Some minor changes.

1 files changed, 683 insertions, 537 deletions

diff --git a/poetry.lock b/poetry.lock
index 6d07542..c0c061c 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -41,6 +41,14 @@ docs = ["sphinx"]
 tests = ["coverage (>=5.0.2)", "hypothesis", "pytest"]
 
 [[package]]
+category = "dev"
+description = "Async generators and context managers for Python 3.5+"
+name = "async-generator"
+optional = false
+python-versions = ">=3.5"
+version = "1.10"
+
+[[package]]
 category = "main"
 description = "Atomic file writes."
 marker = "sys_platform == \"win32\""
@@ -55,13 +63,13 @@ description = "Classes Without Boilerplate"
 name = "attrs"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-version = "19.3.0"
+version = "20.3.0"
 
 [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"]
+dev = ["coverage (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "zope.interface", "furo", "sphinx", "pre-commit"]
+docs = ["furo", "sphinx", "zope.interface"]
+tests = ["coverage (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "zope.interface"]
+tests_no_zope = ["coverage (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six"]
 
 [[package]]
 category = "main"
@@ -69,7 +77,7 @@ description = "Internationalization utilities"
 name = "babel"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-version = "2.8.0"
+version = "2.9.0"
 
 [package.dependencies]
 pytz = ">=2015.7"
@@ -123,7 +131,7 @@ 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"
+version = "3.2.1"
 
 [package.dependencies]
 packaging = "*"
@@ -155,7 +163,7 @@ description = "Python package for providing Mozilla's CA Bundle."
 name = "certifi"
 optional = false
 python-versions = "*"
-version = "2020.6.20"
+version = "2020.11.8"
 
 [[package]]
 category = "dev"
@@ -163,7 +171,7 @@ description = "Foreign Function Interface for Python calling C code."
 name = "cffi"
 optional = false
 python-versions = "*"
-version = "1.14.2"
+version = "1.14.3"
 
 [package.dependencies]
 pycparser = "*"
@@ -191,7 +199,7 @@ marker = "sys_platform == \"win32\" or platform_system == \"Windows\" or python_
 name = "colorama"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-version = "0.4.3"
+version = "0.4.4"
 
 [[package]]
 category = "main"
@@ -199,11 +207,11 @@ description = "Updated configparser from Python 3.8 for Python 2.6+."
 name = "configparser"
 optional = false
 python-versions = ">=3.6"
-version = "5.0.0"
+version = "5.0.1"
 
 [package.extras]
 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"]
+testing = ["pytest (>=3.5,<3.7.3 || >3.7.3)", "pytest-checkdocs (>=1.2.3)", "pytest-flake8", "pytest-cov", "jaraco.test (>=3.2.0)", "pytest-black (>=0.3.7)", "pytest-mypy"]
 
 [[package]]
 category = "dev"
@@ -211,7 +219,7 @@ 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 = "5.2.1"
+version = "5.3"
 
 [package.dependencies]
 [package.dependencies.toml]
@@ -238,7 +246,7 @@ description = "A utility for ensuring Google-style docstrings stay up to date wi
 name = "darglint"
 optional = false
 python-versions = ">=3.5,<4.0"
-version = "1.5.2"
+version = "1.5.5"
 
 [[package]]
 category = "main"
@@ -334,22 +342,11 @@ version = "0.3"
 
 [[package]]
 category = "main"
-description = "A library for efficient similarity search and clustering of dense vectors."
-name = "faiss-gpu"
-optional = false
-python-versions = "*"
-version = "1.6.3"
-
-[package.dependencies]
-numpy = "*"
-
-[[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 = "3.8.3"
+version = "3.8.4"
 
 [package.dependencies]
 mccabe = ">=0.6.0,<0.7.0"
@@ -366,7 +363,7 @@ description = "Flake8 Type Annotation Checks"
 name = "flake8-annotations"
 optional = false
 python-versions = ">=3.6.1,<4.0.0"
-version = "2.3.0"
+version = "2.4.1"
 
 [package.dependencies]
 flake8 = ">=3.7,<3.9"
@@ -473,7 +470,7 @@ description = "Python Git Library"
 name = "gitpython"
 optional = false
 python-versions = ">=3.4"
-version = "3.1.7"
+version = "3.1.11"
 
 [package.dependencies]
 gitdb = ">=4.0.1,<5"
@@ -573,7 +570,7 @@ 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 = "1.7.0"
+version = "2.0.0"
 
 [package.dependencies]
 zipp = ">=0.5"
@@ -606,7 +603,7 @@ description = "IPython: Productive Interactive Computing"
 name = "ipython"
 optional = false
 python-versions = ">=3.7"
-version = "7.17.0"
+version = "7.19.0"
 
 [package.dependencies]
 appnope = "*"
@@ -614,7 +611,7 @@ backcall = "*"
 colorama = "*"
 decorator = "*"
 jedi = ">=0.10"
-pexpect = "*"
+pexpect = ">4.3"
 pickleshare = "*"
 prompt-toolkit = ">=2.0.0,<3.0.0 || >3.0.0,<3.0.1 || >3.0.1,<3.1.0"
 pygments = "*"
@@ -696,7 +693,7 @@ description = "Lightweight pipelining: using Python functions as pipeline jobs."
 name = "joblib"
 optional = false
 python-versions = ">=3.6"
-version = "0.16.0"
+version = "0.17.0"
 
 [[package]]
 category = "dev"
@@ -742,7 +739,7 @@ description = "Jupyter protocol implementation and client libraries"
 name = "jupyter-client"
 optional = false
 python-versions = ">=3.5"
-version = "6.1.6"
+version = "6.1.7"
 
 [package.dependencies]
 jupyter-core = ">=4.6.0"
@@ -752,15 +749,15 @@ tornado = ">=4.1"
 traitlets = "*"
 
 [package.extras]
-test = ["async-generator", "ipykernel", "ipython", "mock", "pytest", "pytest-asyncio", "pytest-timeout"]
+test = ["ipykernel", "ipython", "mock", "pytest", "pytest-asyncio", "async-generator", "pytest-timeout"]
 
 [[package]]
 category = "dev"
 description = "Jupyter terminal console"
 name = "jupyter-console"
 optional = false
-python-versions = ">=3.5"
-version = "6.1.0"
+python-versions = ">=3.6"
+version = "6.2.0"
 
 [package.dependencies]
 ipykernel = "*"
@@ -785,12 +782,23 @@ pywin32 = ">=1.0"
 traitlets = "*"
 
 [[package]]
+category = "dev"
+description = "Pygments theme using JupyterLab CSS variables"
+name = "jupyterlab-pygments"
+optional = false
+python-versions = "*"
+version = "0.1.2"
+
+[package.dependencies]
+pygments = ">=2.4.1,<3"
+
+[[package]]
 category = "main"
 description = "A fast implementation of the Cassowary constraint solver"
 name = "kiwisolver"
 optional = false
 python-versions = ">=3.6"
-version = "1.2.0"
+version = "1.3.1"
 
 [[package]]
 category = "main"
@@ -798,14 +806,14 @@ description = "Python logging made (stupidly) simple"
 name = "loguru"
 optional = false
 python-versions = ">=3.5"
-version = "0.5.1"
+version = "0.5.3"
 
 [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)"]
+dev = ["codecov (>=2.0.15)", "colorama (>=0.3.4)", "flake8 (>=3.7.7)", "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 (>=19.10b0)", "isort (>=5.1.1)"]
 
 [[package]]
 category = "main"
@@ -821,12 +829,12 @@ description = "A lightweight library for converting complex datatypes to and fro
 name = "marshmallow"
 optional = false
 python-versions = ">=3.5"
-version = "3.7.1"
+version = "3.9.1"
 
 [package.extras]
-dev = ["pytest", "pytz", "simplejson", "mypy (0.782)", "flake8 (3.8.3)", "flake8-bugbear (20.1.4)", "pre-commit (>=2.4,<3.0)", "tox"]
-docs = ["sphinx (3.1.2)", "sphinx-issues (1.2.0)", "alabaster (0.7.12)", "sphinx-version-warning (1.1.2)", "autodocsumm (0.1.13)"]
-lint = ["mypy (0.782)", "flake8 (3.8.3)", "flake8-bugbear (20.1.4)", "pre-commit (>=2.4,<3.0)"]
+dev = ["pytest", "pytz", "simplejson", "mypy (0.790)", "flake8 (3.8.4)", "flake8-bugbear (20.1.4)", "pre-commit (>=2.4,<3.0)", "tox"]
+docs = ["sphinx (3.3.0)", "sphinx-issues (1.2.0)", "alabaster (0.7.12)", "sphinx-version-warning (1.1.2)", "autodocsumm (0.2.1)"]
+lint = ["mypy (0.790)", "flake8 (3.8.4)", "flake8-bugbear (20.1.4)", "pre-commit (>=2.4,<3.0)"]
 tests = ["pytest", "pytz", "simplejson"]
 
 [[package]]
@@ -835,10 +843,9 @@ description = "Python plotting package"
 name = "matplotlib"
 optional = false
 python-versions = ">=3.6"
-version = "3.3.1"
+version = "3.3.3"
 
 [package.dependencies]
-certifi = ">=2020.06.20"
 cycler = ">=0.10"
 kiwisolver = ">=1.0.1"
 numpy = ">=1.15"
@@ -868,7 +875,7 @@ description = "More routines for operating on iterables, beyond itertools"
 name = "more-itertools"
 optional = false
 python-versions = ">=3.5"
-version = "8.4.0"
+version = "8.6.0"
 
 [[package]]
 category = "dev"
@@ -896,11 +903,31 @@ version = "0.4.3"
 
 [[package]]
 category = "dev"
+description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
+name = "nbclient"
+optional = false
+python-versions = ">=3.6"
+version = "0.5.1"
+
+[package.dependencies]
+async-generator = "*"
+jupyter-client = ">=6.1.5"
+nbformat = ">=5.0"
+nest-asyncio = "*"
+traitlets = ">=4.2"
+
+[package.extras]
+dev = ["codecov", "coverage", "ipython", "ipykernel", "ipywidgets", "pytest (>=4.1)", "pytest-cov (>=2.6.1)", "check-manifest", "flake8", "mypy", "tox", "bumpversion", "xmltodict", "pip (>=18.1)", "wheel (>=0.31.0)", "setuptools (>=38.6.0)", "twine (>=1.11.0)", "black"]
+sphinx = ["Sphinx (>=1.7)", "sphinx-book-theme", "mock", "moto", "myst-parser"]
+test = ["codecov", "coverage", "ipython", "ipykernel", "ipywidgets", "pytest (>=4.1)", "pytest-cov (>=2.6.1)", "check-manifest", "flake8", "mypy", "tox", "bumpversion", "xmltodict", "pip (>=18.1)", "wheel (>=0.31.0)", "setuptools (>=38.6.0)", "twine (>=1.11.0)", "black"]
+
+[[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"
+python-versions = ">=3.6"
+version = "6.0.7"
 
 [package.dependencies]
 bleach = "*"
@@ -908,19 +935,21 @@ defusedxml = "*"
 entrypoints = ">=0.2.2"
 jinja2 = ">=2.4"
 jupyter-core = "*"
+jupyterlab-pygments = "*"
 mistune = ">=0.8.1,<2"
+nbclient = ">=0.5.0,<0.6.0"
 nbformat = ">=4.4"
 pandocfilters = ">=1.4.1"
-pygments = "*"
+pygments = ">=2.4.1"
 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)"]
+all = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pyppeteer (0.2.2)", "tornado (>=4.0)", "sphinx (>=1.5.1)", "sphinx-rtd-theme", "nbsphinx (>=0.2.12)", "ipython"]
+docs = ["sphinx (>=1.5.1)", "sphinx-rtd-theme", "nbsphinx (>=0.2.12)", "ipython"]
 serve = ["tornado (>=4.0)"]
-test = ["pytest", "pytest-cov", "ipykernel", "jupyter-client (>=5.3.1)", "ipywidgets (>=7)", "pebble", "mock"]
+test = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pyppeteer (0.2.2)"]
+webpdf = ["pyppeteer (0.2.2)"]
 
 [[package]]
 category = "dev"
@@ -928,7 +957,7 @@ description = "The Jupyter Notebook format"
 name = "nbformat"
 optional = false
 python-versions = ">=3.5"
-version = "5.0.7"
+version = "5.0.8"
 
 [package.dependencies]
 ipython-genutils = "*"
@@ -937,7 +966,16 @@ jupyter-core = "*"
 traitlets = ">=4.1"
 
 [package.extras]
-test = ["pytest", "pytest-cov", "testpath"]
+fast = ["fastjsonschema"]
+test = ["fastjsonschema", "testpath", "pytest", "pytest-cov"]
+
+[[package]]
+category = "dev"
+description = "Patch asyncio to allow nested event loops"
+name = "nest-asyncio"
+optional = false
+python-versions = ">=3.5"
+version = "1.4.3"
 
 [[package]]
 category = "dev"
@@ -945,14 +983,14 @@ 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"
+python-versions = ">=3.6"
+version = "2.5"
 
 [package.dependencies]
 decorator = ">=4.3.0"
 
 [package.extras]
-all = ["numpy", "scipy", "pandas", "matplotlib", "pygraphviz", "pydot", "pyyaml", "gdal", "lxml", "pytest"]
+all = ["numpy", "scipy", "pandas", "matplotlib", "pygraphviz", "pydot", "pyyaml", "lxml", "pytest"]
 gdal = ["gdal"]
 lxml = ["lxml"]
 matplotlib = ["matplotlib"]
@@ -971,7 +1009,7 @@ marker = "python_version == \"3.7\""
 name = "ninja"
 optional = false
 python-versions = "*"
-version = "1.10.0.post1"
+version = "1.10.0.post2"
 
 [[package]]
 category = "main"
@@ -1001,7 +1039,7 @@ description = "A web-based notebook environment for interactive computing"
 name = "notebook"
 optional = false
 python-versions = ">=3.5"
-version = "6.1.3"
+version = "6.1.5"
 
 [package.dependencies]
 Send2Trash = "*"
@@ -1029,7 +1067,7 @@ description = "NumPy is the fundamental package for array computing with Python.
 name = "numpy"
 optional = false
 python-versions = ">=3.6"
-version = "1.19.1"
+version = "1.19.4"
 
 [[package]]
 category = "main"
@@ -1045,7 +1083,7 @@ description = "A flexible configuration library"
 name = "omegaconf"
 optional = false
 python-versions = ">=3.6"
-version = "2.0.2"
+version = "2.0.5"
 
 [package.dependencies]
 PyYAML = ">=5.1"
@@ -1056,11 +1094,8 @@ category = "main"
 description = "Wrapper package for OpenCV python bindings."
 name = "opencv-python"
 optional = false
-python-versions = ">=3.5"
-version = "4.4.0.42"
-
-[package.dependencies]
-numpy = ">=1.13.1"
+python-versions = ">=3.6"
+version = "4.4.0.46"
 
 [[package]]
 category = "main"
@@ -1079,12 +1114,13 @@ category = "dev"
 description = "Utilities for writing pandoc filters in python"
 name = "pandocfilters"
 optional = false
-python-versions = "*"
-version = "1.4.2"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+version = "1.4.3"
 
 [[package]]
 category = "dev"
 description = "A Python Parser"
+marker = "python_version >= \"3.3\""
 name = "parso"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
@@ -1099,7 +1135,7 @@ description = "Utility library for gitignore style pattern matching of file path
 name = "pathspec"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-version = "0.8.0"
+version = "0.8.1"
 
 [[package]]
 category = "main"
@@ -1114,8 +1150,8 @@ category = "dev"
 description = "Python Build Reasonableness"
 name = "pbr"
 optional = false
-python-versions = "*"
-version = "5.4.5"
+python-versions = ">=2.6"
+version = "5.5.1"
 
 [[package]]
 category = "dev"
@@ -1142,8 +1178,8 @@ category = "main"
 description = "Python Imaging Library (Fork)"
 name = "pillow"
 optional = false
-python-versions = ">=3.5"
-version = "7.2.0"
+python-versions = ">=3.6"
+version = "8.0.1"
 
 [[package]]
 category = "main"
@@ -1167,7 +1203,7 @@ description = "Python client for the Prometheus monitoring system."
 name = "prometheus-client"
 optional = false
 python-versions = "*"
-version = "0.8.0"
+version = "0.9.0"
 
 [package.extras]
 twisted = ["twisted"]
@@ -1192,7 +1228,7 @@ description = "Library for building powerful interactive command lines in Python
 name = "prompt-toolkit"
 optional = false
 python-versions = ">=3.6.1"
-version = "3.0.6"
+version = "3.0.8"
 
 [package.dependencies]
 wcwidth = "*"
@@ -1203,7 +1239,7 @@ description = "Cross-platform lib for process and system monitoring in Python."
 name = "psutil"
 optional = false
 python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-version = "5.7.2"
+version = "5.7.3"
 
 [package.extras]
 test = ["ipaddress", "mock", "unittest2", "enum34", "pywin32", "wmi"]
@@ -1211,7 +1247,7 @@ test = ["ipaddress", "mock", "unittest2", "enum34", "pywin32", "wmi"]
 [[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\")"
+marker = "python_version >= \"3.3\" and sys_platform != \"win32\" or os_name != \"nt\""
 name = "ptyprocess"
 optional = false
 python-versions = "*"
@@ -1247,7 +1283,7 @@ description = "Python docstring style checker"
 name = "pydocstyle"
 optional = false
 python-versions = ">=3.5"
-version = "5.0.2"
+version = "5.1.1"
 
 [package.dependencies]
 snowballstemmer = "*"
@@ -1266,7 +1302,7 @@ description = "Pygments is a syntax highlighting package written in Python."
 name = "pygments"
 optional = false
 python-versions = ">=3.5"
-version = "2.6.1"
+version = "2.7.2"
 
 [[package]]
 category = "main"
@@ -1281,11 +1317,8 @@ category = "dev"
 description = "Persistent/Functional/Immutable data structures"
 name = "pyrsistent"
 optional = false
-python-versions = "*"
-version = "0.16.0"
-
-[package.dependencies]
-six = "*"
+python-versions = ">=3.5"
+version = "0.17.3"
 
 [[package]]
 category = "main"
@@ -1334,10 +1367,10 @@ description = "Thin-wrapper around the mock package for easier use with pytest"
 name = "pytest-mock"
 optional = false
 python-versions = ">=3.5"
-version = "3.2.0"
+version = "3.3.1"
 
 [package.dependencies]
-pytest = ">=2.7"
+pytest = ">=5.0"
 
 [package.extras]
 dev = ["pre-commit", "tox", "pytest-asyncio"]
@@ -1378,7 +1411,7 @@ description = "The easiest way to use deep metric learning in your application.
 name = "pytorch-metric-learning"
 optional = false
 python-versions = ">=3.0"
-version = "0.9.92"
+version = "0.9.94"
 
 [package.dependencies]
 numpy = "*"
@@ -1398,13 +1431,13 @@ description = "Python type inferencer"
 marker = "python_version == \"3.7\""
 name = "pytype"
 optional = false
-python-versions = "<3.9,>=3.5"
-version = "2020.8.10"
+python-versions = "<3.9,>=3.6"
+version = "2020.11.12"
 
 [package.dependencies]
 attrs = "*"
 importlab = ">=0.5.1"
-ninja = "*"
+ninja = ">=1.10.0.post2"
 pyyaml = ">=3.11"
 six = "*"
 typed_ast = "*"
@@ -1415,7 +1448,7 @@ description = "World timezone definitions, modern and historical"
 name = "pytz"
 optional = false
 python-versions = "*"
-version = "2020.1"
+version = "2020.4"
 
 [[package]]
 category = "dev"
@@ -1424,7 +1457,7 @@ marker = "sys_platform == \"win32\""
 name = "pywin32"
 optional = false
 python-versions = "*"
-version = "228"
+version = "300"
 
 [[package]]
 category = "dev"
@@ -1448,8 +1481,12 @@ category = "dev"
 description = "Python bindings for 0MQ"
 name = "pyzmq"
 optional = false
-python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*"
-version = "19.0.2"
+python-versions = ">=3.5"
+version = "20.0.0"
+
+[package.dependencies]
+cffi = "*"
+py = "*"
 
 [[package]]
 category = "dev"
@@ -1457,7 +1494,7 @@ description = "Jupyter Qt console"
 name = "qtconsole"
 optional = false
 python-versions = "*"
-version = "4.7.5"
+version = "4.7.7"
 
 [package.dependencies]
 ipykernel = ">=4.1"
@@ -1509,7 +1546,7 @@ description = "Alternative regular expression module, to replace re."
 name = "regex"
 optional = false
 python-versions = "*"
-version = "2020.7.14"
+version = "2020.11.13"
 
 [[package]]
 category = "main"
@@ -1517,13 +1554,13 @@ description = "Python HTTP for Humans."
 name = "requests"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-version = "2.24.0"
+version = "2.25.0"
 
 [package.dependencies]
 certifi = ">=2017.4.17"
 chardet = ">=3.0.2,<4"
 idna = ">=2.5,<3"
-urllib3 = ">=1.21.1,<1.25.0 || >1.25.0,<1.25.1 || >1.25.1,<1.26"
+urllib3 = ">=1.21.1,<1.27"
 
 [package.extras]
 security = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)"]
@@ -1567,7 +1604,7 @@ description = "SciPy: Scientific Library for Python"
 name = "scipy"
 optional = false
 python-versions = ">=3.6"
-version = "1.5.2"
+version = "1.5.4"
 
 [package.dependencies]
 numpy = ">=1.14.5"
@@ -1586,7 +1623,7 @@ description = "Python client for Sentry (https://sentry.io)"
 name = "sentry-sdk"
 optional = false
 python-versions = "*"
-version = "0.16.5"
+version = "0.19.3"
 
 [package.dependencies]
 certifi = "*"
@@ -1597,6 +1634,7 @@ aiohttp = ["aiohttp (>=3.5)"]
 beam = ["apache-beam (>=2.12)"]
 bottle = ["bottle (>=0.12.13)"]
 celery = ["celery (>=3)"]
+chalice = ["chalice (>=1.16.0)"]
 django = ["django (>=1.8)"]
 falcon = ["falcon (>=1.4)"]
 flask = ["flask (>=0.11)", "blinker (>=1.1)"]
@@ -1645,7 +1683,7 @@ description = "Python documentation generator"
 name = "sphinx"
 optional = false
 python-versions = ">=3.5"
-version = "3.2.1"
+version = "3.3.1"
 
 [package.dependencies]
 Jinja2 = ">=2.3"
@@ -1668,7 +1706,7 @@ sphinxcontrib-serializinghtml = "*"
 
 [package.extras]
 docs = ["sphinxcontrib-websupport"]
-lint = ["flake8 (>=3.5.0)", "flake8-import-order", "mypy (>=0.780)", "docutils-stubs"]
+lint = ["flake8 (>=3.5.0)", "flake8-import-order", "mypy (>=0.790)", "docutils-stubs"]
 test = ["pytest", "pytest-cov", "html5lib", "typed-ast", "cython"]
 
 [[package]]
@@ -1677,13 +1715,13 @@ description = "Type hints (PEP 484) support for the Sphinx autodoc extension"
 name = "sphinx-autodoc-typehints"
 optional = false
 python-versions = ">=3.5.2"
-version = "1.11.0"
+version = "1.11.1"
 
 [package.dependencies]
 Sphinx = ">=3.0"
 
 [package.extras]
-test = ["pytest (>=3.1.0)", "typing-extensions (>=3.5)", "sphobjinv (>=2.0)", "dataclasses"]
+test = ["pytest (>=3.1.0)", "typing-extensions (>=3.5)", "sphobjinv (>=2.0)", "Sphinx (>=3.2.0)", "dataclasses"]
 type_comments = ["typed-ast (>=1.4.0)"]
 
 [[package]]
@@ -1774,7 +1812,7 @@ description = "Manage dynamic plugins for Python applications"
 name = "stevedore"
 optional = false
 python-versions = ">=3.6"
-version = "3.2.0"
+version = "3.2.2"
 
 [package.dependencies]
 pbr = ">=2.0.0,<2.1.0 || >2.1.0"
@@ -1793,11 +1831,11 @@ version = "3.5.4"
 
 [[package]]
 category = "dev"
-description = "Terminals served to xterm.js using Tornado websockets"
+description = "Tornado websocket backend for the Xterm.js Javascript terminal emulator library."
 name = "terminado"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-version = "0.8.3"
+python-versions = ">=3.6"
+version = "0.9.1"
 
 [package.dependencies]
 ptyprocess = "*"
@@ -1828,8 +1866,8 @@ category = "main"
 description = "Python Library for Tom's Obvious, Minimal Language"
 name = "toml"
 optional = false
-python-versions = "*"
-version = "0.10.1"
+python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
+version = "0.10.2"
 
 [[package]]
 category = "main"
@@ -1837,11 +1875,13 @@ description = "Tensors and Dynamic neural networks in Python with strong GPU acc
 name = "torch"
 optional = false
 python-versions = ">=3.6.1"
-version = "1.6.0"
+version = "1.7.0"
 
 [package.dependencies]
+dataclasses = "*"
 future = "*"
 numpy = "*"
+typing-extensions = "*"
 
 [[package]]
 category = "main"
@@ -1849,7 +1889,7 @@ description = "Model summary in PyTorch, based off of the original torchsummary.
 name = "torch-summary"
 optional = false
 python-versions = ">=3.5"
-version = "1.4.2"
+version = "1.4.3"
 
 [[package]]
 category = "main"
@@ -1857,12 +1897,12 @@ description = "image and video datasets and models for torch deep learning"
 name = "torchvision"
 optional = false
 python-versions = "*"
-version = "0.7.0"
+version = "0.8.1"
 
 [package.dependencies]
 numpy = "*"
 pillow = ">=4.1.1"
-torch = "1.6.0"
+torch = "1.7.0"
 
 [package.extras]
 scipy = ["scipy"]
@@ -1873,7 +1913,7 @@ description = "Tornado is a Python web framework and asynchronous networking lib
 name = "tornado"
 optional = false
 python-versions = ">= 3.5"
-version = "6.0.4"
+version = "6.1"
 
 [[package]]
 category = "main"
@@ -1881,26 +1921,24 @@ description = "Fast, Extensible Progress Meter"
 name = "tqdm"
 optional = false
 python-versions = ">=2.6, !=3.0.*, !=3.1.*"
-version = "4.48.2"
+version = "4.52.0"
 
 [package.extras]
-dev = ["py-make (>=0.1.0)", "twine", "argopt", "pydoc-markdown"]
+dev = ["py-make (>=0.1.0)", "twine", "argopt", "pydoc-markdown", "wheel"]
 
 [[package]]
 category = "dev"
-description = "Traitlets Python config system"
+description = "Traitlets Python configuration system"
 name = "traitlets"
 optional = false
-python-versions = "*"
-version = "4.3.3"
+python-versions = ">=3.7"
+version = "5.0.5"
 
 [package.dependencies]
-decorator = "*"
 ipython-genutils = "*"
-six = "*"
 
 [package.extras]
-test = ["pytest", "mock"]
+test = ["pytest"]
 
 [[package]]
 category = "main"
@@ -1916,7 +1954,7 @@ description = "Run-time type checker for Python"
 name = "typeguard"
 optional = false
 python-versions = ">=3.5.3"
-version = "2.9.1"
+version = "2.10.0"
 
 [package.extras]
 doc = ["sphinx-rtd-theme", "sphinx-autodoc-typehints (>=1.2.0)"]
@@ -1928,7 +1966,7 @@ description = "Backported and Experimental Type Hints for Python 3.5+"
 name = "typing-extensions"
 optional = false
 python-versions = "*"
-version = "3.7.4.2"
+version = "3.7.4.3"
 
 [[package]]
 category = "main"
@@ -1948,11 +1986,11 @@ description = "HTTP library with thread-safe connection pooling, file post, and
 name = "urllib3"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, <4"
-version = "1.25.10"
+version = "1.26.2"
 
 [package.extras]
 brotli = ["brotlipy (>=0.6.0)"]
-secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "pyOpenSSL (>=0.14)", "ipaddress"]
+secure = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "certifi", "ipaddress"]
 socks = ["PySocks (>=1.5.6,<1.5.7 || >1.5.7,<2.0)"]
 
 [[package]]
@@ -1961,7 +1999,7 @@ description = "A CLI and library for interacting with the Weights and Biases API
 name = "wandb"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-version = "0.9.6"
+version = "0.9.7"
 
 [package.dependencies]
 Click = ">=7.0"
@@ -2033,7 +2071,7 @@ marker = "sys_platform == \"win32\""
 name = "win32-setctime"
 optional = false
 python-versions = ">=3.5"
-version = "1.0.1"
+version = "1.0.3"
 
 [package.extras]
 dev = ["pytest (>=4.6.2)", "black (>=19.3b0)"]
@@ -2061,14 +2099,14 @@ marker = "python_version < \"3.8\""
 name = "zipp"
 optional = false
 python-versions = ">=3.6"
-version = "3.1.0"
+version = "3.4.0"
 
 [package.extras]
 docs = ["sphinx", "jaraco.packaging (>=3.2)", "rst.linker (>=1.9)"]
-testing = ["jaraco.itertools", "func-timeout"]
+testing = ["pytest (>=3.5,<3.7.3 || >3.7.3)", "pytest-checkdocs (>=1.2.3)", "pytest-flake8", "pytest-cov", "jaraco.test (>=3.2.0)", "jaraco.itertools", "func-timeout", "pytest-black (>=0.3.7)", "pytest-mypy"]
 
 [metadata]
-content-hash = "c8511d6e4ae5708277c07f553830c11d3dc5cd77ca7f99bb47cd94dbb21d4b13"
+content-hash = "9e2ebd8ad14a53756cf4d2b967e4dfb52d1c70caa0a6df6b5e42600237337631"
 lock-version = "1.0"
 python-versions = "^3.7"
 
@@ -2103,17 +2141,21 @@ argon2-cffi = [
     {file = "argon2_cffi-20.1.0-cp38-cp38-win32.whl", hash = "sha256:77e909cc756ef81d6abb60524d259d959bab384832f0c651ed7dcb6e5ccdbb78"},
     {file = "argon2_cffi-20.1.0-cp38-cp38-win_amd64.whl", hash = "sha256:9dfd5197852530294ecb5795c97a823839258dfd5eb9420233c7cfedec2058f2"},
 ]
+async-generator = [
+    {file = "async_generator-1.10-py3-none-any.whl", hash = "sha256:01c7bf666359b4967d2cda0000cc2e4af16a0ae098cbffcb8472fb9e8ad6585b"},
+    {file = "async_generator-1.10.tar.gz", hash = "sha256:6ebb3d106c12920aaae42ccb6f787ef5eefdcdd166ea3d628fa8476abe712144"},
+]
 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"},
+    {file = "attrs-20.3.0-py2.py3-none-any.whl", hash = "sha256:31b2eced602aa8423c2aea9c76a724617ed67cf9513173fd3a4f03e3a929c7e6"},
+    {file = "attrs-20.3.0.tar.gz", hash = "sha256:832aa3cde19744e49938b91fea06d69ecb9e649c93ba974535d08ad92164f700"},
 ]
 babel = [
-    {file = "Babel-2.8.0-py2.py3-none-any.whl", hash = "sha256:d670ea0b10f8b723672d3a6abeb87b565b244da220d76b4dba1b66269ec152d4"},
-    {file = "Babel-2.8.0.tar.gz", hash = "sha256:1aac2ae2d0d8ea368fa90906567f5c08463d98ade155c0c4bfedd6a0f7160e38"},
+    {file = "Babel-2.9.0-py2.py3-none-any.whl", hash = "sha256:9d35c22fcc79893c3ecc85ac4a56cde1ecf3f19c540bba0922308a6c06ca6fa5"},
+    {file = "Babel-2.9.0.tar.gz", hash = "sha256:da031ab54472314f210b0adcff1588ee5d1d1d0ba4dbd07b94dba82bde791e05"},
 ]
 backcall = [
     {file = "backcall-0.2.0-py2.py3-none-any.whl", hash = "sha256:fbbce6a29f263178a1f7915c1940bde0ec2b2a967566fe1c65c1dfb7422bd255"},
@@ -2128,8 +2170,8 @@ black = [
     {file = "black-19.10b0.tar.gz", hash = "sha256:c2edb73a08e9e0e6f65a0e6af18b059b8b1cdd5bef997d7a0b181df93dc81539"},
 ]
 bleach = [
-    {file = "bleach-3.1.5-py2.py3-none-any.whl", hash = "sha256:2bce3d8fab545a6528c8fa5d9f9ae8ebc85a56da365c7f85180bfe96a35ef22f"},
-    {file = "bleach-3.1.5.tar.gz", hash = "sha256:3c4c520fdb9db59ef139915a5db79f8b51bc2a7257ea0389f30c846883430a4b"},
+    {file = "bleach-3.2.1-py2.py3-none-any.whl", hash = "sha256:9f8ccbeb6183c6e6cddea37592dfb0167485c1e3b13b3363bc325aa8bda3adbd"},
+    {file = "bleach-3.2.1.tar.gz", hash = "sha256:52b5919b81842b1854196eaae5ca29679a2f2e378905c346d3ca8227c2c66080"},
 ]
 blessings = [
     {file = "blessings-1.7-py2-none-any.whl", hash = "sha256:caad5211e7ba5afe04367cdd4cfc68fa886e2e08f6f35e76b7387d2109ccea6e"},
@@ -2141,38 +2183,46 @@ boltons = [
     {file = "boltons-20.2.1.tar.gz", hash = "sha256:dd362291a460cc1e0c2e91cc6a60da3036ced77099b623112e8f833e6734bdc5"},
 ]
 certifi = [
-    {file = "certifi-2020.6.20-py2.py3-none-any.whl", hash = "sha256:8fc0819f1f30ba15bdb34cceffb9ef04d99f420f68eb75d901e9560b8749fc41"},
-    {file = "certifi-2020.6.20.tar.gz", hash = "sha256:5930595817496dd21bb8dc35dad090f1c2cd0adfaf21204bf6732ca5d8ee34d3"},
+    {file = "certifi-2020.11.8-py2.py3-none-any.whl", hash = "sha256:1f422849db327d534e3d0c5f02a263458c3955ec0aae4ff09b95f195c59f4edd"},
+    {file = "certifi-2020.11.8.tar.gz", hash = "sha256:f05def092c44fbf25834a51509ef6e631dc19765ab8a57b4e7ab85531f0a9cf4"},
 ]
 cffi = [
-    {file = "cffi-1.14.2-cp27-cp27m-macosx_10_9_x86_64.whl", hash = "sha256:da9d3c506f43e220336433dffe643fbfa40096d408cb9b7f2477892f369d5f82"},
-    {file = "cffi-1.14.2-cp27-cp27m-manylinux1_i686.whl", hash = "sha256:23e44937d7695c27c66a54d793dd4b45889a81b35c0751ba91040fe825ec59c4"},
-    {file = "cffi-1.14.2-cp27-cp27m-manylinux1_x86_64.whl", hash = "sha256:0da50dcbccd7cb7e6c741ab7912b2eff48e85af217d72b57f80ebc616257125e"},
-    {file = "cffi-1.14.2-cp27-cp27m-win32.whl", hash = "sha256:76ada88d62eb24de7051c5157a1a78fd853cca9b91c0713c2e973e4196271d0c"},
-    {file = "cffi-1.14.2-cp27-cp27m-win_amd64.whl", hash = "sha256:15a5f59a4808f82d8ec7364cbace851df591c2d43bc76bcbe5c4543a7ddd1bf1"},
-    {file = "cffi-1.14.2-cp27-cp27mu-manylinux1_i686.whl", hash = "sha256:e4082d832e36e7f9b2278bc774886ca8207346b99f278e54c9de4834f17232f7"},
-    {file = "cffi-1.14.2-cp27-cp27mu-manylinux1_x86_64.whl", hash = "sha256:57214fa5430399dffd54f4be37b56fe22cedb2b98862550d43cc085fb698dc2c"},
-    {file = "cffi-1.14.2-cp35-cp35m-macosx_10_9_x86_64.whl", hash = "sha256:6843db0343e12e3f52cc58430ad559d850a53684f5b352540ca3f1bc56df0731"},
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@@ -3120,14 +3266,14 @@ widgetsnbextension = [
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 zipp = [
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