Working on lab 1.

21 files changed, 1795 insertions, 1 deletions

diff --git a/.darglint b/.darglint
new file mode 100644
index 0000000..2b03755
--- /dev/null
+++ b/.darglint
@@ -0,0 +1,2 @@
+[darglint]
+strictness = short
diff --git a/.flake8 b/.flake8
new file mode 100644
index 0000000..ff25eb1
--- /dev/null
+++ b/.flake8
@@ -0,0 +1,9 @@
+[flake8]
+select = ANN,B,B9,BLK,C,D,DAR,E,F,I,S,W
+ignore = E203,E501,W503
+max-line-length = 120
+max-complexity = 10
+application-import-names = text_recognizer,tests
+import-order-style = google
+docstring-convention = google
+per-file-ignores = tests/*:S101
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 0000000..ea3565b
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,19 @@
+repos:
+-   repo: https://github.com/pre-commit/pre-commit-hooks
+    rev: v2.3.0
+    hooks:
+    -   id: check-yaml
+    -   id: end-of-file-fixer
+    -   id: trailing-whitespace
+-   repo: local
+    hooks:
+    -   id: black
+        name: black
+        entry: poetry run black
+        language: system
+        types: [python]
+    -   id: flake8
+        name: flake8
+        entry: poetry run flake8
+        language: system
+        types: [python]
diff --git a/.pytype/.ninja_deps b/.pytype/.ninja_deps
new file mode 100644
index 0000000..e5675ec
--- /dev/null
+++ b/.pytype/.ninja_deps
diff --git a/.pytype/.ninja_log b/.pytype/.ninja_log
new file mode 100644
index 0000000..f8da7b2
--- /dev/null
+++ b/.pytype/.ninja_log
@@ -0,0 +1,3 @@
+# ninja log v5
+0	1769	1590876394260333833	/home/akternurra/Documents/projects/quest-for-general-artifical-intelligence/projects/text-recognizer/.pytype/pyi/noxfile.pyi	811235ad33f6b631
+1769	2447	1590876395080319985	/home/akternurra/Documents/projects/quest-for-general-artifical-intelligence/projects/text-recognizer/.pytype/pyi/text_recognizer/__init__.pyi	311d30133756898b
diff --git a/.pytype/build.ninja b/.pytype/build.ninja
new file mode 100644
index 0000000..c01b656
--- /dev/null
+++ b/.pytype/build.ninja
@@ -0,0 +1,12 @@
+rule infer
+  command = /home/akternurra/Documents/projects/quest-for-general-artifical-intelligence/projects/text-recognizer/.nox/pytype/bin/python -m pytype.single --imports_info $imports --module-name $module -V 3.7 -o $out --no-report-errors --nofail --quick $in
+  description = infer $module
+rule check
+  command = /home/akternurra/Documents/projects/quest-for-general-artifical-intelligence/projects/text-recognizer/.nox/pytype/bin/python -m pytype.single --disable import-error --imports_info $imports --module-name $module -V 3.7 -o $out --analyze-annotated --nofail --quick $in
+  description = check $module
+build /home/akternurra/Documents/projects/quest-for-general-artifical-intelligence/projects/text-recognizer/.pytype/pyi/noxfile.pyi: check /home/akternurra/Documents/projects/quest-for-general-artifical-intelligence/projects/text-recognizer/noxfile.py
+  imports = /home/akternurra/Documents/projects/quest-for-general-artifical-intelligence/projects/text-recognizer/.pytype/imports/noxfile.imports
+  module = noxfile
+build /home/akternurra/Documents/projects/quest-for-general-artifical-intelligence/projects/text-recognizer/.pytype/pyi/text_recognizer/__init__.pyi: check /home/akternurra/Documents/projects/quest-for-general-artifical-intelligence/projects/text-recognizer/src/text_recognizer/__init__.py
+  imports = /home/akternurra/Documents/projects/quest-for-general-artifical-intelligence/projects/text-recognizer/.pytype/imports/text_recognizer.__init__.imports
+  module = text_recognizer.__init__
diff --git a/.pytype/imports/default.pyi b/.pytype/imports/default.pyi
new file mode 100644
index 0000000..7bb11b4
--- /dev/null
+++ b/.pytype/imports/default.pyi
@@ -0,0 +1,3 @@
+
+from typing import Any
+def __getattr__(name) -> Any: ...
diff --git a/.pytype/imports/noxfile.imports b/.pytype/imports/noxfile.imports
new file mode 100644
index 0000000..e69de29
--- /dev/null
+++ b/.pytype/imports/noxfile.imports
diff --git a/.pytype/imports/text_recognizer.__init__.imports b/.pytype/imports/text_recognizer.__init__.imports
new file mode 100644
index 0000000..e69de29
--- /dev/null
+++ b/.pytype/imports/text_recognizer.__init__.imports
diff --git a/.pytype/pyi/noxfile.pyi b/.pytype/pyi/noxfile.pyi
new file mode 100644
index 0000000..d0ad1c1
--- /dev/null
+++ b/.pytype/pyi/noxfile.pyi
@@ -0,0 +1,21 @@
+# (generated with --quick)
+
+from typing import Any, Tuple
+
+Session: Any
+black: Any
+coverage: Any
+docs: Any
+lint: Any
+locations: Tuple[str, str, str]
+mypy: Any
+nox: Any
+package: str
+pytype: Any
+safety: Any
+tempfile: module
+tests: Any
+typeguard: Any
+xdoctest: Any
+
+def install_with_constraints(session, *args: str, **kwargs) -> None: ...
diff --git a/.pytype/pyi/text_recognizer/__init__.pyi b/.pytype/pyi/text_recognizer/__init__.pyi
new file mode 100644
index 0000000..716613c
--- /dev/null
+++ b/.pytype/pyi/text_recognizer/__init__.pyi
@@ -0,0 +1,3 @@
+# (generated with --quick)
+
+__version__: str
diff --git a/docs/conf.py b/docs/conf.py
new file mode 100644
index 0000000..a0eba8b
--- /dev/null
+++ b/docs/conf.py
@@ -0,0 +1,6 @@
+"""Sphinx configuration."""
+
+project = "text-recognizer"
+author = "Gustaf Rydholm"
+extensions = ["sphinx.ext.autodoc", "sphinx.ext.napoleon", "sphinx_autodoc_typehints"]
+html_static_path = ["_static"]
diff --git a/docs/index.rst b/docs/index.rst
new file mode 100644
index 0000000..bef49c6
--- /dev/null
+++ b/docs/index.rst
@@ -0,0 +1,22 @@
+The Text Recognizer Project
+==============================
+
+TBC
+
+
+Installation
+------------
+
+
+TBC
+
+
+run this command in your terminal:
+
+.. code-block:: console
+
+   $ pip install text-recognizer
+
+
+Usage
+-----
diff --git a/mypy.ini b/mypy.ini
new file mode 100644
index 0000000..4113ee9
--- /dev/null
+++ b/mypy.ini
@@ -0,0 +1,4 @@
+[mypy]
+
+[mypy-desert,marshmallow,nox.*,pytest,pytest_mock,_pytest.*]
+ignore_missing_imports = True
diff --git a/noxfile.py b/noxfile.py
new file mode 100644
index 0000000..d391ff4
--- /dev/null
+++ b/noxfile.py
@@ -0,0 +1,143 @@
+"""Nox sessions."""
+import tempfile
+from typing import Any
+
+
+import nox
+from nox.sessions import Session
+
+package = "text-recognizer"
+nox.options.sessions = "lint", "mypy", "pytype", "safety", "tests"
+locations = "src", "tests", "noxfile.py", "docs/conf.py"
+
+
+def install_with_constraints(session: Session, *args: str, **kwargs: Any) -> None:
+    """Install packages constrained by Poetry's lock file.
+
+    This function is a wrapper for nox.sessions.Session.install. It
+    invokes pip to install packages inside of the session's virtualenv.
+    Additionally, pip is passed a constraints file generated from
+    Poetry's lock file, to ensure that the packages are pinned to the
+    versions specified in poetry.lock. This allows you to manage the
+    packages as Poetry development dependencies.
+
+    Args:
+        session: The Session object.
+        args: Command-line arguments for pip.
+        kwargs: Additional keyword arguments for Session.install.
+
+    """
+    with tempfile.NamedTemporaryFile() as requirements:
+        session.run(
+            "poetry",
+            "export",
+            "--dev",
+            "--format=requirements.txt",
+            f"--output={requirements.name}",
+            external=True,
+        )
+        session.install(f"--constraint={requirements.name}", *args, **kwargs)
+
+
+@nox.session(python="3.8")
+def black(session: Session) -> None:
+    """Run black code formatter."""
+    args = session.posargs or locations
+    install_with_constraints(session, "black")
+    session.run("black", *args)
+
+
+@nox.session(python=["3.8", "3.7"])
+def lint(session: Session) -> None:
+    """Lint using flake8."""
+    args = session.posargs or locations
+    install_with_constraints(
+        session,
+        "flake8",
+        "flake8-annotations",
+        "flake8-bandit",
+        "flake8-black",
+        "flake8-bugbear",
+        "flake8-docstrings",
+        "flake8-import-order",
+        "darglint",
+    )
+    session.run("flake8", *args)
+
+
+@nox.session(python="3.8")
+def safety(session: Session) -> None:
+    """Scan dependencies for insecure packages."""
+    with tempfile.NamedTemporaryFile() as requirements:
+        session.run(
+            "poetry",
+            "export",
+            "--dev",
+            "--format=requirements.txt",
+            "--without-hashes",
+            f"--output={requirements.name}",
+            external=True,
+        )
+        install_with_constraints(session, "safety")
+        session.run("safety", "check", f"--file={requirements.name}", "--full-report")
+
+
+@nox.session(python=["3.8", "3.7"])
+def mypy(session: Session) -> None:
+    """Type-check using mypy."""
+    args = session.posargs or locations
+    install_with_constraints(session, "mypy")
+    session.run("mypy", *args)
+
+
+@nox.session(python="3.7")
+def pytype(session: Session) -> None:
+    """Type-check using pytype."""
+    args = session.posargs or ["--disable=import-error", *locations]
+    install_with_constraints(session, "pytype")
+    session.run("pytype", *args)
+
+
+@nox.session(python=["3.8", "3.7"])
+def tests(session: Session) -> None:
+    """Run the test suite."""
+    args = session.posargs or ["--cov", "-m", "not e2e"]
+    session.run("poetry", "install", "--no-dev", external=True)
+    install_with_constraints(
+        session, "coverage[toml]", "pytest", "pytest-cov", "pytest-mock"
+    )
+    session.run("pytest", *args)
+
+
+@nox.session(python=["3.8", "3.7"])
+def typeguard(session: Session) -> None:
+    """Runtime type checking using Typeguard."""
+    args = session.posargs or ["-m", "not e2e"]
+    session.run("poetry", "install", "--no-dev", external=True)
+    install_with_constraints(session, "pytest", "pytest-mock", "typeguard")
+    session.run("pytest", f"--typeguard-packages={package}", *args)
+
+
+@nox.session(python=["3.8", "3.7"])
+def xdoctest(session: Session) -> None:
+    """Run examples with xdoctest."""
+    args = session.posargs or ["all"]
+    session.run("poetry", "install", "--no-dev", external=True)
+    install_with_constraints(session, "xdoctest")
+    session.run("python", "-m", "xdoctest", package, *args)
+
+
+@nox.session(python="3.8")
+def coverage(session: Session) -> None:
+    """Upload coverage data."""
+    install_with_constraints(session, "coverage[toml]", "codecov")
+    session.run("coverage", "xml", "--fail-under=0")
+    session.run("codecov", *session.posargs)
+
+
+@nox.session(python="3.8")
+def docs(session: Session) -> None:
+    """Build the documentation."""
+    session.run("poetry", "install", "--no-dev", external=True)
+    install_with_constraints(session, "sphinx", "sphinx-autodoc-typehints")
+    session.run("sphinx-build", "docs", "docs/_build")
diff --git a/poetry.lock b/poetry.lock
index 2b4473f..002e344 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,5 +1,98 @@
 [[package]]
 category = "main"
+description = "A configurable sidebar-enabled Sphinx theme"
+name = "alabaster"
+optional = false
+python-versions = "*"
+version = "0.7.12"
+
+[[package]]
+category = "dev"
+description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+name = "appdirs"
+optional = false
+python-versions = "*"
+version = "1.4.4"
+
+[[package]]
+category = "dev"
+description = "Atomic file writes."
+marker = "sys_platform == \"win32\""
+name = "atomicwrites"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+version = "1.4.0"
+
+[[package]]
+category = "main"
+description = "Classes Without Boilerplate"
+name = "attrs"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+version = "19.3.0"
+
+[package.extras]
+azure-pipelines = ["coverage", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "zope.interface", "pytest-azurepipelines"]
+dev = ["coverage", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "zope.interface", "sphinx", "pre-commit"]
+docs = ["sphinx", "zope.interface"]
+tests = ["coverage", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "zope.interface"]
+
+[[package]]
+category = "main"
+description = "Internationalization utilities"
+name = "babel"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+version = "2.8.0"
+
+[package.dependencies]
+pytz = ">=2015.7"
+
+[[package]]
+category = "dev"
+description = "Security oriented static analyser for python code."
+name = "bandit"
+optional = false
+python-versions = "*"
+version = "1.6.2"
+
+[package.dependencies]
+GitPython = ">=1.0.1"
+PyYAML = ">=3.13"
+colorama = ">=0.3.9"
+six = ">=1.10.0"
+stevedore = ">=1.20.0"
+
+[[package]]
+category = "dev"
+description = "The uncompromising code formatter."
+name = "black"
+optional = false
+python-versions = ">=3.6"
+version = "19.10b0"
+
+[package.dependencies]
+appdirs = "*"
+attrs = ">=18.1.0"
+click = ">=6.5"
+pathspec = ">=0.6,<1"
+regex = "*"
+toml = ">=0.9.4"
+typed-ast = ">=1.4.0"
+
+[package.extras]
+d = ["aiohttp (>=3.3.2)", "aiohttp-cors"]
+
+[[package]]
+category = "main"
+description = "When they're not builtins, they're boltons."
+name = "boltons"
+optional = false
+python-versions = "*"
+version = "20.1.0"
+
+[[package]]
+category = "main"
 description = "Python package for providing Mozilla's CA Bundle."
 name = "certifi"
 optional = false
@@ -24,6 +117,15 @@ version = "7.1.2"
 
 [[package]]
 category = "main"
+description = "Cross-platform colored terminal text."
+marker = "sys_platform == \"win32\" or platform_system == \"Windows\""
+name = "colorama"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+version = "0.4.3"
+
+[[package]]
+category = "main"
 description = "Updated configparser from Python 3.8 for Python 2.6+."
 name = "configparser"
 optional = false
@@ -35,6 +137,64 @@ docs = ["sphinx", "jaraco.packaging (>=3.2)", "rst.linker (>=1.9)"]
 testing = ["pytest (>=3.5,<3.7.3 || >3.7.3)", "pytest-checkdocs (>=1.2.3)", "pytest-flake8", "pytest-black-multipy", "pytest-cov"]
 
 [[package]]
+category = "dev"
+description = "Code coverage measurement for Python"
+name = "coverage"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, <4"
+version = "5.1"
+
+[package.dependencies]
+[package.dependencies.toml]
+optional = true
+version = "*"
+
+[package.extras]
+toml = ["toml"]
+
+[[package]]
+category = "main"
+description = "A utility for ensuring Google-style docstrings stay up to date with the source code."
+name = "darglint"
+optional = false
+python-versions = ">=3.5,<4.0"
+version = "1.3.1"
+
+[[package]]
+category = "main"
+description = "A backport of the dataclasses module for Python 3.6"
+name = "dataclasses"
+optional = false
+python-versions = "*"
+version = "0.6"
+
+[[package]]
+category = "dev"
+description = "Decorators for Humans"
+marker = "python_version == \"3.7\""
+name = "decorator"
+optional = false
+python-versions = ">=2.6, !=3.0.*, !=3.1.*"
+version = "4.4.2"
+
+[[package]]
+category = "main"
+description = "Deserialize to objects while staying DRY"
+name = "desert"
+optional = false
+python-versions = "*"
+version = "2020.1.6"
+
+[package.dependencies]
+attrs = "*"
+dataclasses = "*"
+marshmallow = ">=3.0"
+typing-inspect = "*"
+
+[package.extras]
+dev = ["coverage", "cuvner", "pytest", "tox", "versioneer", "black", "pylint", "pex", "bump2version", "docutils", "check-manifest", "readme-renderer", "pygments", "isort", "mypy", "pytest-sphinx", "towncrier", "marshmallow-union", "marshmallow-enum", "twine", "wheel"]
+
+[[package]]
 category = "main"
 description = "Python bindings for the docker credentials store API"
 name = "docker-pycreds"
@@ -47,6 +207,143 @@ six = ">=1.4.0"
 
 [[package]]
 category = "main"
+description = "Docutils -- Python Documentation Utilities"
+name = "docutils"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+version = "0.16"
+
+[[package]]
+category = "dev"
+description = "A parser for Python dependency files"
+name = "dparse"
+optional = false
+python-versions = ">=3.5"
+version = "0.5.1"
+
+[package.dependencies]
+packaging = "*"
+pyyaml = "*"
+toml = "*"
+
+[package.extras]
+pipenv = ["pipenv"]
+
+[[package]]
+category = "main"
+description = "the modular source code checker: pep8 pyflakes and co"
+name = "flake8"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
+version = "3.8.2"
+
+[package.dependencies]
+mccabe = ">=0.6.0,<0.7.0"
+pycodestyle = ">=2.6.0a1,<2.7.0"
+pyflakes = ">=2.2.0,<2.3.0"
+
+[package.dependencies.importlib-metadata]
+python = "<3.8"
+version = "*"
+
+[[package]]
+category = "main"
+description = "Flake8 Type Annotation Checks"
+name = "flake8-annotations"
+optional = false
+python-versions = ">=3.6.1,<4.0.0"
+version = "2.1.0"
+
+[package.dependencies]
+flake8 = ">=3.7.9,<4.0.0"
+
+[package.dependencies.typed-ast]
+python = "<3.8"
+version = ">=1.4,<2.0"
+
+[[package]]
+category = "dev"
+description = "Automated security testing with bandit and flake8."
+name = "flake8-bandit"
+optional = false
+python-versions = "*"
+version = "2.1.2"
+
+[package.dependencies]
+bandit = "*"
+flake8 = "*"
+flake8-polyfill = "*"
+pycodestyle = "*"
+
+[[package]]
+category = "dev"
+description = "flake8 plugin to call black as a code style validator"
+name = "flake8-black"
+optional = false
+python-versions = "*"
+version = "0.2.0"
+
+[package.dependencies]
+black = "*"
+flake8 = ">=3.0.0"
+
+[[package]]
+category = "dev"
+description = "A plugin for flake8 finding likely bugs and design problems in your program. Contains warnings that don't belong in pyflakes and pycodestyle."
+name = "flake8-bugbear"
+optional = false
+python-versions = ">=3.6"
+version = "20.1.4"
+
+[package.dependencies]
+attrs = ">=19.2.0"
+flake8 = ">=3.0.0"
+
+[[package]]
+category = "main"
+description = "Extension for flake8 which uses pydocstyle to check docstrings"
+name = "flake8-docstrings"
+optional = false
+python-versions = "*"
+version = "1.5.0"
+
+[package.dependencies]
+flake8 = ">=3"
+pydocstyle = ">=2.1"
+
+[[package]]
+category = "dev"
+description = "Flake8 and pylama plugin that checks the ordering of import statements."
+name = "flake8-import-order"
+optional = false
+python-versions = "*"
+version = "0.18.1"
+
+[package.dependencies]
+pycodestyle = "*"
+setuptools = "*"
+
+[[package]]
+category = "dev"
+description = "Polyfill package for Flake8 plugins"
+name = "flake8-polyfill"
+optional = false
+python-versions = "*"
+version = "1.0.2"
+
+[package.dependencies]
+flake8 = "*"
+
+[[package]]
+category = "main"
+description = "Clean single-source support for Python 3 and 2"
+name = "future"
+optional = false
+python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
+version = "0.18.2"
+
+[[package]]
+category = "main"
 description = "Git Object Database"
 name = "gitdb"
 optional = false
@@ -99,6 +396,18 @@ test = ["pytest (3.0.2)", "pytest-django (2.9.1)", "pytest-cov (2.3.1)", "covera
 
 [[package]]
 category = "main"
+description = "Read and write HDF5 files from Python"
+name = "h5py"
+optional = false
+python-versions = "*"
+version = "2.10.0"
+
+[package.dependencies]
+numpy = ">=1.7"
+six = "*"
+
+[[package]]
+category = "main"
 description = "Internationalized Domain Names in Applications (IDNA)"
 name = "idna"
 optional = false
@@ -107,6 +416,161 @@ version = "2.9"
 
 [[package]]
 category = "main"
+description = "Getting image size from png/jpeg/jpeg2000/gif file"
+name = "imagesize"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+version = "1.2.0"
+
+[[package]]
+category = "dev"
+description = "A library to calculate python dependency graphs."
+marker = "python_version == \"3.7\""
+name = "importlab"
+optional = false
+python-versions = ">=2.7.0"
+version = "0.5.1"
+
+[package.dependencies]
+networkx = "*"
+six = "*"
+
+[[package]]
+category = "main"
+description = "Read metadata from Python packages"
+marker = "python_version < \"3.8\""
+name = "importlib-metadata"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
+version = "1.6.0"
+
+[package.dependencies]
+zipp = ">=0.5"
+
+[package.extras]
+docs = ["sphinx", "rst.linker"]
+testing = ["packaging", "importlib-resources"]
+
+[[package]]
+category = "main"
+description = "A very fast and expressive template engine."
+name = "jinja2"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+version = "2.11.2"
+
+[package.dependencies]
+MarkupSafe = ">=0.23"
+
+[package.extras]
+i18n = ["Babel (>=0.8)"]
+
+[[package]]
+category = "main"
+description = "Safely add untrusted strings to HTML/XML markup."
+name = "markupsafe"
+optional = false
+python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*"
+version = "1.1.1"
+
+[[package]]
+category = "main"
+description = "A lightweight library for converting complex datatypes to and from native Python datatypes."
+name = "marshmallow"
+optional = false
+python-versions = ">=3.5"
+version = "3.6.0"
+
+[package.extras]
+dev = ["pytest", "pytz", "simplejson", "mypy (0.770)", "flake8 (3.7.9)", "flake8-bugbear (20.1.4)", "pre-commit (>=1.20,<3.0)", "tox"]
+docs = ["sphinx (3.0.3)", "sphinx-issues (1.2.0)", "alabaster (0.7.12)", "sphinx-version-warning (1.1.2)"]
+lint = ["mypy (0.770)", "flake8 (3.7.9)", "flake8-bugbear (20.1.4)", "pre-commit (>=1.20,<3.0)"]
+tests = ["pytest", "pytz", "simplejson"]
+
+[[package]]
+category = "main"
+description = "McCabe checker, plugin for flake8"
+name = "mccabe"
+optional = false
+python-versions = "*"
+version = "0.6.1"
+
+[[package]]
+category = "dev"
+description = "More routines for operating on iterables, beyond itertools"
+name = "more-itertools"
+optional = false
+python-versions = ">=3.5"
+version = "8.3.0"
+
+[[package]]
+category = "dev"
+description = "Optional static typing for Python"
+name = "mypy"
+optional = false
+python-versions = ">=3.5"
+version = "0.770"
+
+[package.dependencies]
+mypy-extensions = ">=0.4.3,<0.5.0"
+typed-ast = ">=1.4.0,<1.5.0"
+typing-extensions = ">=3.7.4"
+
+[package.extras]
+dmypy = ["psutil (>=4.0)"]
+
+[[package]]
+category = "main"
+description = "Experimental type system extensions for programs checked with the mypy typechecker."
+name = "mypy-extensions"
+optional = false
+python-versions = "*"
+version = "0.4.3"
+
+[[package]]
+category = "dev"
+description = "Python package for creating and manipulating graphs and networks"
+marker = "python_version == \"3.7\""
+name = "networkx"
+optional = false
+python-versions = ">=3.5"
+version = "2.4"
+
+[package.dependencies]
+decorator = ">=4.3.0"
+
+[package.extras]
+all = ["numpy", "scipy", "pandas", "matplotlib", "pygraphviz", "pydot", "pyyaml", "gdal", "lxml", "pytest"]
+gdal = ["gdal"]
+lxml = ["lxml"]
+matplotlib = ["matplotlib"]
+numpy = ["numpy"]
+pandas = ["pandas"]
+pydot = ["pydot"]
+pygraphviz = ["pygraphviz"]
+pytest = ["pytest"]
+pyyaml = ["pyyaml"]
+scipy = ["scipy"]
+
+[[package]]
+category = "dev"
+description = "Ninja is a small build system with a focus on speed"
+marker = "python_version == \"3.7\""
+name = "ninja"
+optional = false
+python-versions = "*"
+version = "1.9.0.post1"
+
+[[package]]
+category = "main"
+description = "NumPy is the fundamental package for array computing with Python."
+name = "numpy"
+optional = false
+python-versions = ">=3.5"
+version = "1.18.4"
+
+[[package]]
+category = "main"
 description = "Python Bindings for the NVIDIA Management Library"
 name = "nvidia-ml-py3"
 optional = false
@@ -115,6 +579,26 @@ version = "7.352.0"
 
 [[package]]
 category = "main"
+description = "Core utilities for Python packages"
+name = "packaging"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+version = "20.4"
+
+[package.dependencies]
+pyparsing = ">=2.0.2"
+six = "*"
+
+[[package]]
+category = "dev"
+description = "Utility library for gitignore style pattern matching of file paths."
+name = "pathspec"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+version = "0.8.0"
+
+[[package]]
+category = "main"
 description = "File system general utilities"
 name = "pathtools"
 optional = false
@@ -122,6 +606,38 @@ python-versions = "*"
 version = "0.1.2"
 
 [[package]]
+category = "dev"
+description = "Python Build Reasonableness"
+name = "pbr"
+optional = false
+python-versions = "*"
+version = "5.4.5"
+
+[[package]]
+category = "main"
+description = "Python Imaging Library (Fork)"
+name = "pillow"
+optional = false
+python-versions = ">=3.5"
+version = "7.1.2"
+
+[[package]]
+category = "dev"
+description = "plugin and hook calling mechanisms for python"
+name = "pluggy"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+version = "0.13.1"
+
+[package.dependencies]
+[package.dependencies.importlib-metadata]
+python = "<3.8"
+version = ">=0.12"
+
+[package.extras]
+dev = ["pre-commit", "tox"]
+
+[[package]]
 category = "main"
 description = "Promises/A+ implementation for Python"
 name = "promise"
@@ -147,6 +663,112 @@ version = "5.7.0"
 enum = ["enum34"]
 
 [[package]]
+category = "dev"
+description = "library with cross-python path, ini-parsing, io, code, log facilities"
+name = "py"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+version = "1.8.1"
+
+[[package]]
+category = "main"
+description = "Python style guide checker"
+name = "pycodestyle"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+version = "2.6.0"
+
+[[package]]
+category = "main"
+description = "Python docstring style checker"
+name = "pydocstyle"
+optional = false
+python-versions = ">=3.5"
+version = "5.0.2"
+
+[package.dependencies]
+snowballstemmer = "*"
+
+[[package]]
+category = "main"
+description = "passive checker of Python programs"
+name = "pyflakes"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+version = "2.2.0"
+
+[[package]]
+category = "main"
+description = "Pygments is a syntax highlighting package written in Python."
+name = "pygments"
+optional = false
+python-versions = ">=3.5"
+version = "2.6.1"
+
+[[package]]
+category = "main"
+description = "Python parsing module"
+name = "pyparsing"
+optional = false
+python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
+version = "2.4.7"
+
+[[package]]
+category = "dev"
+description = "pytest: simple powerful testing with Python"
+name = "pytest"
+optional = false
+python-versions = ">=3.5"
+version = "5.4.2"
+
+[package.dependencies]
+atomicwrites = ">=1.0"
+attrs = ">=17.4.0"
+colorama = "*"
+more-itertools = ">=4.0.0"
+packaging = "*"
+pluggy = ">=0.12,<1.0"
+py = ">=1.5.0"
+wcwidth = "*"
+
+[package.dependencies.importlib-metadata]
+python = "<3.8"
+version = ">=0.12"
+
+[package.extras]
+checkqa-mypy = ["mypy (v0.761)"]
+testing = ["argcomplete", "hypothesis (>=3.56)", "mock", "nose", "requests", "xmlschema"]
+
+[[package]]
+category = "dev"
+description = "Pytest plugin for measuring coverage."
+name = "pytest-cov"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+version = "2.9.0"
+
+[package.dependencies]
+coverage = ">=4.4"
+pytest = ">=3.6"
+
+[package.extras]
+testing = ["fields", "hunter", "process-tests (2.0.2)", "six", "pytest-xdist", "virtualenv"]
+
+[[package]]
+category = "dev"
+description = "Thin-wrapper around the mock package for easier use with pytest"
+name = "pytest-mock"
+optional = false
+python-versions = ">=3.5"
+version = "3.1.0"
+
+[package.dependencies]
+pytest = ">=2.7"
+
+[package.extras]
+dev = ["pre-commit", "tox", "pytest-asyncio"]
+
+[[package]]
 category = "main"
 description = "Extensions to the standard Python datetime module"
 name = "python-dateutil"
@@ -158,6 +780,31 @@ version = "2.8.1"
 six = ">=1.5"
 
 [[package]]
+category = "dev"
+description = "Python type inferencer"
+marker = "python_version == \"3.7\""
+name = "pytype"
+optional = false
+python-versions = "<3.8,>=3.5"
+version = "2020.5.13"
+
+[package.dependencies]
+attrs = "*"
+importlab = ">=0.5.1"
+ninja = "*"
+pyyaml = ">=3.11"
+six = "*"
+typed_ast = "*"
+
+[[package]]
+category = "main"
+description = "World timezone definitions, modern and historical"
+name = "pytz"
+optional = false
+python-versions = "*"
+version = "2020.1"
+
+[[package]]
 category = "main"
 description = "YAML parser and emitter for Python"
 name = "pyyaml"
@@ -166,6 +813,14 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 version = "5.3.1"
 
 [[package]]
+category = "dev"
+description = "Alternative regular expression module, to replace re."
+name = "regex"
+optional = false
+python-versions = "*"
+version = "2020.5.14"
+
+[[package]]
 category = "main"
 description = "Python HTTP for Humans."
 name = "requests"
@@ -184,6 +839,21 @@ security = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)"]
 socks = ["PySocks (>=1.5.6,<1.5.7 || >1.5.7)", "win-inet-pton"]
 
 [[package]]
+category = "dev"
+description = "Checks installed dependencies for known vulnerabilities."
+name = "safety"
+optional = false
+python-versions = ">=3.5"
+version = "1.9.0"
+
+[package.dependencies]
+Click = ">=6.0"
+dparse = ">=0.5.1"
+packaging = "*"
+requests = "*"
+setuptools = "*"
+
+[[package]]
 category = "main"
 description = "Python client for Sentry (https://getsentry.com)"
 name = "sentry-sdk"
@@ -235,6 +905,155 @@ version = "3.0.4"
 
 [[package]]
 category = "main"
+description = "This package provides 26 stemmers for 25 languages generated from Snowball algorithms."
+name = "snowballstemmer"
+optional = false
+python-versions = "*"
+version = "2.0.0"
+
+[[package]]
+category = "main"
+description = "Python documentation generator"
+name = "sphinx"
+optional = false
+python-versions = ">=3.5"
+version = "3.0.4"
+
+[package.dependencies]
+Jinja2 = ">=2.3"
+Pygments = ">=2.0"
+alabaster = ">=0.7,<0.8"
+babel = ">=1.3"
+colorama = ">=0.3.5"
+docutils = ">=0.12"
+imagesize = "*"
+packaging = "*"
+requests = ">=2.5.0"
+setuptools = "*"
+snowballstemmer = ">=1.1"
+sphinxcontrib-applehelp = "*"
+sphinxcontrib-devhelp = "*"
+sphinxcontrib-htmlhelp = "*"
+sphinxcontrib-jsmath = "*"
+sphinxcontrib-qthelp = "*"
+sphinxcontrib-serializinghtml = "*"
+
+[package.extras]
+docs = ["sphinxcontrib-websupport"]
+lint = ["flake8 (>=3.5.0)", "flake8-import-order", "mypy (>=0.770)", "docutils-stubs"]
+test = ["pytest", "pytest-cov", "html5lib", "typed-ast", "cython"]
+
+[[package]]
+category = "main"
+description = "Type hints (PEP 484) support for the Sphinx autodoc extension"
+name = "sphinx-autodoc-typehints"
+optional = false
+python-versions = ">=3.5.2"
+version = "1.10.3"
+
+[package.dependencies]
+Sphinx = ">=2.1"
+
+[package.extras]
+test = ["pytest (>=3.1.0)", "typing-extensions (>=3.5)", "sphobjinv (>=2.0)", "dataclasses"]
+type_comments = ["typed-ast (>=1.4.0)"]
+
+[[package]]
+category = "main"
+description = "Read the Docs theme for Sphinx"
+name = "sphinx-rtd-theme"
+optional = false
+python-versions = "*"
+version = "0.4.3"
+
+[package.dependencies]
+sphinx = "*"
+
+[[package]]
+category = "main"
+description = "sphinxcontrib-applehelp is a sphinx extension which outputs Apple help books"
+name = "sphinxcontrib-applehelp"
+optional = false
+python-versions = ">=3.5"
+version = "1.0.2"
+
+[package.extras]
+lint = ["flake8", "mypy", "docutils-stubs"]
+test = ["pytest"]
+
+[[package]]
+category = "main"
+description = "sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp document."
+name = "sphinxcontrib-devhelp"
+optional = false
+python-versions = ">=3.5"
+version = "1.0.2"
+
+[package.extras]
+lint = ["flake8", "mypy", "docutils-stubs"]
+test = ["pytest"]
+
+[[package]]
+category = "main"
+description = "sphinxcontrib-htmlhelp is a sphinx extension which renders HTML help files"
+name = "sphinxcontrib-htmlhelp"
+optional = false
+python-versions = ">=3.5"
+version = "1.0.3"
+
+[package.extras]
+lint = ["flake8", "mypy", "docutils-stubs"]
+test = ["pytest", "html5lib"]
+
+[[package]]
+category = "main"
+description = "A sphinx extension which renders display math in HTML via JavaScript"
+name = "sphinxcontrib-jsmath"
+optional = false
+python-versions = ">=3.5"
+version = "1.0.1"
+
+[package.extras]
+test = ["pytest", "flake8", "mypy"]
+
+[[package]]
+category = "main"
+description = "sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp document."
+name = "sphinxcontrib-qthelp"
+optional = false
+python-versions = ">=3.5"
+version = "1.0.3"
+
+[package.extras]
+lint = ["flake8", "mypy", "docutils-stubs"]
+test = ["pytest"]
+
+[[package]]
+category = "main"
+description = "sphinxcontrib-serializinghtml is a sphinx extension which outputs \"serialized\" HTML files (json and pickle)."
+name = "sphinxcontrib-serializinghtml"
+optional = false
+python-versions = ">=3.5"
+version = "1.1.4"
+
+[package.extras]
+lint = ["flake8", "mypy", "docutils-stubs"]
+test = ["pytest"]
+
+[[package]]
+category = "dev"
+description = "Manage dynamic plugins for Python applications"
+name = "stevedore"
+optional = false
+python-versions = "*"
+version = "1.32.0"
+
+[package.dependencies]
+pbr = ">=2.0.0,<2.1.0 || >2.1.0"
+six = ">=1.10.0"
+
+[[package]]
+category = "main"
 description = "A backport of the subprocess module from Python 3 for use on 2.x."
 name = "subprocess32"
 optional = false
@@ -243,6 +1062,90 @@ version = "3.5.4"
 
 [[package]]
 category = "main"
+description = "Python Library for Tom's Obvious, Minimal Language"
+name = "toml"
+optional = false
+python-versions = "*"
+version = "0.10.1"
+
+[[package]]
+category = "main"
+description = "Tensors and Dynamic neural networks in Python with strong GPU acceleration"
+name = "torch"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.6.0"
+version = "1.5.0"
+
+[package.dependencies]
+future = "*"
+numpy = "*"
+
+[[package]]
+category = "main"
+description = "Model summary in PyTorch similar to `model.summary()` in Keras"
+name = "torchsummary"
+optional = false
+python-versions = "*"
+version = "1.5.1"
+
+[[package]]
+category = "main"
+description = "image and video datasets and models for torch deep learning"
+name = "torchvision"
+optional = false
+python-versions = "*"
+version = "0.6.0"
+
+[package.dependencies]
+numpy = "*"
+pillow = ">=4.1.1"
+torch = "1.5.0"
+
+[package.extras]
+scipy = ["scipy"]
+
+[[package]]
+category = "main"
+description = "a fork of Python 2 and 3 ast modules with type comment support"
+name = "typed-ast"
+optional = false
+python-versions = "*"
+version = "1.4.1"
+
+[[package]]
+category = "dev"
+description = "Run-time type checker for Python"
+name = "typeguard"
+optional = false
+python-versions = ">=3.5.2"
+version = "2.7.1"
+
+[package.extras]
+doc = ["sphinx-rtd-theme", "sphinx-autodoc-typehints (>=1.2.0)"]
+test = ["pytest", "pytest-cov", "typing-extensions"]
+
+[[package]]
+category = "main"
+description = "Backported and Experimental Type Hints for Python 3.5+"
+name = "typing-extensions"
+optional = false
+python-versions = "*"
+version = "3.7.4.2"
+
+[[package]]
+category = "main"
+description = "Runtime inspection utilities for typing module."
+name = "typing-inspect"
+optional = false
+python-versions = "*"
+version = "0.6.0"
+
+[package.dependencies]
+mypy-extensions = ">=0.3.0"
+typing-extensions = ">=3.7.4"
+
+[[package]]
+category = "main"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 name = "urllib3"
 optional = false
@@ -296,11 +1199,80 @@ pathtools = ">=0.1.1"
 [package.extras]
 watchmedo = ["PyYAML (>=3.10)", "argh (>=0.24.1)"]
 
+[[package]]
+category = "dev"
+description = "Measures number of Terminal column cells of wide-character codes"
+name = "wcwidth"
+optional = false
+python-versions = "*"
+version = "0.1.9"
+
+[[package]]
+category = "dev"
+description = "A rewrite of the builtin doctest module"
+name = "xdoctest"
+optional = false
+python-versions = "*"
+version = "0.12.0"
+
+[package.dependencies]
+six = "*"
+
+[package.extras]
+all = ["six", "pytest", "pytest-cov", "codecov", "scikit-build", "cmake", "ninja", "pybind11", "pygments", "colorama"]
+optional = ["pygments", "colorama"]
+tests = ["pytest", "pytest-cov", "codecov", "scikit-build", "cmake", "ninja", "pybind11"]
+
+[[package]]
+category = "main"
+description = "Backport of pathlib-compatible object wrapper for zip files"
+marker = "python_version < \"3.8\""
+name = "zipp"
+optional = false
+python-versions = ">=3.6"
+version = "3.1.0"
+
+[package.extras]
+docs = ["sphinx", "jaraco.packaging (>=3.2)", "rst.linker (>=1.9)"]
+testing = ["jaraco.itertools", "func-timeout"]
+
 [metadata]
-content-hash = "927631cb3884c8dea64c257be7ccdcece2828c15f68a1802cb74027ccd81fef9"
+content-hash = "28a1306f655411236197f65d0115edb67622686cd094fc7ef17ef434de8951b1"
 python-versions = "^3.7"
 
 [metadata.files]
+alabaster = [
+    {file = "alabaster-0.7.12-py2.py3-none-any.whl", hash = "sha256:446438bdcca0e05bd45ea2de1668c1d9b032e1a9154c2c259092d77031ddd359"},
+    {file = "alabaster-0.7.12.tar.gz", hash = "sha256:a661d72d58e6ea8a57f7a86e37d86716863ee5e92788398526d58b26a4e4dc02"},
+]
+appdirs = [
+    {file = "appdirs-1.4.4-py2.py3-none-any.whl", hash = "sha256:a841dacd6b99318a741b166adb07e19ee71a274450e68237b4650ca1055ab128"},
+    {file = "appdirs-1.4.4.tar.gz", hash = "sha256:7d5d0167b2b1ba821647616af46a749d1c653740dd0d2415100fe26e27afdf41"},
+]
+atomicwrites = [
+    {file = "atomicwrites-1.4.0-py2.py3-none-any.whl", hash = "sha256:6d1784dea7c0c8d4a5172b6c620f40b6e4cbfdf96d783691f2e1302a7b88e197"},
+    {file = "atomicwrites-1.4.0.tar.gz", hash = "sha256:ae70396ad1a434f9c7046fd2dd196fc04b12f9e91ffb859164193be8b6168a7a"},
+]
+attrs = [
+    {file = "attrs-19.3.0-py2.py3-none-any.whl", hash = "sha256:08a96c641c3a74e44eb59afb61a24f2cb9f4d7188748e76ba4bb5edfa3cb7d1c"},
+    {file = "attrs-19.3.0.tar.gz", hash = "sha256:f7b7ce16570fe9965acd6d30101a28f62fb4a7f9e926b3bbc9b61f8b04247e72"},
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 ]
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+]
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+    {file = "typeguard-2.7.1.tar.gz", hash = "sha256:2d545c71e9439c21bcd7c28f5f55b3606e6106f7031ab58375656a1aed483ef2"},
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+typing-extensions = [
+    {file = "typing_extensions-3.7.4.2-py2-none-any.whl", hash = "sha256:f8d2bd89d25bc39dabe7d23df520442fa1d8969b82544370e03d88b5a591c392"},
+    {file = "typing_extensions-3.7.4.2-py3-none-any.whl", hash = "sha256:6e95524d8a547a91e08f404ae485bbb71962de46967e1b71a0cb89af24e761c5"},
+    {file = "typing_extensions-3.7.4.2.tar.gz", hash = "sha256:79ee589a3caca649a9bfd2a8de4709837400dfa00b6cc81962a1e6a1815969ae"},
+]
+typing-inspect = [
+    {file = "typing_inspect-0.6.0-py2-none-any.whl", hash = "sha256:de08f50a22955ddec353876df7b2545994d6df08a2f45d54ac8c05e530372ca0"},
+    {file = "typing_inspect-0.6.0-py3-none-any.whl", hash = "sha256:3b98390df4d999a28cf5b35d8b333425af5da2ece8a4ea9e98f71e7591347b4f"},
+    {file = "typing_inspect-0.6.0.tar.gz", hash = "sha256:8f1b1dd25908dbfd81d3bebc218011531e7ab614ba6e5bf7826d887c834afab7"},
+]
 urllib3 = [
     {file = "urllib3-1.25.9-py2.py3-none-any.whl", hash = "sha256:88206b0eb87e6d677d424843ac5209e3fb9d0190d0ee169599165ec25e9d9115"},
     {file = "urllib3-1.25.9.tar.gz", hash = "sha256:3018294ebefce6572a474f0604c2021e33b3fd8006ecd11d62107a5d2a963527"},
@@ -413,3 +1853,15 @@ wandb = [
 watchdog = [
     {file = "watchdog-0.10.2.tar.gz", hash = "sha256:c560efb643faed5ef28784b2245cf8874f939569717a4a12826a173ac644456b"},
 ]
+wcwidth = [
+    {file = "wcwidth-0.1.9-py2.py3-none-any.whl", hash = "sha256:cafe2186b3c009a04067022ce1dcd79cb38d8d65ee4f4791b8888d6599d1bbe1"},
+    {file = "wcwidth-0.1.9.tar.gz", hash = "sha256:ee73862862a156bf77ff92b09034fc4825dd3af9cf81bc5b360668d425f3c5f1"},
+]
+xdoctest = [
+    {file = "xdoctest-0.12.0-py2.py3-none-any.whl", hash = "sha256:82424d2cc4b6d6b96b7b7134c81e97a4594c536547c1954533128a6a26cf1cb2"},
+    {file = "xdoctest-0.12.0.tar.gz", hash = "sha256:2d985d8d78d4444079d3b072965327ab06a5e6dcb4882f3561d7596eb4da6b13"},
+]
+zipp = [
+    {file = "zipp-3.1.0-py3-none-any.whl", hash = "sha256:aa36550ff0c0b7ef7fa639055d797116ee891440eac1a56f378e2d3179e0320b"},
+    {file = "zipp-3.1.0.tar.gz", hash = "sha256:c599e4d75c98f6798c509911d08a22e6c021d074469042177c8c86fb92eefd96"},
+]
diff --git a/pyproject.toml b/pyproject.toml
index e59b4cf..f8cd8b4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -13,9 +13,40 @@ keywords = ["text recognizer, deep learning, pytorch"]
 python = "^3.7"
 click = "^7.1.2"
 wandb = "^0.8.36"
+flake8-annotations = "^2.1.0"
+flake8-docstrings = "^1.5.0"
+darglint = "^1.3.1"
+desert = "^2020.1.6"
+marshmallow = "^3.6.0"
+sphinx-autodoc-typehints = "^1.10.3"
+sphinx_rtd_theme = "^0.4.3"
+boltons = "^20.1.0"
+h5py = "^2.10.0"
+toml = "^0.10.1"
+torch = "^1.5.0"
+torchvision = "^0.6.0"
+torchsummary = "^1.5.1"
 
 [tool.poetry.dev-dependencies]
+pytest = "^5.4.2"
+coverage = {extras = ["toml"], version = "^5.1"}
+pytest-cov = "^2.9.0"
+pytest-mock = "^3.1.0"
+black = "^19.10b0"
+flake8 = "^3.8.2"
+flake8-bandit = "^2.1.2"
+flake8-black = "^0.2.0"
+flake8-bugbear = "^20.1.4"
+flake8-import-order = "^0.18.1"
+safety = "^1.9.0"
+mypy = "^0.770"
+pytype = {version = "^2020.5.13", python = "3.7"}
+typeguard = "^2.7.1"
+xdoctest = "^0.12.0"
+sphinx = "^3.0.4"
 
+[tool.coverage.report]
+fail_under = 50
 [build-system]
 requires = ["poetry>=0.12"]
 build-backend = "poetry.masonry.api"
diff --git a/src/text_recognizer/datasets/__init__.py b/src/text_recognizer/datasets/__init__.py
new file mode 100644
index 0000000..cbaf1d9
--- /dev/null
+++ b/src/text_recognizer/datasets/__init__.py
@@ -0,0 +1,2 @@
+"""Dataset modules."""
+# from .emnist_dataset import fetch_dataloader
diff --git a/src/text_recognizer/datasets/emnist_dataset.py b/src/text_recognizer/datasets/emnist_dataset.py
new file mode 100644
index 0000000..67158ec
--- /dev/null
+++ b/src/text_recognizer/datasets/emnist_dataset.py
@@ -0,0 +1,60 @@
+"""Fetches a DataLoader for EMNIST dataset with PyTorch."""
+from typing import Callable
+
+from torch.utils.data import DataLoader
+from torchvision.datasets import EMNIST
+
+
+def fetch_dataloader(
+    root: str,
+    split: str,
+    train: bool,
+    download: bool,
+    transform: Callable = None,
+    target_transform: Callable = None,
+    batch_size: int = 128,
+    shuffle: bool = False,
+    num_workers: int = 0,
+    cuda: bool = True,
+) -> DataLoader:
+    """Down/load the EMNIST dataset and return a PyTorch DataLoader.
+
+    Args:
+        root (str): Root directory of dataset where EMNIST/processed/training.pt and EMNIST/processed/test.pt
+            exist.
+        split (str): The dataset has 6 different splits: byclass, bymerge, balanced, letters, digits and mnist.
+            This argument specifies which one to use.
+        train (bool): If True, creates dataset from training.pt, otherwise from test.pt.
+        download (bool): If true, downloads the dataset from the internet and puts it in root directory. If
+            dataset is already downloaded, it is not downloaded again.
+        transform (Callable): A function/transform that takes in an PIL image and returns a transformed version.
+            E.g, transforms.RandomCrop.
+        target_transform (Callable): A function/transform that takes in the target and transforms it.
+        batch_size (int): How many samples per batch to load (the default is 128).
+        shuffle (bool): Set to True to have the data reshuffled at every epoch (the default is False).
+        num_workers (int): How many subprocesses to use for data loading. 0 means that the data will be loaded in
+            the main process (default: 0).
+        cuda (bool): If True, the data loader will copy Tensors into CUDA pinned memory before returning them.
+
+    Returns:
+        DataLoader: A PyTorch DataLoader with emnist characters.
+
+    """
+    dataset = EMNIST(
+        root=root,
+        split=split,
+        train=train,
+        download=download,
+        transform=transform,
+        target_transform=target_transform,
+    )
+
+    data_loader = DataLoader(
+        dataset=dataset,
+        batch_size=batch_size,
+        shuffle=shuffle,
+        num_workers=num_workers,
+        pin_memory=cuda,
+    )
+
+    return data_loader
diff --git a/src/text_recognizer/models/__init__.py b/src/text_recognizer/models/__init__.py
new file mode 100644
index 0000000..aa26de6
--- /dev/null
+++ b/src/text_recognizer/models/__init__.py
@@ -0,0 +1 @@
+"""Model modules."""
diff --git a/src/text_recognizer/networks/__init__.py b/src/text_recognizer/networks/__init__.py
new file mode 100644
index 0000000..4ea5bb3
--- /dev/null
+++ b/src/text_recognizer/networks/__init__.py
@@ -0,0 +1 @@
+"""Network modules."""