diff --git a/CHANGELOG.md b/CHANGELOG.md
index 1c629481..d3fd87d3 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,4 +1,10 @@
 # Release Notes
+## v0.10.1 Bugfixes (24/03/2022)
+
+### Fixed
+
+- Fix with creating tensors on correct devices (#908)
+- Fix with MultiLoss when calculating gradient (#908)
 
 ## v0.10.0 Adding N-HiTS network (N-BEATS successor) (23/03/2022)
 
diff --git a/docs/requirements.txt b/docs/requirements.txt
index c52e71e2..22920760 100644
--- a/docs/requirements.txt
+++ b/docs/requirements.txt
@@ -15,3 +15,5 @@ statsmodels
 ipython
 nbconvert>=6.3.0
 recommonmark>=0.7.1
+# Jinja2 3.1.0 breaks docs. Keep until nbconvert or Jinja2 fixes it.
+jinja2<3.1.0
diff --git a/poetry.lock b/poetry.lock
index 61dddf7e..ada7c24c 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -52,7 +52,7 @@ python-versions = "*"
 
 [[package]]
 name = "alembic"
-version = "1.7.5"
+version = "1.7.7"
 description = "A database migration tool for SQLAlchemy."
 category = "main"
 optional = false
@@ -77,11 +77,11 @@ python-versions = "*"
 
 [[package]]
 name = "astroid"
-version = "2.9.0"
+version = "2.9.3"
 description = "An abstract syntax tree for Python with inference support."
 category = "dev"
 optional = false
-python-versions = "~=3.6"
+python-versions = ">=3.6.2"
 
 [package.dependencies]
 lazy-object-proxy = ">=1.4.0"
@@ -91,14 +91,14 @@ wrapt = ">=1.11,<1.14"
 
 [[package]]
 name = "async-timeout"
-version = "4.0.1"
+version = "4.0.2"
 description = "Timeout context manager for asyncio programs"
 category = "main"
 optional = false
 python-versions = ">=3.6"
 
 [package.dependencies]
-typing-extensions = ">=3.6.5"
+typing-extensions = {version = ">=3.6.5", markers = "python_version < \"3.8\""}
 
 [[package]]
 name = "asynctest"
@@ -118,21 +118,21 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "attrs"
-version = "21.2.0"
+version = "21.4.0"
 description = "Classes Without Boilerplate"
 category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
 [package.extras]
-dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "furo", "sphinx", "sphinx-notfound-page", "pre-commit"]
+dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "furo", "sphinx", "sphinx-notfound-page", "pre-commit", "cloudpickle"]
 docs = ["furo", "sphinx", "zope.interface", "sphinx-notfound-page"]
-tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface"]
-tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins"]
+tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "cloudpickle"]
+tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "cloudpickle"]
 
 [[package]]
 name = "autopage"
-version = "0.4.0"
+version = "0.5.0"
 description = "A library to provide automatic paging for console output"
 category = "main"
 optional = false
@@ -157,21 +157,6 @@ category = "dev"
 optional = false
 python-versions = "*"
 
-[[package]]
-name = "backports.entry-points-selectable"
-version = "1.1.1"
-description = "Compatibility shim providing selectable entry points for older implementations"
-category = "dev"
-optional = false
-python-versions = ">=2.7"
-
-[package.dependencies]
-importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
-
-[package.extras]
-docs = ["sphinx", "jaraco.packaging (>=8.2)", "rst.linker (>=1.9)"]
-testing = ["pytest", "pytest-flake8", "pytest-cov", "pytest-black (>=0.3.7)", "pytest-mypy", "pytest-checkdocs (>=2.4)", "pytest-enabler (>=1.0.1)"]
-
 [[package]]
 name = "beautifulsoup4"
 version = "4.10.0"
@@ -227,11 +212,11 @@ webencodings = "*"
 
 [[package]]
 name = "cachetools"
-version = "4.2.4"
+version = "5.0.0"
 description = "Extensible memoizing collections and decorators"
 category = "main"
 optional = false
-python-versions = "~=3.5"
+python-versions = "~=3.7"
 
 [[package]]
 name = "certifi"
@@ -262,7 +247,7 @@ python-versions = ">=3.6.1"
 
 [[package]]
 name = "charset-normalizer"
-version = "2.0.9"
+version = "2.0.12"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 category = "main"
 optional = false
@@ -273,7 +258,7 @@ unicode_backport = ["unicodedata2"]
 
 [[package]]
 name = "click"
-version = "8.0.3"
+version = "8.0.4"
 description = "Composable command line interface toolkit"
 category = "dev"
 optional = false
@@ -285,7 +270,7 @@ importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
 
 [[package]]
 name = "cliff"
-version = "3.10.0"
+version = "3.10.1"
 description = "Command Line Interface Formulation Framework"
 category = "main"
 optional = false
@@ -313,7 +298,7 @@ numpy = "*"
 
 [[package]]
 name = "cmd2"
-version = "2.3.3"
+version = "2.4.0"
 description = "cmd2 - quickly build feature-rich and user-friendly interactive command line applications in Python"
 category = "main"
 optional = false
@@ -323,8 +308,7 @@ python-versions = ">=3.6"
 attrs = ">=16.3.0"
 importlib-metadata = {version = ">=1.6.0", markers = "python_version < \"3.8\""}
 pyperclip = ">=1.6"
-pyreadline = {version = "*", markers = "sys_platform == \"win32\" and python_version < \"3.8\""}
-pyreadline3 = {version = "*", markers = "sys_platform == \"win32\" and python_version >= \"3.8\""}
+pyreadline3 = {version = "*", markers = "sys_platform == \"win32\""}
 typing-extensions = {version = "*", markers = "python_version < \"3.8\""}
 wcwidth = ">=0.1.7"
 
@@ -398,7 +382,7 @@ python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*"
 
 [[package]]
 name = "decorator"
-version = "5.1.0"
+version = "5.1.1"
 description = "Decorators for Humans"
 category = "dev"
 optional = false
@@ -430,11 +414,11 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
 [[package]]
 name = "entrypoints"
-version = "0.3"
+version = "0.4"
 description = "Discover and load entry points from installed packages."
 category = "dev"
 optional = false
-python-versions = ">=2.7"
+python-versions = ">=3.6"
 
 [[package]]
 name = "execnet"
@@ -449,11 +433,11 @@ testing = ["pre-commit"]
 
 [[package]]
 name = "filelock"
-version = "3.4.0"
+version = "3.6.0"
 description = "A platform independent file lock."
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.extras]
 docs = ["furo (>=2021.8.17b43)", "sphinx (>=4.1)", "sphinx-autodoc-typehints (>=1.12)"]
@@ -461,28 +445,28 @@ testing = ["covdefaults (>=1.2.0)", "coverage (>=4)", "pytest (>=4)", "pytest-co
 
 [[package]]
 name = "flake8"
-version = "4.0.1"
+version = "3.9.2"
 description = "the modular source code checker: pep8 pyflakes and co"
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
 
 [package.dependencies]
-importlib-metadata = {version = "<4.3", markers = "python_version < \"3.8\""}
+importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
 mccabe = ">=0.6.0,<0.7.0"
-pycodestyle = ">=2.8.0,<2.9.0"
-pyflakes = ">=2.4.0,<2.5.0"
+pycodestyle = ">=2.7.0,<2.8.0"
+pyflakes = ">=2.3.0,<2.4.0"
 
 [[package]]
 name = "fonttools"
-version = "4.28.3"
+version = "4.31.2"
 description = "Tools to manipulate font files"
 category = "main"
 optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-all = ["fs (>=2.2.0,<3)", "lxml (>=4.0,<5)", "zopfli (>=0.1.4)", "lz4 (>=1.7.4.2)", "matplotlib", "sympy", "skia-pathops (>=0.5.0)", "brotlicffi (>=0.8.0)", "scipy", "brotli (>=1.0.1)", "munkres", "unicodedata2 (>=13.0.0)", "xattr"]
+all = ["fs (>=2.2.0,<3)", "lxml (>=4.0,<5)", "zopfli (>=0.1.4)", "lz4 (>=1.7.4.2)", "matplotlib", "sympy", "skia-pathops (>=0.5.0)", "brotlicffi (>=0.8.0)", "scipy", "brotli (>=1.0.1)", "munkres", "unicodedata2 (>=14.0.0)", "xattr"]
 graphite = ["lz4 (>=1.7.4.2)"]
 interpolatable = ["scipy", "munkres"]
 lxml = ["lxml (>=4.0,<5)"]
@@ -491,16 +475,16 @@ plot = ["matplotlib"]
 symfont = ["sympy"]
 type1 = ["xattr"]
 ufo = ["fs (>=2.2.0,<3)"]
-unicode = ["unicodedata2 (>=13.0.0)"]
+unicode = ["unicodedata2 (>=14.0.0)"]
 woff = ["zopfli (>=0.1.4)", "brotlicffi (>=0.8.0)", "brotli (>=1.0.1)"]
 
 [[package]]
 name = "frozenlist"
-version = "1.2.0"
+version = "1.3.0"
 description = "A list-like structure which implements collections.abc.MutableSequence"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [[package]]
 name = "fsspec"
@@ -546,14 +530,14 @@ python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
 
 [[package]]
 name = "google-auth"
-version = "2.3.3"
+version = "2.6.2"
 description = "Google Authentication Library"
 category = "main"
 optional = false
 python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*"
 
 [package.dependencies]
-cachetools = ">=2.0.0,<5.0"
+cachetools = ">=2.0.0,<6.0"
 pyasn1-modules = ">=0.2.1"
 rsa = {version = ">=3.1.4,<5", markers = "python_version >= \"3.6\""}
 six = ">=1.9.0"
@@ -591,7 +575,7 @@ docs = ["sphinx"]
 
 [[package]]
 name = "grpcio"
-version = "1.42.0"
+version = "1.45.0"
 description = "HTTP/2-based RPC framework"
 category = "main"
 optional = false
@@ -601,15 +585,15 @@ python-versions = ">=3.6"
 six = ">=1.5.2"
 
 [package.extras]
-protobuf = ["grpcio-tools (>=1.42.0)"]
+protobuf = ["grpcio-tools (>=1.45.0)"]
 
 [[package]]
 name = "identify"
-version = "2.4.0"
+version = "2.4.12"
 description = "File identification library for Python"
 category = "dev"
 optional = false
-python-versions = ">=3.6.1"
+python-versions = ">=3.7"
 
 [package.extras]
 license = ["ukkonen"]
@@ -632,19 +616,20 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "importlib-metadata"
-version = "4.2.0"
+version = "4.11.3"
 description = "Read metadata from Python packages"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
 typing-extensions = {version = ">=3.6.4", markers = "python_version < \"3.8\""}
 zipp = ">=0.5"
 
 [package.extras]
-docs = ["sphinx", "jaraco.packaging (>=8.2)", "rst.linker (>=1.9)"]
-testing = ["pytest (>=4.6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "packaging", "pep517", "pyfakefs", "flufl.flake8", "pytest-black (>=0.3.7)", "pytest-mypy", "importlib-resources (>=1.3)"]
+docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)"]
+perf = ["ipython"]
+testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "packaging", "pyfakefs", "flufl.flake8", "pytest-perf (>=0.9.2)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)", "importlib-resources (>=1.3)"]
 
 [[package]]
 name = "importlib-resources"
@@ -701,7 +686,7 @@ test = ["pytest (!=5.3.4)", "pytest-cov", "flaky", "ipyparallel"]
 
 [[package]]
 name = "ipython"
-version = "7.31.1"
+version = "7.32.0"
 description = "IPython: Productive Interactive Computing"
 category = "dev"
 optional = false
@@ -731,14 +716,6 @@ parallel = ["ipyparallel"]
 qtconsole = ["qtconsole"]
 test = ["nose (>=0.10.1)", "requests", "testpath", "pygments", "nbformat", "ipykernel", "numpy (>=1.17)"]
 
-[[package]]
-name = "ipython-genutils"
-version = "0.2.0"
-description = "Vestigial utilities from IPython"
-category = "dev"
-optional = false
-python-versions = "*"
-
 [[package]]
 name = "isort"
 version = "5.10.1"
@@ -770,11 +747,11 @@ testing = ["Django (<3.1)", "colorama", "docopt", "pytest (<7.0.0)"]
 
 [[package]]
 name = "jinja2"
-version = "3.0.3"
+version = "3.1.0"
 description = "A very fast and expressive template engine."
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
 MarkupSafe = ">=2.0"
@@ -792,7 +769,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "jsonschema"
-version = "4.2.1"
+version = "4.4.0"
 description = "An implementation of JSON Schema validation for Python"
 category = "dev"
 optional = false
@@ -803,6 +780,7 @@ attrs = ">=17.4.0"
 importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
 importlib-resources = {version = ">=1.4.0", markers = "python_version < \"3.9\""}
 pyrsistent = ">=0.14.0,<0.17.0 || >0.17.0,<0.17.1 || >0.17.1,<0.17.2 || >0.17.2"
+typing-extensions = {version = "*", markers = "python_version < \"3.8\""}
 
 [package.extras]
 format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
@@ -810,7 +788,7 @@ format_nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
 
 [[package]]
 name = "jupyter-client"
-version = "7.1.0"
+version = "7.1.2"
 description = "Jupyter protocol implementation and client libraries"
 category = "dev"
 optional = false
@@ -831,7 +809,7 @@ test = ["codecov", "coverage", "ipykernel", "ipython", "mock", "mypy", "pre-comm
 
 [[package]]
 name = "jupyter-core"
-version = "4.9.1"
+version = "4.9.2"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
 category = "dev"
 optional = false
@@ -854,53 +832,61 @@ pygments = ">=2.4.1,<3"
 
 [[package]]
 name = "kiwisolver"
-version = "1.3.2"
+version = "1.4.0"
 description = "A fast implementation of the Cassowary constraint solver"
 category = "main"
 optional = false
 python-versions = ">=3.7"
 
+[package.dependencies]
+typing-extensions = {version = "*", markers = "python_version < \"3.8\""}
+
 [[package]]
 name = "lazy-object-proxy"
-version = "1.7.0"
+version = "1.7.1"
 description = "A fast and thorough lazy object proxy."
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+python-versions = ">=3.6"
 
 [[package]]
 name = "mako"
-version = "1.1.6"
-description = "A super-fast templating language that borrows the  best ideas from the existing templating languages."
+version = "1.2.0"
+description = "A super-fast templating language that borrows the best ideas from the existing templating languages."
 category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=3.7"
 
 [package.dependencies]
+importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
 MarkupSafe = ">=0.9.2"
 
 [package.extras]
 babel = ["babel"]
 lingua = ["lingua"]
+testing = ["pytest"]
 
 [[package]]
 name = "markdown"
-version = "3.3.5"
+version = "3.3.6"
 description = "Python implementation of Markdown."
 category = "main"
 optional = false
 python-versions = ">=3.6"
 
+[package.dependencies]
+importlib-metadata = {version = ">=4.4", markers = "python_version < \"3.10\""}
+
 [package.extras]
 testing = ["coverage", "pyyaml"]
 
 [[package]]
 name = "markupsafe"
-version = "2.0.1"
+version = "2.1.1"
 description = "Safely add untrusted strings to HTML/XML markup."
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [[package]]
 name = "matplotlib"
@@ -950,15 +936,15 @@ python-versions = "*"
 
 [[package]]
 name = "multidict"
-version = "5.2.0"
+version = "6.0.2"
 description = "multidict implementation"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [[package]]
 name = "mypy"
-version = "0.941"
+version = "0.942"
 description = "Optional static typing for Python"
 category = "dev"
 optional = false
@@ -985,32 +971,32 @@ python-versions = "*"
 
 [[package]]
 name = "nbclient"
-version = "0.5.9"
+version = "0.5.13"
 description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
 category = "dev"
 optional = false
-python-versions = ">=3.6.1"
+python-versions = ">=3.7.0"
 
 [package.dependencies]
 jupyter-client = ">=6.1.5"
 nbformat = ">=5.0"
 nest-asyncio = "*"
-traitlets = ">=4.2"
+traitlets = ">=5.0.0"
 
 [package.extras]
-dev = ["codecov", "coverage", "ipython", "ipykernel", "ipywidgets", "pytest (>=4.1)", "pytest-cov (>=2.6.1)", "check-manifest", "flake8", "mypy", "tox", "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", "xmltodict", "pip (>=18.1)", "wheel (>=0.31.0)", "setuptools (>=38.6.0)", "twine (>=1.11.0)", "black"]
+test = ["ipython (<8.0.0)", "ipykernel", "ipywidgets (<8.0.0)", "pytest (>=4.1)", "pytest-asyncio", "pytest-cov (>=2.6.1)", "check-manifest", "flake8", "mypy", "xmltodict", "black", "pip (>=18.1)", "wheel (>=0.31.0)", "setuptools (>=38.6.0)", "twine (>=1.11.0)"]
 
 [[package]]
 name = "nbconvert"
-version = "6.3.0"
+version = "6.4.4"
 description = "Converting Jupyter Notebooks"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 
 [package.dependencies]
+beautifulsoup4 = "*"
 bleach = "*"
 defusedxml = "*"
 entrypoints = ">=0.2.2"
@@ -1026,29 +1012,28 @@ testpath = "*"
 traitlets = ">=5.0"
 
 [package.extras]
-all = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pyppeteer (==0.2.6)", "tornado (>=4.0)", "sphinx (>=1.5.1)", "sphinx-rtd-theme", "nbsphinx (>=0.2.12)", "ipython"]
+all = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pyppeteer (>=1,<1.1)", "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", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pyppeteer (==0.2.6)"]
-webpdf = ["pyppeteer (==0.2.6)"]
+test = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pyppeteer (>=1,<1.1)"]
+webpdf = ["pyppeteer (>=1,<1.1)"]
 
 [[package]]
 name = "nbformat"
-version = "5.1.3"
+version = "5.2.0"
 description = "The Jupyter Notebook format"
 category = "dev"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.7"
 
 [package.dependencies]
-ipython-genutils = "*"
 jsonschema = ">=2.4,<2.5.0 || >2.5.0"
 jupyter-core = "*"
 traitlets = ">=4.1"
 
 [package.extras]
 fast = ["fastjsonschema"]
-test = ["check-manifest", "fastjsonschema", "testpath", "pytest", "pytest-cov"]
+test = ["check-manifest", "fastjsonschema", "testpath", "pytest"]
 
 [[package]]
 name = "nbsphinx"
@@ -1092,16 +1077,16 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "oauthlib"
-version = "3.1.1"
+version = "3.2.0"
 description = "A generic, spec-compliant, thorough implementation of the OAuth request-signing logic"
 category = "main"
 optional = false
 python-versions = ">=3.6"
 
 [package.extras]
-rsa = ["cryptography (>=3.0.0,<4)"]
+rsa = ["cryptography (>=3.0.0)"]
 signals = ["blinker (>=1.4.0)"]
-signedtoken = ["cryptography (>=3.0.0,<4)", "pyjwt (>=2.0.0,<3)"]
+signedtoken = ["cryptography (>=3.0.0)", "pyjwt (>=2.0.0,<3)"]
 
 [[package]]
 name = "optuna"
@@ -1224,7 +1209,7 @@ test = ["pytest", "pytest-cov", "scipy"]
 
 [[package]]
 name = "pbr"
-version = "5.8.0"
+version = "5.8.1"
 description = "Python Build Reasonableness"
 category = "main"
 optional = false
@@ -1259,11 +1244,11 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "platformdirs"
-version = "2.4.0"
+version = "2.5.1"
 description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.extras]
 docs = ["Sphinx (>=4)", "furo (>=2021.7.5b38)", "proselint (>=0.10.2)", "sphinx-autodoc-typehints (>=1.12)"]
@@ -1286,14 +1271,14 @@ testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "plumbum"
-version = "1.7.1"
+version = "1.7.2"
 description = "Plumbum: shell combinators library"
 category = "dev"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
 
 [package.dependencies]
-pypiwin32 = {version = "*", markers = "platform_system == \"Windows\" and platform_python_implementation != \"PyPy\""}
+pywin32 = {version = "*", markers = "platform_system == \"Windows\" and platform_python_implementation != \"PyPy\""}
 
 [package.extras]
 dev = ["paramiko", "psutil", "pytest", "pytest-cov", "pytest-mock", "pytest-timeout"]
@@ -1327,11 +1312,11 @@ virtualenv = ">=20.0.8"
 
 [[package]]
 name = "prettytable"
-version = "2.4.0"
+version = "3.2.0"
 description = "A simple Python library for easily displaying tabular data in a visually appealing ASCII table format"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
 importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
@@ -1342,7 +1327,7 @@ tests = ["pytest", "pytest-cov", "pytest-lazy-fixture"]
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.24"
+version = "3.0.28"
 description = "Library for building powerful interactive command lines in Python"
 category = "dev"
 optional = false
@@ -1353,7 +1338,7 @@ wcwidth = "*"
 
 [[package]]
 name = "protobuf"
-version = "3.19.1"
+version = "3.19.4"
 description = "Protocol Buffers"
 category = "main"
 optional = false
@@ -1418,11 +1403,11 @@ pyasn1 = ">=0.4.6,<0.5.0"
 
 [[package]]
 name = "pycodestyle"
-version = "2.8.0"
+version = "2.7.0"
 description = "Python style guide checker"
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "pycparser"
@@ -1461,7 +1446,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "pyflakes"
-version = "2.4.0"
+version = "2.3.1"
 description = "passive checker of Python programs"
 category = "dev"
 optional = false
@@ -1469,7 +1454,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "pygments"
-version = "2.10.0"
+version = "2.11.2"
 description = "Pygments is a syntax highlighting package written in Python."
 category = "dev"
 optional = false
@@ -1494,7 +1479,7 @@ typing-extensions = {version = ">=3.10.0", markers = "python_version < \"3.10\""
 
 [[package]]
 name = "pyparsing"
-version = "3.0.6"
+version = "3.0.7"
 description = "Python parsing module"
 category = "main"
 optional = false
@@ -1511,28 +1496,9 @@ category = "main"
 optional = false
 python-versions = "*"
 
-[[package]]
-name = "pypiwin32"
-version = "223"
-description = ""
-category = "dev"
-optional = false
-python-versions = "*"
-
-[package.dependencies]
-pywin32 = ">=223"
-
-[[package]]
-name = "pyreadline"
-version = "2.1"
-description = "A python implmementation of GNU readline."
-category = "main"
-optional = false
-python-versions = "*"
-
 [[package]]
 name = "pyreadline3"
-version = "3.3"
+version = "3.4.1"
 description = "A python implementation of GNU readline."
 category = "main"
 optional = false
@@ -1540,11 +1506,11 @@ python-versions = "*"
 
 [[package]]
 name = "pyrsistent"
-version = "0.18.0"
+version = "0.18.1"
 description = "Persistent/Functional/Immutable data structures"
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [[package]]
 name = "pytest"
@@ -1681,7 +1647,7 @@ test = ["coverage (>5.2.0,<6.3)", "codecov (>=2.1)", "pytest (>=6.0)", "pytest-r
 
 [[package]]
 name = "pytz"
-version = "2021.3"
+version = "2022.1"
 description = "World timezone definitions, modern and historical"
 category = "main"
 optional = false
@@ -1689,7 +1655,7 @@ python-versions = "*"
 
 [[package]]
 name = "pywin32"
-version = "302"
+version = "303"
 description = "Python for Window Extensions"
 category = "dev"
 optional = false
@@ -1730,7 +1696,7 @@ sphinx = ">=1.3.1"
 
 [[package]]
 name = "requests"
-version = "2.26.0"
+version = "2.27.1"
 description = "Python HTTP for Humans."
 category = "main"
 optional = false
@@ -1748,7 +1714,7 @@ use_chardet_on_py3 = ["chardet (>=3.0.2,<5)"]
 
 [[package]]
 name = "requests-oauthlib"
-version = "1.3.0"
+version = "1.3.1"
 description = "OAuthlib authentication support for Requests."
 category = "main"
 optional = false
@@ -1805,7 +1771,7 @@ numpy = ">=1.16.5"
 
 [[package]]
 name = "setuptools-scm"
-version = "6.3.2"
+version = "6.4.2"
 description = "the blessed package to manage your versions by scm tags"
 category = "main"
 optional = false
@@ -1816,7 +1782,8 @@ packaging = ">=20.0"
 tomli = ">=1.0.0"
 
 [package.extras]
-toml = ["setuptools (>=42)", "tomli (>=1.0.0)"]
+test = ["pytest (>=6.2)", "virtualenv (>20)"]
+toml = ["setuptools (>=42)"]
 
 [[package]]
 name = "six"
@@ -1844,7 +1811,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "sphinx"
-version = "4.3.2"
+version = "4.4.0"
 description = "Python documentation generator"
 category = "dev"
 optional = false
@@ -1856,6 +1823,7 @@ babel = ">=1.3"
 colorama = {version = ">=0.3.5", markers = "sys_platform == \"win32\""}
 docutils = ">=0.14,<0.18"
 imagesize = "*"
+importlib-metadata = {version = ">=4.4", markers = "python_version < \"3.10\""}
 Jinja2 = ">=2.3"
 packaging = "*"
 Pygments = ">=2.0"
@@ -1870,7 +1838,7 @@ sphinxcontrib-serializinghtml = ">=1.1.5"
 
 [package.extras]
 docs = ["sphinxcontrib-websupport"]
-lint = ["flake8 (>=3.5.0)", "isort", "mypy (>=0.920)", "docutils-stubs", "types-typed-ast", "types-pkg-resources", "types-requests"]
+lint = ["flake8 (>=3.5.0)", "isort", "mypy (>=0.931)", "docutils-stubs", "types-typed-ast", "types-requests"]
 test = ["pytest", "pytest-cov", "html5lib", "cython", "typed-ast"]
 
 [[package]]
@@ -1946,7 +1914,7 @@ test = ["pytest"]
 
 [[package]]
 name = "sqlalchemy"
-version = "1.4.28"
+version = "1.4.32"
 description = "Database Abstraction Library"
 category = "main"
 optional = false
@@ -2011,7 +1979,7 @@ pbr = ">=2.0.0,<2.1.0 || >2.1.0"
 
 [[package]]
 name = "tensorboard"
-version = "2.7.0"
+version = "2.8.0"
 description = "TensorBoard lets you watch Tensors Flow"
 category = "main"
 optional = false
@@ -2040,7 +2008,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "tensorboard-plugin-wit"
-version = "1.8.0"
+version = "1.8.1"
 description = "What-If Tool TensorBoard plugin."
 category = "main"
 optional = false
@@ -2056,18 +2024,18 @@ python-versions = "*"
 
 [[package]]
 name = "testpath"
-version = "0.5.0"
+version = "0.6.0"
 description = "Test utilities for code working with files and commands"
 category = "dev"
 optional = false
 python-versions = ">= 3.5"
 
 [package.extras]
-test = ["pytest", "pathlib2"]
+test = ["pytest"]
 
 [[package]]
 name = "threadpoolctl"
-version = "3.0.0"
+version = "3.1.0"
 description = "threadpoolctl"
 category = "main"
 optional = false
@@ -2091,11 +2059,11 @@ python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
 
 [[package]]
 name = "tomli"
-version = "1.2.3"
+version = "2.0.1"
 description = "A lil' TOML parser"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [[package]]
 name = "torch"
@@ -2110,7 +2078,7 @@ typing-extensions = "*"
 
 [[package]]
 name = "torchmetrics"
-version = "0.6.1"
+version = "0.7.3"
 description = "PyTorch native Metrics"
 category = "main"
 optional = false
@@ -2119,17 +2087,18 @@ python-versions = ">=3.6"
 [package.dependencies]
 numpy = ">=1.17.2"
 packaging = "*"
+pyDeprecate = ">=0.3.0,<0.4.0"
 torch = ">=1.3.1"
 
 [package.extras]
-all = ["pystoi", "pesq (>=0.0.3)", "pycocotools (>=2.0.2)", "torchvision", "sphinxcontrib-mockautodoc", "sphinx-copybutton (>=0.3)", "sphinx (>=4.0)", "pandoc (>=1.0)", "pytorch-lightning (>=1.1)", "sphinx-autodoc-typehints (>=1.0)", "myst-parser", "sphinx-togglebutton (>=0.2)", "docutils (>=0.16)", "nbsphinx (>=0.8)", "sphinxcontrib-fulltoc (>=1.0)", "sphinx-paramlinks (>=0.5.1)", "scipy", "torch-fidelity", "lpips", "pytorch-lightning (>=1.0)", "pytest (>=6.0)", "mypy (>=0.790)", "phmdoctest (>=1.1.1)", "check-manifest", "rouge-score (>=0.0.4)", "pytest-cov (>2.10)", "jiwer (>=2.3.0)", "scikit-learn (>=0.24)", "coverage (>5.2)", "cloudpickle (>=1.3)", "pypesq", "sacrebleu (>=2.0.0)", "transformers (>=4.0)", "scikit-image (>0.17.1)", "isort (>=5.0)", "codecov (>=2.1)", "bert-score (==0.3.10)", "flake8", "pre-commit (>=1.0)", "mir-eval (>=0.6)", "twine (>=3.2)", "regex (>=2021.9.24)", "tqdm (>=4.41.0)", "nltk (>=3.6)"]
-audio = ["pystoi", "pesq (>=0.0.3)"]
-detection = ["pycocotools (>=2.0.2)", "torchvision"]
-docs = ["sphinxcontrib-mockautodoc", "sphinx-copybutton (>=0.3)", "sphinx (>=4.0)", "pandoc (>=1.0)", "pytorch-lightning (>=1.1)", "sphinx-autodoc-typehints (>=1.0)", "myst-parser", "sphinx-togglebutton (>=0.2)", "docutils (>=0.16)", "nbsphinx (>=0.8)", "sphinxcontrib-fulltoc (>=1.0)", "sphinx-paramlinks (>=0.5.1)"]
-image = ["scipy", "torch-fidelity", "lpips", "torchvision"]
-integrate = ["pytorch-lightning (>=1.0)"]
-test = ["pytest (>=6.0)", "mypy (>=0.790)", "phmdoctest (>=1.1.1)", "check-manifest", "rouge-score (>=0.0.4)", "pytest-cov (>2.10)", "jiwer (>=2.3.0)", "scikit-learn (>=0.24)", "coverage (>5.2)", "cloudpickle (>=1.3)", "pypesq", "sacrebleu (>=2.0.0)", "transformers (>=4.0)", "scikit-image (>0.17.1)", "isort (>=5.0)", "codecov (>=2.1)", "bert-score (==0.3.10)", "flake8", "pre-commit (>=1.0)", "mir-eval (>=0.6)", "twine (>=3.2)"]
-text = ["regex (>=2021.9.24)", "tqdm (>=4.41.0)", "nltk (>=3.6)"]
+all = ["pystoi", "pesq (>=0.0.3)", "fast-bss-eval (>=0.1.0)", "torchvision (>=0.8)", "docutils (>=0.16)", "nbsphinx (>=0.8)", "sphinx-autodoc-typehints (>=1.0)", "sphinx (>=4.0)", "pandoc (>=1.0)", "sphinx-paramlinks (>=0.5.1)", "pytorch-lightning (>=1.1)", "sphinx-copybutton (>=0.3)", "sphinxcontrib-mockautodoc", "sphinx-togglebutton (>=0.2)", "sphinxcontrib-fulltoc (>=1.0)", "myst-parser", "scipy", "torchvision", "torch-fidelity", "lpips", "pytorch-lightning (>=1.3)", "cloudpickle (>=1.3)", "codecov (>=2.1)", "pytest (>=6.0.0,<7.0.0)", "coverage (>5.2)", "phmdoctest (>=1.1.1)", "jiwer (>=2.3.0)", "mypy (>=0.790)", "sacrebleu (>=2.0.0)", "pytest-cov (>2.10)", "pytorch-msssim", "pypesq", "pytest-doctestplus (>=0.9.0)", "pre-commit (>=1.0)", "mir-eval (>=0.6)", "transformers (>=4.0)", "twine (>=3.2)", "check-manifest", "bert-score (==0.3.10)", "scikit-image (>0.17.1)", "rouge-score (>=0.0.4)", "psutil", "scikit-learn (>=0.24)", "regex (>=2021.9.24)", "nltk (>=3.6)", "tqdm (>=4.41.0)"]
+audio = ["pystoi", "pesq (>=0.0.3)", "fast-bss-eval (>=0.1.0)"]
+detection = ["torchvision (>=0.8)"]
+docs = ["docutils (>=0.16)", "nbsphinx (>=0.8)", "sphinx-autodoc-typehints (>=1.0)", "sphinx (>=4.0)", "pandoc (>=1.0)", "sphinx-paramlinks (>=0.5.1)", "pytorch-lightning (>=1.1)", "sphinx-copybutton (>=0.3)", "sphinxcontrib-mockautodoc", "sphinx-togglebutton (>=0.2)", "sphinxcontrib-fulltoc (>=1.0)", "myst-parser"]
+image = ["scipy", "torchvision", "torch-fidelity", "lpips"]
+integrate = ["pytorch-lightning (>=1.3)"]
+test = ["cloudpickle (>=1.3)", "codecov (>=2.1)", "pytest (>=6.0.0,<7.0.0)", "coverage (>5.2)", "phmdoctest (>=1.1.1)", "jiwer (>=2.3.0)", "mypy (>=0.790)", "sacrebleu (>=2.0.0)", "pytest-cov (>2.10)", "pytorch-msssim", "pypesq", "pytest-doctestplus (>=0.9.0)", "pre-commit (>=1.0)", "mir-eval (>=0.6)", "transformers (>=4.0)", "twine (>=3.2)", "check-manifest", "bert-score (==0.3.10)", "scikit-image (>0.17.1)", "rouge-score (>=0.0.4)", "psutil", "scikit-learn (>=0.24)"]
+text = ["regex (>=2021.9.24)", "nltk (>=3.6)", "tqdm (>=4.41.0)"]
 
 [[package]]
 name = "tornado"
@@ -2141,7 +2110,7 @@ python-versions = ">= 3.5"
 
 [[package]]
 name = "tqdm"
-version = "4.62.3"
+version = "4.63.1"
 description = "Fast, Extensible Progress Meter"
 category = "main"
 optional = false
@@ -2168,15 +2137,15 @@ test = ["pytest"]
 
 [[package]]
 name = "typed-ast"
-version = "1.4.3"
+version = "1.5.2"
 description = "a fork of Python 2 and 3 ast modules with type comment support"
 category = "dev"
 optional = false
-python-versions = "*"
+python-versions = ">=3.6"
 
 [[package]]
 name = "typing-extensions"
-version = "4.0.1"
+version = "4.1.1"
 description = "Backported and Experimental Type Hints for Python 3.6+"
 category = "main"
 optional = false
@@ -2184,27 +2153,26 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "urllib3"
-version = "1.26.7"
+version = "1.26.9"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, <4"
 
 [package.extras]
-brotli = ["brotlipy (>=0.6.0)"]
+brotli = ["brotlicffi (>=0.8.0)", "brotli (>=1.0.9)", "brotlipy (>=0.6.0)"]
 secure = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "certifi", "ipaddress"]
 socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.10.0"
+version = "20.13.4"
 description = "Virtual Python Environment builder"
 category = "dev"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
 
 [package.dependencies]
-"backports.entry-points-selectable" = ">=1.0.4"
 distlib = ">=0.3.1,<1"
 filelock = ">=3.2,<4"
 importlib-metadata = {version = ">=0.12", markers = "python_version < \"3.8\""}
@@ -2233,7 +2201,7 @@ python-versions = "*"
 
 [[package]]
 name = "werkzeug"
-version = "2.0.2"
+version = "2.0.3"
 description = "The comprehensive WSGI web application library."
 category = "main"
 optional = false
@@ -2265,15 +2233,15 @@ typing-extensions = {version = ">=3.7.4", markers = "python_version < \"3.8\""}
 
 [[package]]
 name = "zipp"
-version = "3.6.0"
+version = "3.7.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.extras]
 docs = ["sphinx", "jaraco.packaging (>=8.2)", "rst.linker (>=1.9)"]
-testing = ["pytest (>=4.6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "jaraco.itertools", "func-timeout", "pytest-black (>=0.3.7)", "pytest-mypy"]
+testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "jaraco.itertools", "func-timeout", "pytest-black (>=0.3.7)", "pytest-mypy"]
 
 [extras]
 github-actions = ["pytest-github-actions-annotate-failures"]
@@ -2371,20 +2339,20 @@ alabaster = [
     {file = "alabaster-0.7.12.tar.gz", hash = "sha256:a661d72d58e6ea8a57f7a86e37d86716863ee5e92788398526d58b26a4e4dc02"},
 ]
 alembic = [
-    {file = "alembic-1.7.5-py3-none-any.whl", hash = "sha256:a9dde941534e3d7573d9644e8ea62a2953541e27bc1793e166f60b777ae098b4"},
-    {file = "alembic-1.7.5.tar.gz", hash = "sha256:7c328694a2e68f03ee971e63c3bd885846470373a5b532cf2c9f1601c413b153"},
+    {file = "alembic-1.7.7-py3-none-any.whl", hash = "sha256:29be0856ec7591c39f4e1cb10f198045d890e6e2274cf8da80cb5e721a09642b"},
+    {file = "alembic-1.7.7.tar.gz", hash = "sha256:4961248173ead7ce8a21efb3de378f13b8398e6630fab0eb258dc74a8af24c58"},
 ]
 appnope = [
     {file = "appnope-0.1.2-py2.py3-none-any.whl", hash = "sha256:93aa393e9d6c54c5cd570ccadd8edad61ea0c4b9ea7a01409020c9aa019eb442"},
     {file = "appnope-0.1.2.tar.gz", hash = "sha256:dd83cd4b5b460958838f6eb3000c660b1f9caf2a5b1de4264e941512f603258a"},
 ]
 astroid = [
-    {file = "astroid-2.9.0-py3-none-any.whl", hash = "sha256:776ca0b748b4ad69c00bfe0fff38fa2d21c338e12c84aa9715ee0d473c422778"},
-    {file = "astroid-2.9.0.tar.gz", hash = "sha256:5939cf55de24b92bda00345d4d0659d01b3c7dafb5055165c330bc7c568ba273"},
+    {file = "astroid-2.9.3-py3-none-any.whl", hash = "sha256:506daabe5edffb7e696ad82483ad0228245a9742ed7d2d8c9cdb31537decf9f6"},
+    {file = "astroid-2.9.3.tar.gz", hash = "sha256:1efdf4e867d4d8ba4a9f6cf9ce07cd182c4c41de77f23814feb27ca93ca9d877"},
 ]
 async-timeout = [
-    {file = "async-timeout-4.0.1.tar.gz", hash = "sha256:b930cb161a39042f9222f6efb7301399c87eeab394727ec5437924a36d6eef51"},
-    {file = "async_timeout-4.0.1-py3-none-any.whl", hash = "sha256:a22c0b311af23337eb05fcf05a8b51c3ea53729d46fb5460af62bee033cec690"},
+    {file = "async-timeout-4.0.2.tar.gz", hash = "sha256:2163e1640ddb52b7a8c80d0a67a08587e5d245cc9c553a74a847056bc2976b15"},
+    {file = "async_timeout-4.0.2-py3-none-any.whl", hash = "sha256:8ca1e4fcf50d07413d66d1a5e416e42cfdf5851c981d679a09851a6853383b3c"},
 ]
 asynctest = [
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@@ -2395,12 +2363,12 @@ atomicwrites = [
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+    {file = "typing_extensions-4.1.1.tar.gz", hash = "sha256:1a9462dcc3347a79b1f1c0271fbe79e844580bb598bafa1ed208b94da3cdcd42"},
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 urllib3 = [
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-    {file = "urllib3-1.26.7.tar.gz", hash = "sha256:4987c65554f7a2dbf30c18fd48778ef124af6fab771a377103da0585e2336ece"},
+    {file = "urllib3-1.26.9-py2.py3-none-any.whl", hash = "sha256:44ece4d53fb1706f667c9bd1c648f5469a2ec925fcf3a776667042d645472c14"},
+    {file = "urllib3-1.26.9.tar.gz", hash = "sha256:aabaf16477806a5e1dd19aa41f8c2b7950dd3c746362d7e3223dbe6de6ac448e"},
 ]
 virtualenv = [
-    {file = "virtualenv-20.10.0-py2.py3-none-any.whl", hash = "sha256:4b02e52a624336eece99c96e3ab7111f469c24ba226a53ec474e8e787b365814"},
-    {file = "virtualenv-20.10.0.tar.gz", hash = "sha256:576d05b46eace16a9c348085f7d0dc8ef28713a2cabaa1cf0aea41e8f12c9218"},
+    {file = "virtualenv-20.13.4-py2.py3-none-any.whl", hash = "sha256:c3e01300fb8495bc00ed70741f5271fc95fed067eb7106297be73d30879af60c"},
+    {file = "virtualenv-20.13.4.tar.gz", hash = "sha256:ce8901d3bbf3b90393498187f2d56797a8a452fb2d0d7efc6fd837554d6f679c"},
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     {file = "wcwidth-0.2.5-py2.py3-none-any.whl", hash = "sha256:beb4802a9cebb9144e99086eff703a642a13d6a0052920003a230f3294bbe784"},
@@ -4095,8 +3982,8 @@ webencodings = [
     {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
 ]
 werkzeug = [
-    {file = "Werkzeug-2.0.2-py3-none-any.whl", hash = "sha256:63d3dc1cf60e7b7e35e97fa9861f7397283b75d765afcaefd993d6046899de8f"},
-    {file = "Werkzeug-2.0.2.tar.gz", hash = "sha256:aa2bb6fc8dee8d6c504c0ac1e7f5f7dc5810a9903e793b6f715a9f015bdadb9a"},
+    {file = "Werkzeug-2.0.3-py3-none-any.whl", hash = "sha256:1421ebfc7648a39a5c58c601b154165d05cf47a3cd0ccb70857cbdacf6c8f2b8"},
+    {file = "Werkzeug-2.0.3.tar.gz", hash = "sha256:b863f8ff057c522164b6067c9e28b041161b4be5ba4d0daceeaa50a163822d3c"},
 ]
 wrapt = [
     {file = "wrapt-1.13.3-cp27-cp27m-macosx_10_9_x86_64.whl", hash = "sha256:e05e60ff3b2b0342153be4d1b597bbcfd8330890056b9619f4ad6b8d5c96a81a"},
@@ -4226,6 +4113,6 @@ yarl = [
     {file = "yarl-1.7.2.tar.gz", hash = "sha256:45399b46d60c253327a460e99856752009fcee5f5d3c80b2f7c0cae1c38d56dd"},
 ]
 zipp = [
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-    {file = "zipp-3.6.0.tar.gz", hash = "sha256:71c644c5369f4a6e07636f0aa966270449561fcea2e3d6747b8d23efaa9d7832"},
+    {file = "zipp-3.7.0-py3-none-any.whl", hash = "sha256:b47250dd24f92b7dd6a0a8fc5244da14608f3ca90a5efcd37a3b1642fac9a375"},
+    {file = "zipp-3.7.0.tar.gz", hash = "sha256:9f50f446828eb9d45b267433fd3e9da8d801f614129124863f9c51ebceafb87d"},
 ]
diff --git a/pytorch_forecasting/data/encoders.py b/pytorch_forecasting/data/encoders.py
index b27c9153..ed332a00 100644
--- a/pytorch_forecasting/data/encoders.py
+++ b/pytorch_forecasting/data/encoders.py
@@ -360,7 +360,7 @@ def _set_parameters(
                 self.center_ = np.mean(y_center)
                 self.scale_ = np.std(y_scale) + self.eps
             # correct numpy scalar dtype promotion, e.g. fix type from `np.float32(0.0) + 1e-8` gives `np.float64(1e-8)`
-            if not torch.is_tensor(self.scale_) and np.isscalar(self.scale_):
+            if isinstance(self.scale_, np.ndarray) and np.isscalar(self.scale_):
                 self.scale_ = self.scale_.astype(y_scale.dtype)
 
         elif self.method == "robust":
diff --git a/pytorch_forecasting/metrics.py b/pytorch_forecasting/metrics.py
index f24bfef0..ec655cb8 100644
--- a/pytorch_forecasting/metrics.py
+++ b/pytorch_forecasting/metrics.py
@@ -1,7 +1,7 @@
 """
 Implementation of metrics for (mulit-horizon) timeseries forecasting.
 """
-from typing import Dict, List, Tuple, Union
+from typing import Any, Callable, Dict, List, Optional, Tuple, Union
 import warnings
 
 import scipy.stats
@@ -11,7 +11,6 @@
 import torch.nn.functional as F
 from torch.nn.utils import rnn
 from torchmetrics import Metric as LightningMetric
-from torchmetrics.metric import CompositionalMetric
 
 from pytorch_forecasting.utils import create_mask, unpack_sequence, unsqueeze_like
 
@@ -152,6 +151,9 @@ def _sync_dist(self, dist_sync_fn=None, process_group=None) -> None:
         # No syncing required here. syncing will be done in metric_a and metric_b
         pass
 
+    def _wrap_compute(self, compute: Callable) -> Callable:
+        return compute
+
     def reset(self) -> None:
         self.torchmetric.reset()
 
@@ -264,7 +266,7 @@ def __len__(self) -> int:
         """
         return len(self.metrics)
 
-    def update(self, y_pred: torch.Tensor, y_actual: torch.Tensor, **kwargs):
+    def update(self, y_pred: torch.Tensor, y_actual: torch.Tensor, **kwargs) -> None:
         """
         Update composite metric
 
@@ -272,9 +274,6 @@ def update(self, y_pred: torch.Tensor, y_actual: torch.Tensor, **kwargs):
             y_pred: network output
             y_actual: actual values
             **kwargs: arguments to update function
-
-        Returns:
-            torch.Tensor: metric value on which backpropagation can be applied
         """
         for idx, metric in enumerate(self.metrics):
             try:
@@ -306,6 +305,55 @@ def compute(self) -> torch.Tensor:
             results = torch.stack(results, dim=0).sum(0)
         return results
 
+    @torch.jit.unused
+    def forward(self, y_pred: torch.Tensor, y_actual: torch.Tensor, **kwargs):
+        """
+        Calculate composite metric
+
+        Args:
+            y_pred: network output
+            y_actual: actual values
+            **kwargs: arguments to update function
+
+        Returns:
+            torch.Tensor: metric value on which backpropagation can be applied
+        """
+        results = []
+        for idx, metric in enumerate(self.metrics):
+            try:
+                res = metric(
+                    y_pred[idx],
+                    (y_actual[0][idx], y_actual[1]),
+                    **{
+                        name: value[idx] if isinstance(value, (list, tuple)) else value
+                        for name, value in kwargs.items()
+                    },
+                )
+            except TypeError:  # silently update without kwargs if not supported
+                res = metric(y_pred[idx], (y_actual[0][idx], y_actual[1]))
+            results.append(res * self.weights[idx])
+
+        if len(results) == 1:
+            results = results[0]
+        else:
+            results = torch.stack(results, dim=0).sum(0)
+        return results
+
+    def _wrap_compute(self, compute: Callable) -> Callable:
+        return compute
+
+    def _sync_dist(self, dist_sync_fn: Optional[Callable] = None, process_group: Optional[Any] = None) -> None:
+        # No syncing required here. syncing will be done in metrics
+        pass
+
+    def reset(self) -> None:
+        for metric in self.metrics:
+            metric.reset()
+
+    def persistent(self, mode: bool = False) -> None:
+        for metric in self.metrics:
+            metric.persistent(mode=mode)
+
     def to_prediction(self, y_pred: torch.Tensor, **kwargs) -> torch.Tensor:
         """
         Convert network prediction into a point prediction.
@@ -746,7 +794,7 @@ def to_quantiles(self, out: Dict[str, torch.Tensor], quantiles=None):
                 quantiles = self.quantiles
         predictions = super().to_prediction(out)
         return torch.stack(
-            [torch.tensor(scipy.stats.poisson(predictions.detach().numpy()).ppf(q)) for q in quantiles], dim=-1
+            [torch.tensor(scipy.stats.poisson(predictions.detach().cpu().numpy()).ppf(q)) for q in quantiles], dim=-1
         ).to(predictions.device)
 
 
diff --git a/pytorch_forecasting/models/base_model.py b/pytorch_forecasting/models/base_model.py
index f66a05e9..b53389b2 100644
--- a/pytorch_forecasting/models/base_model.py
+++ b/pytorch_forecasting/models/base_model.py
@@ -866,7 +866,7 @@ def log_gradient_flow(self, named_parameters: Dict[str, torch.Tensor]) -> None:
         for name, p in named_parameters:
             if p.grad is not None and p.requires_grad and "bias" not in name:
                 layers.append(name)
-                ave_grads.append(p.grad.abs().mean())
+                ave_grads.append(p.grad.abs().cpu().mean())
                 self.logger.experiment.add_histogram(tag=name, values=p.grad, global_step=self.global_step)
         fig, ax = plt.subplots()
         ax.plot(ave_grads)
diff --git a/pytorch_forecasting/models/temporal_fusion_transformer/__init__.py b/pytorch_forecasting/models/temporal_fusion_transformer/__init__.py
index 9012d8b9..394c2a61 100644
--- a/pytorch_forecasting/models/temporal_fusion_transformer/__init__.py
+++ b/pytorch_forecasting/models/temporal_fusion_transformer/__init__.py
@@ -596,7 +596,9 @@ def interpret_output(
             encoder_attention = out["encoder_attention"]
             shifts = encoder_attention.size(3) - out["encoder_lengths"]
             new_index = (
-                torch.arange(encoder_attention.size(3))[None, None, None].expand_as(encoder_attention)
+                torch.arange(encoder_attention.size(3), device=encoder_attention.device)[None, None, None].expand_as(
+                    encoder_attention
+                )
                 - shifts[:, None, None, None]
             ) % encoder_attention.size(3)
             encoder_attention = torch.gather(encoder_attention, dim=3, index=new_index)