization