EMNIST dataset working.

1 files changed, 832 insertions, 3 deletions

diff --git a/poetry.lock b/poetry.lock
index 002e344..94c0a91 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -16,6 +16,15 @@ version = "1.4.4"
 
 [[package]]
 category = "dev"
+description = "Disable App Nap on OS X 10.9"
+marker = "sys_platform == \"darwin\" or platform_system == \"Darwin\" or python_version >= \"3.3\" and sys_platform == \"darwin\""
+name = "appnope"
+optional = false
+python-versions = "*"
+version = "0.1.0"
+
+[[package]]
+category = "dev"
 description = "Atomic file writes."
 marker = "sys_platform == \"win32\""
 name = "atomicwrites"
@@ -50,6 +59,14 @@ pytz = ">=2015.7"
 
 [[package]]
 category = "dev"
+description = "Specifications for callback functions passed in to an API"
+name = "backcall"
+optional = false
+python-versions = "*"
+version = "0.1.0"
+
+[[package]]
+category = "dev"
 description = "Security oriented static analyser for python code."
 name = "bandit"
 optional = false
@@ -84,6 +101,19 @@ typed-ast = ">=1.4.0"
 d = ["aiohttp (>=3.3.2)", "aiohttp-cors"]
 
 [[package]]
+category = "dev"
+description = "An easy safelist-based HTML-sanitizing tool."
+name = "bleach"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+version = "3.1.5"
+
+[package.dependencies]
+packaging = "*"
+six = ">=1.9.0"
+webencodings = "*"
+
+[[package]]
 category = "main"
 description = "When they're not builtins, they're boltons."
 name = "boltons"
@@ -118,7 +148,7 @@ version = "7.1.2"
 [[package]]
 category = "main"
 description = "Cross-platform colored terminal text."
-marker = "sys_platform == \"win32\" or platform_system == \"Windows\""
+marker = "sys_platform == \"win32\" or platform_system == \"Windows\" or python_version >= \"3.3\" and sys_platform == \"win32\""
 name = "colorama"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
@@ -154,6 +184,17 @@ toml = ["toml"]
 
 [[package]]
 category = "main"
+description = "Composable style cycles"
+name = "cycler"
+optional = false
+python-versions = "*"
+version = "0.10.0"
+
+[package.dependencies]
+six = "*"
+
+[[package]]
+category = "main"
 description = "A utility for ensuring Google-style docstrings stay up to date with the source code."
 name = "darglint"
 optional = false
@@ -171,13 +212,20 @@ 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 = "dev"
+description = "XML bomb protection for Python stdlib modules"
+name = "defusedxml"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+version = "0.6.0"
+
+[[package]]
 category = "main"
 description = "Deserialize to objects while staying DRY"
 name = "desert"
@@ -230,6 +278,14 @@ toml = "*"
 pipenv = ["pipenv"]
 
 [[package]]
+category = "dev"
+description = "Discover and load entry points from installed packages."
+name = "entrypoints"
+optional = false
+python-versions = ">=2.7"
+version = "0.3"
+
+[[package]]
 category = "main"
 description = "the modular source code checker: pep8 pyflakes and co"
 name = "flake8"
@@ -452,6 +508,100 @@ docs = ["sphinx", "rst.linker"]
 testing = ["packaging", "importlib-resources"]
 
 [[package]]
+category = "dev"
+description = "IPython Kernel for Jupyter"
+name = "ipykernel"
+optional = false
+python-versions = ">=3.5"
+version = "5.3.0"
+
+[package.dependencies]
+appnope = "*"
+ipython = ">=5.0.0"
+jupyter-client = "*"
+tornado = ">=4.2"
+traitlets = ">=4.1.0"
+
+[package.extras]
+test = ["pytest (!=5.3.4)", "pytest-cov", "flaky", "nose"]
+
+[[package]]
+category = "dev"
+description = "IPython: Productive Interactive Computing"
+name = "ipython"
+optional = false
+python-versions = ">=3.6"
+version = "7.15.0"
+
+[package.dependencies]
+appnope = "*"
+backcall = "*"
+colorama = "*"
+decorator = "*"
+jedi = ">=0.10"
+pexpect = "*"
+pickleshare = "*"
+prompt-toolkit = ">=2.0.0,<3.0.0 || >3.0.0,<3.0.1 || >3.0.1,<3.1.0"
+pygments = "*"
+setuptools = ">=18.5"
+traitlets = ">=4.2"
+
+[package.extras]
+all = ["Sphinx (>=1.3)", "ipykernel", "ipyparallel", "ipywidgets", "nbconvert", "nbformat", "nose (>=0.10.1)", "notebook", "numpy (>=1.14)", "pygments", "qtconsole", "requests", "testpath"]
+doc = ["Sphinx (>=1.3)"]
+kernel = ["ipykernel"]
+nbconvert = ["nbconvert"]
+nbformat = ["nbformat"]
+notebook = ["notebook", "ipywidgets"]
+parallel = ["ipyparallel"]
+qtconsole = ["qtconsole"]
+test = ["nose (>=0.10.1)", "requests", "testpath", "pygments", "nbformat", "ipykernel", "numpy (>=1.14)"]
+
+[[package]]
+category = "dev"
+description = "Vestigial utilities from IPython"
+name = "ipython-genutils"
+optional = false
+python-versions = "*"
+version = "0.2.0"
+
+[[package]]
+category = "dev"
+description = "IPython HTML widgets for Jupyter"
+name = "ipywidgets"
+optional = false
+python-versions = "*"
+version = "7.5.1"
+
+[package.dependencies]
+ipykernel = ">=4.5.1"
+nbformat = ">=4.2.0"
+traitlets = ">=4.3.1"
+widgetsnbextension = ">=3.5.0,<3.6.0"
+
+[package.dependencies.ipython]
+python = ">=3.3"
+version = ">=4.0.0"
+
+[package.extras]
+test = ["pytest (>=3.6.0)", "pytest-cov", "mock"]
+
+[[package]]
+category = "dev"
+description = "An autocompletion tool for Python that can be used for text editors."
+name = "jedi"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+version = "0.17.0"
+
+[package.dependencies]
+parso = ">=0.7.0"
+
+[package.extras]
+qa = ["flake8 (3.7.9)"]
+testing = ["colorama", "docopt", "pytest (>=3.9.0,<5.0.0)"]
+
+[[package]]
 category = "main"
 description = "A very fast and expressive template engine."
 name = "jinja2"
@@ -466,6 +616,115 @@ MarkupSafe = ">=0.23"
 i18n = ["Babel (>=0.8)"]
 
 [[package]]
+category = "dev"
+description = "An implementation of JSON Schema validation for Python"
+name = "jsonschema"
+optional = false
+python-versions = "*"
+version = "3.2.0"
+
+[package.dependencies]
+attrs = ">=17.4.0"
+pyrsistent = ">=0.14.0"
+setuptools = "*"
+six = ">=1.11.0"
+
+[package.dependencies.importlib-metadata]
+python = "<3.8"
+version = "*"
+
+[package.extras]
+format = ["idna", "jsonpointer (>1.13)", "rfc3987", "strict-rfc3339", "webcolors"]
+format_nongpl = ["idna", "jsonpointer (>1.13)", "webcolors", "rfc3986-validator (>0.1.0)", "rfc3339-validator"]
+
+[[package]]
+category = "dev"
+description = "Jupyter metapackage. Install all the Jupyter components in one go."
+name = "jupyter"
+optional = false
+python-versions = "*"
+version = "1.0.0"
+
+[package.dependencies]
+ipykernel = "*"
+ipywidgets = "*"
+jupyter-console = "*"
+nbconvert = "*"
+notebook = "*"
+qtconsole = "*"
+
+[[package]]
+category = "dev"
+description = "Jupyter protocol implementation and client libraries"
+name = "jupyter-client"
+optional = false
+python-versions = ">=3.5"
+version = "6.1.3"
+
+[package.dependencies]
+jupyter-core = ">=4.6.0"
+python-dateutil = ">=2.1"
+pyzmq = ">=13"
+tornado = ">=4.1"
+traitlets = "*"
+
+[package.extras]
+test = ["ipykernel", "ipython", "mock", "pytest"]
+
+[[package]]
+category = "dev"
+description = "Jupyter terminal console"
+name = "jupyter-console"
+optional = false
+python-versions = ">=3.5"
+version = "6.1.0"
+
+[package.dependencies]
+ipykernel = "*"
+ipython = "*"
+jupyter-client = "*"
+prompt-toolkit = ">=2.0.0,<3.0.0 || >3.0.0,<3.0.1 || >3.0.1,<3.1.0"
+pygments = "*"
+
+[package.extras]
+test = ["pexpect"]
+
+[[package]]
+category = "dev"
+description = "Jupyter core package. A base package on which Jupyter projects rely."
+name = "jupyter-core"
+optional = false
+python-versions = "!=3.0,!=3.1,!=3.2,!=3.3,!=3.4,>=2.7"
+version = "4.6.3"
+
+[package.dependencies]
+pywin32 = ">=1.0"
+traitlets = "*"
+
+[[package]]
+category = "main"
+description = "A fast implementation of the Cassowary constraint solver"
+name = "kiwisolver"
+optional = false
+python-versions = ">=3.6"
+version = "1.2.0"
+
+[[package]]
+category = "main"
+description = "Python logging made (stupidly) simple"
+name = "loguru"
+optional = false
+python-versions = ">=3.5"
+version = "0.5.0"
+
+[package.dependencies]
+colorama = ">=0.3.4"
+win32-setctime = ">=1.0.0"
+
+[package.extras]
+dev = ["codecov (>=2.0.15)", "colorama (>=0.3.4)", "flake8 (>=3.7.7)", "isort (>=4.3.20)", "tox (>=3.9.0)", "tox-travis (>=0.12)", "pytest (>=4.6.2)", "pytest-cov (>=2.7.1)", "Sphinx (>=2.2.1)", "sphinx-autobuild (>=0.7.1)", "sphinx-rtd-theme (>=0.4.3)", "black (>=19.3b0)"]
+
+[[package]]
 category = "main"
 description = "Safely add untrusted strings to HTML/XML markup."
 name = "markupsafe"
@@ -489,6 +748,21 @@ tests = ["pytest", "pytz", "simplejson"]
 
 [[package]]
 category = "main"
+description = "Python plotting package"
+name = "matplotlib"
+optional = false
+python-versions = ">=3.6"
+version = "3.2.1"
+
+[package.dependencies]
+cycler = ">=0.10"
+kiwisolver = ">=1.0.1"
+numpy = ">=1.11"
+pyparsing = ">=2.0.1,<2.0.4 || >2.0.4,<2.1.2 || >2.1.2,<2.1.6 || >2.1.6"
+python-dateutil = ">=2.1"
+
+[[package]]
+category = "main"
 description = "McCabe checker, plugin for flake8"
 name = "mccabe"
 optional = false
@@ -497,6 +771,14 @@ version = "0.6.1"
 
 [[package]]
 category = "dev"
+description = "The fastest markdown parser in pure Python"
+name = "mistune"
+optional = false
+python-versions = "*"
+version = "0.8.4"
+
+[[package]]
+category = "dev"
 description = "More routines for operating on iterables, beyond itertools"
 name = "more-itertools"
 optional = false
@@ -529,6 +811,51 @@ version = "0.4.3"
 
 [[package]]
 category = "dev"
+description = "Converting Jupyter Notebooks"
+name = "nbconvert"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+version = "5.6.1"
+
+[package.dependencies]
+bleach = "*"
+defusedxml = "*"
+entrypoints = ">=0.2.2"
+jinja2 = ">=2.4"
+jupyter-core = "*"
+mistune = ">=0.8.1,<2"
+nbformat = ">=4.4"
+pandocfilters = ">=1.4.1"
+pygments = "*"
+testpath = "*"
+traitlets = ">=4.2"
+
+[package.extras]
+all = ["pytest", "pytest-cov", "ipykernel", "jupyter-client (>=5.3.1)", "ipywidgets (>=7)", "pebble", "tornado (>=4.0)", "sphinx (>=1.5.1)", "sphinx-rtd-theme", "nbsphinx (>=0.2.12)", "sphinxcontrib-github-alt", "ipython", "mock"]
+docs = ["sphinx (>=1.5.1)", "sphinx-rtd-theme", "nbsphinx (>=0.2.12)", "sphinxcontrib-github-alt", "ipython", "jupyter-client (>=5.3.1)"]
+execute = ["jupyter-client (>=5.3.1)"]
+serve = ["tornado (>=4.0)"]
+test = ["pytest", "pytest-cov", "ipykernel", "jupyter-client (>=5.3.1)", "ipywidgets (>=7)", "pebble", "mock"]
+
+[[package]]
+category = "dev"
+description = "The Jupyter Notebook format"
+name = "nbformat"
+optional = false
+python-versions = ">=3.5"
+version = "5.0.6"
+
+[package.dependencies]
+ipython-genutils = "*"
+jsonschema = ">=2.4,<2.5.0 || >2.5.0"
+jupyter-core = "*"
+traitlets = ">=4.1"
+
+[package.extras]
+test = ["testpath", "pytest", "pytest-cov"]
+
+[[package]]
+category = "dev"
 description = "Python package for creating and manipulating graphs and networks"
 marker = "python_version == \"3.7\""
 name = "networkx"
@@ -562,6 +889,32 @@ python-versions = "*"
 version = "1.9.0.post1"
 
 [[package]]
+category = "dev"
+description = "A web-based notebook environment for interactive computing"
+name = "notebook"
+optional = false
+python-versions = ">=3.5"
+version = "6.0.3"
+
+[package.dependencies]
+Send2Trash = "*"
+ipykernel = "*"
+ipython-genutils = "*"
+jinja2 = "*"
+jupyter-client = ">=5.3.4"
+jupyter-core = ">=4.6.1"
+nbconvert = "*"
+nbformat = "*"
+prometheus-client = "*"
+pyzmq = ">=17"
+terminado = ">=0.8.1"
+tornado = ">=5.0"
+traitlets = ">=4.2.1"
+
+[package.extras]
+test = ["nose", "coverage", "requests", "nose-warnings-filters", "nbval", "nose-exclude", "selenium", "pytest", "pytest-cov", "nose-exclude"]
+
+[[package]]
 category = "main"
 description = "NumPy is the fundamental package for array computing with Python."
 name = "numpy"
@@ -591,6 +944,25 @@ six = "*"
 
 [[package]]
 category = "dev"
+description = "Utilities for writing pandoc filters in python"
+name = "pandocfilters"
+optional = false
+python-versions = "*"
+version = "1.4.2"
+
+[[package]]
+category = "dev"
+description = "A Python Parser"
+name = "parso"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+version = "0.7.0"
+
+[package.extras]
+testing = ["docopt", "pytest (>=3.0.7)"]
+
+[[package]]
+category = "dev"
 description = "Utility library for gitignore style pattern matching of file paths."
 name = "pathspec"
 optional = false
@@ -614,6 +986,26 @@ python-versions = "*"
 version = "5.4.5"
 
 [[package]]
+category = "dev"
+description = "Pexpect allows easy control of interactive console applications."
+marker = "python_version >= \"3.3\" and sys_platform != \"win32\" or sys_platform != \"win32\""
+name = "pexpect"
+optional = false
+python-versions = "*"
+version = "4.8.0"
+
+[package.dependencies]
+ptyprocess = ">=0.5"
+
+[[package]]
+category = "dev"
+description = "Tiny 'shelve'-like database with concurrency support"
+name = "pickleshare"
+optional = false
+python-versions = "*"
+version = "0.7.5"
+
+[[package]]
 category = "main"
 description = "Python Imaging Library (Fork)"
 name = "pillow"
@@ -638,6 +1030,17 @@ version = ">=0.12"
 dev = ["pre-commit", "tox"]
 
 [[package]]
+category = "dev"
+description = "Python client for the Prometheus monitoring system."
+name = "prometheus-client"
+optional = false
+python-versions = "*"
+version = "0.8.0"
+
+[package.extras]
+twisted = ["twisted"]
+
+[[package]]
 category = "main"
 description = "Promises/A+ implementation for Python"
 name = "promise"
@@ -652,6 +1055,17 @@ six = "*"
 test = ["pytest (>=2.7.3)", "pytest-cov", "coveralls", "futures", "pytest-benchmark", "mock"]
 
 [[package]]
+category = "dev"
+description = "Library for building powerful interactive command lines in Python"
+name = "prompt-toolkit"
+optional = false
+python-versions = ">=3.6.1"
+version = "3.0.5"
+
+[package.dependencies]
+wcwidth = "*"
+
+[[package]]
 category = "main"
 description = "Cross-platform lib for process and system monitoring in Python."
 name = "psutil"
@@ -664,6 +1078,15 @@ enum = ["enum34"]
 
 [[package]]
 category = "dev"
+description = "Run a subprocess in a pseudo terminal"
+marker = "python_version >= \"3.3\" and sys_platform != \"win32\" or sys_platform != \"win32\" or os_name != \"nt\" or python_version >= \"3.3\" and sys_platform != \"win32\" and (python_version >= \"3.3\" and sys_platform != \"win32\" or sys_platform != \"win32\")"
+name = "ptyprocess"
+optional = false
+python-versions = "*"
+version = "0.6.0"
+
+[[package]]
+category = "dev"
 description = "library with cross-python path, ini-parsing, io, code, log facilities"
 name = "py"
 optional = false
@@ -715,6 +1138,17 @@ version = "2.4.7"
 
 [[package]]
 category = "dev"
+description = "Persistent/Functional/Immutable data structures"
+name = "pyrsistent"
+optional = false
+python-versions = "*"
+version = "0.16.0"
+
+[package.dependencies]
+six = "*"
+
+[[package]]
+category = "dev"
 description = "pytest: simple powerful testing with Python"
 name = "pytest"
 optional = false
@@ -805,6 +1239,24 @@ python-versions = "*"
 version = "2020.1"
 
 [[package]]
+category = "dev"
+description = "Python for Window Extensions"
+marker = "sys_platform == \"win32\""
+name = "pywin32"
+optional = false
+python-versions = "*"
+version = "227"
+
+[[package]]
+category = "dev"
+description = "Python bindings for the winpty library"
+marker = "os_name == \"nt\""
+name = "pywinpty"
+optional = false
+python-versions = "*"
+version = "0.5.7"
+
+[[package]]
 category = "main"
 description = "YAML parser and emitter for Python"
 name = "pyyaml"
@@ -814,6 +1266,44 @@ version = "5.3.1"
 
 [[package]]
 category = "dev"
+description = "Python bindings for 0MQ"
+name = "pyzmq"
+optional = false
+python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*"
+version = "19.0.1"
+
+[[package]]
+category = "dev"
+description = "Jupyter Qt console"
+name = "qtconsole"
+optional = false
+python-versions = "*"
+version = "4.7.4"
+
+[package.dependencies]
+ipykernel = ">=4.1"
+ipython-genutils = "*"
+jupyter-client = ">=4.1"
+jupyter-core = "*"
+pygments = "*"
+pyzmq = ">=17.1"
+qtpy = "*"
+traitlets = "*"
+
+[package.extras]
+doc = ["Sphinx (>=1.3)"]
+test = ["pytest", "mock"]
+
+[[package]]
+category = "dev"
+description = "Provides an abstraction layer on top of the various Qt bindings (PyQt5, PyQt4 and PySide) and additional custom QWidgets."
+name = "qtpy"
+optional = false
+python-versions = "*"
+version = "1.9.0"
+
+[[package]]
+category = "dev"
 description = "Alternative regular expression module, to replace re."
 name = "regex"
 optional = false
@@ -854,6 +1344,14 @@ requests = "*"
 setuptools = "*"
 
 [[package]]
+category = "dev"
+description = "Send file to trash natively under Mac OS X, Windows and Linux."
+name = "send2trash"
+optional = false
+python-versions = "*"
+version = "1.5.0"
+
+[[package]]
 category = "main"
 description = "Python client for Sentry (https://getsentry.com)"
 name = "sentry-sdk"
@@ -1061,6 +1559,30 @@ python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*, <4"
 version = "3.5.4"
 
 [[package]]
+category = "dev"
+description = "Terminals served to xterm.js using Tornado websockets"
+name = "terminado"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+version = "0.8.3"
+
+[package.dependencies]
+ptyprocess = "*"
+pywinpty = ">=0.5"
+tornado = ">=4"
+
+[[package]]
+category = "dev"
+description = "Test utilities for code working with files and commands"
+name = "testpath"
+optional = false
+python-versions = "*"
+version = "0.4.4"
+
+[package.extras]
+test = ["pathlib2"]
+
+[[package]]
 category = "main"
 description = "Python Library for Tom's Obvious, Minimal Language"
 name = "toml"
@@ -1105,6 +1627,30 @@ torch = "1.5.0"
 scipy = ["scipy"]
 
 [[package]]
+category = "dev"
+description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
+name = "tornado"
+optional = false
+python-versions = ">= 3.5"
+version = "6.0.4"
+
+[[package]]
+category = "dev"
+description = "Traitlets Python config system"
+name = "traitlets"
+optional = false
+python-versions = "*"
+version = "4.3.3"
+
+[package.dependencies]
+decorator = "*"
+ipython-genutils = "*"
+six = "*"
+
+[package.extras]
+test = ["pytest", "mock"]
+
+[[package]]
 category = "main"
 description = "a fork of Python 2 and 3 ast modules with type comment support"
 name = "typed-ast"
@@ -1209,6 +1755,37 @@ version = "0.1.9"
 
 [[package]]
 category = "dev"
+description = "Character encoding aliases for legacy web content"
+name = "webencodings"
+optional = false
+python-versions = "*"
+version = "0.5.1"
+
+[[package]]
+category = "dev"
+description = "IPython HTML widgets for Jupyter"
+name = "widgetsnbextension"
+optional = false
+python-versions = "*"
+version = "3.5.1"
+
+[package.dependencies]
+notebook = ">=4.4.1"
+
+[[package]]
+category = "main"
+description = "A small Python utility to set file creation time on Windows"
+marker = "sys_platform == \"win32\""
+name = "win32-setctime"
+optional = false
+python-versions = ">=3.5"
+version = "1.0.1"
+
+[package.extras]
+dev = ["pytest (>=4.6.2)", "black (>=19.3b0)"]
+
+[[package]]
+category = "dev"
 description = "A rewrite of the builtin doctest module"
 name = "xdoctest"
 optional = false
@@ -1237,7 +1814,7 @@ docs = ["sphinx", "jaraco.packaging (>=3.2)", "rst.linker (>=1.9)"]
 testing = ["jaraco.itertools", "func-timeout"]
 
 [metadata]
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