diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 5447dcd4..076987da 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -8,7 +8,7 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: [3.6, 3.7, 3.8]
+        python-version: [3.6, 3.7, 3.8, 3.9]
     steps:
       - uses: actions/checkout@v2
       - name: Set up Python ${{ matrix.python-version }}
@@ -48,4 +48,4 @@ jobs:
           poetry run black spleeter --check
           poetry run isort spleeter --check
       - name: Test with pytest
-        run: poetry run pytest tests/
\ No newline at end of file
+        run: poetry run pytest tests/
diff --git a/CHANGELOG.md b/CHANGELOG.md
index d680b106..d2bfe492 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,10 @@
 # Changelog History
 
+## 2.3.0
+
+Updating dependencies to enable TensorFlow 2.5 support (and Python 3.9 overall)
+Removing the destructor from the `Separator` class
+
 ## 2.2.0
 
 Minor changes mainly fixing some issues:
diff --git a/poetry.lock b/poetry.lock
index 33973ba5..e6bf96da 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,6 +1,6 @@
 [[package]]
 name = "absl-py"
-version = "0.11.0"
+version = "0.13.0"
 description = "Abseil Python Common Libraries, see https://github.com/abseil/abseil-py."
 category = "main"
 optional = false
@@ -28,6 +28,14 @@ python-versions = "*"
 [package.dependencies]
 six = ">=1.6.1,<2.0"
 
+[[package]]
+name = "async-generator"
+version = "1.10"
+description = "Async generators and context managers for Python 3.5+"
+category = "main"
+optional = false
+python-versions = ">=3.5"
+
 [[package]]
 name = "atomicwrites"
 version = "1.4.0"
@@ -38,17 +46,17 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "attrs"
-version = "20.3.0"
+version = "21.2.0"
 description = "Classes Without Boilerplate"
 category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
 [package.extras]
-dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "zope.interface", "furo", "sphinx", "pre-commit"]
-docs = ["furo", "sphinx", "zope.interface"]
-tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "zope.interface"]
-tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six"]
+dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "furo", "sphinx", "sphinx-notfound-page", "pre-commit"]
+docs = ["furo", "sphinx", "zope.interface", "sphinx-notfound-page"]
+tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface"]
+tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins"]
 
 [[package]]
 name = "audioread"
@@ -81,9 +89,17 @@ typing-extensions = ">=3.7.4"
 colorama = ["colorama (>=0.4.3)"]
 d = ["aiohttp (>=3.3.2)", "aiohttp-cors"]
 
+[[package]]
+name = "cached-property"
+version = "1.5.2"
+description = "A decorator for caching properties in classes."
+category = "main"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "cachetools"
-version = "4.2.0"
+version = "4.2.2"
 description = "Extensible memoizing collections and decorators"
 category = "main"
 optional = false
@@ -91,7 +107,7 @@ python-versions = "~=3.5"
 
 [[package]]
 name = "certifi"
-version = "2020.12.5"
+version = "2021.5.30"
 description = "Python package for providing Mozilla's CA Bundle."
 category = "main"
 optional = false
@@ -99,7 +115,7 @@ python-versions = "*"
 
 [[package]]
 name = "cffi"
-version = "1.14.4"
+version = "1.14.6"
 description = "Foreign Function Interface for Python calling C code."
 category = "main"
 optional = false
@@ -109,12 +125,15 @@ python-versions = "*"
 pycparser = "*"
 
 [[package]]
-name = "chardet"
-version = "4.0.0"
-description = "Universal encoding detector for Python 2 and 3"
+name = "charset-normalizer"
+version = "2.0.4"
+description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = ">=3.5.0"
+
+[package.extras]
+unicode_backport = ["unicodedata2"]
 
 [[package]]
 name = "click"
@@ -128,7 +147,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 name = "colorama"
 version = "0.4.4"
 description = "Cross-platform colored terminal text."
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
@@ -147,17 +166,17 @@ immutables = ">=0.9"
 name = "dataclasses"
 version = "0.8"
 description = "A backport of the dataclasses module for Python 3.6"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.6, <3.7"
 
 [[package]]
 name = "decorator"
-version = "4.4.2"
+version = "5.0.9"
 description = "Decorators for Humans"
 category = "main"
 optional = false
-python-versions = ">=2.6, !=3.0.*, !=3.1.*"
+python-versions = ">=3.5"
 
 [[package]]
 name = "ffmpeg-python"
@@ -173,6 +192,14 @@ future = "*"
 [package.extras]
 dev = ["future (==0.17.1)", "numpy (==1.16.4)", "pytest-mock (==1.10.4)", "pytest (==4.6.1)", "Sphinx (==2.1.0)", "tox (==3.12.1)"]
 
+[[package]]
+name = "flatbuffers"
+version = "1.12"
+description = "The FlatBuffers serialization format for Python"
+category = "main"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "future"
 version = "0.18.2"
@@ -183,7 +210,7 @@ python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
 
 [[package]]
 name = "gast"
-version = "0.3.3"
+version = "0.4.0"
 description = "Python AST that abstracts the underlying Python version"
 category = "main"
 optional = false
@@ -191,7 +218,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "google-auth"
-version = "1.24.0"
+version = "1.35.0"
 description = "Google Authentication Library"
 category = "main"
 optional = false
@@ -204,22 +231,24 @@ rsa = {version = ">=3.1.4,<5", markers = "python_version >= \"3.6\""}
 six = ">=1.9.0"
 
 [package.extras]
-aiohttp = ["aiohttp (>=3.6.2,<4.0.0dev)"]
+aiohttp = ["requests (>=2.20.0,<3.0.0dev)", "aiohttp (>=3.6.2,<4.0.0dev)"]
+pyopenssl = ["pyopenssl (>=20.0.0)"]
+reauth = ["pyu2f (>=0.1.5)"]
 
 [[package]]
 name = "google-auth-oauthlib"
-version = "0.4.2"
+version = "0.4.5"
 description = "Google Authentication Library"
 category = "main"
 optional = false
 python-versions = ">=3.6"
 
 [package.dependencies]
-google-auth = "*"
+google-auth = ">=1.0.0"
 requests-oauthlib = ">=0.7.0"
 
 [package.extras]
-tool = ["click"]
+tool = ["click (>=6.0.0)"]
 
 [[package]]
 name = "google-pasta"
@@ -234,7 +263,7 @@ six = "*"
 
 [[package]]
 name = "grpcio"
-version = "1.34.0"
+version = "1.34.1"
 description = "HTTP/2-based RPC framework"
 category = "main"
 optional = false
@@ -244,7 +273,7 @@ python-versions = "*"
 six = ">=1.5.2"
 
 [package.extras]
-protobuf = ["grpcio-tools (>=1.34.0)"]
+protobuf = ["grpcio-tools (>=1.34.1)"]
 
 [[package]]
 name = "h11"
@@ -256,46 +285,51 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "h2"
-version = "3.2.0"
+version = "4.0.0"
 description = "HTTP/2 State-Machine based protocol implementation"
 category = "main"
 optional = false
-python-versions = "*"
+python-versions = ">=3.6.1"
 
 [package.dependencies]
-hpack = ">=3.0,<4"
-hyperframe = ">=5.2.0,<6"
+hpack = ">=4.0,<5"
+hyperframe = ">=6.0,<7"
 
 [[package]]
 name = "h5py"
-version = "2.10.0"
+version = "3.1.0"
 description = "Read and write HDF5 files from Python"
 category = "main"
 optional = false
-python-versions = "*"
+python-versions = ">=3.6"
 
 [package.dependencies]
-numpy = ">=1.7"
-six = "*"
+cached-property = {version = "*", markers = "python_version < \"3.8\""}
+numpy = [
+    {version = ">=1.12", markers = "python_version == \"3.6\""},
+    {version = ">=1.14.5", markers = "python_version == \"3.7\""},
+    {version = ">=1.17.5", markers = "python_version == \"3.8\""},
+    {version = ">=1.19.3", markers = "python_version >= \"3.9\""},
+]
 
 [[package]]
 name = "hpack"
-version = "3.0.0"
+version = "4.0.0"
 description = "Pure-Python HPACK header compression"
 category = "main"
 optional = false
-python-versions = "*"
+python-versions = ">=3.6.1"
 
 [[package]]
 name = "httpcore"
-version = "0.12.2"
+version = "0.13.3"
 description = "A minimal low-level HTTP client."
 category = "main"
 optional = false
 python-versions = ">=3.6"
 
 [package.dependencies]
-h11 = "<1.0.0"
+h11 = ">=0.11,<0.13"
 sniffio = ">=1.0.0,<2.0.0"
 
 [package.extras]
@@ -303,50 +337,58 @@ http2 = ["h2 (>=3,<5)"]
 
 [[package]]
 name = "httpx"
-version = "0.16.1"
+version = "0.19.0"
 description = "The next generation HTTP client."
 category = "main"
 optional = false
 python-versions = ">=3.6"
 
 [package.dependencies]
+async-generator = {version = "*", markers = "python_version < \"3.7\""}
 certifi = "*"
-h2 = {version = ">=3.0.0,<4.0.0", optional = true, markers = "extra == \"http2\""}
-httpcore = ">=0.12.0,<0.13.0"
+charset-normalizer = "*"
+h2 = {version = ">=3,<5", optional = true, markers = "extra == \"http2\""}
+httpcore = ">=0.13.3,<0.14.0"
 rfc3986 = {version = ">=1.3,<2", extras = ["idna2008"]}
 sniffio = "*"
 
 [package.extras]
-brotli = ["brotlipy (>=0.7.0,<0.8.0)"]
-http2 = ["h2 (>=3.0.0,<4.0.0)"]
+brotli = ["brotlicffi", "brotli"]
+http2 = ["h2 (>=3,<5)"]
 
 [[package]]
 name = "hyperframe"
-version = "5.2.0"
+version = "6.0.1"
 description = "HTTP/2 framing layer for Python"
 category = "main"
 optional = false
-python-versions = "*"
+python-versions = ">=3.6.1"
 
 [[package]]
 name = "idna"
-version = "2.10"
+version = "3.2"
 description = "Internationalized Domain Names in Applications (IDNA)"
 category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=3.5"
 
 [[package]]
 name = "immutables"
-version = "0.14"
+version = "0.16"
 description = "Immutable Collections"
 category = "main"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.6"
+
+[package.dependencies]
+typing-extensions = {version = ">=3.7.4.3", markers = "python_version < \"3.8\""}
+
+[package.extras]
+test = ["flake8 (>=3.8.4,<3.9.0)", "pycodestyle (>=2.6.0,<2.7.0)", "mypy (>=0.910)", "pytest (>=6.2.4,<6.3.0)"]
 
 [[package]]
 name = "importlib-metadata"
-version = "3.3.0"
+version = "3.10.1"
 description = "Read metadata from Python packages"
 category = "main"
 optional = false
@@ -357,8 +399,8 @@ typing-extensions = {version = ">=3.6.4", markers = "python_version < \"3.8\""}
 zipp = ">=0.5"
 
 [package.extras]
-docs = ["sphinx", "jaraco.packaging (>=3.2)", "rst.linker (>=1.9)"]
-testing = ["pytest (>=3.5,!=3.7.3)", "pytest-checkdocs (>=1.2.3)", "pytest-flake8", "pytest-cov", "jaraco.test (>=3.2.0)", "packaging", "pep517", "pyfakefs", "flufl.flake8", "pytest-black (>=0.3.7)", "pytest-mypy", "importlib-resources (>=1.3)"]
+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)"]
 
 [[package]]
 name = "importlib-resources"
@@ -385,20 +427,21 @@ python-versions = "*"
 
 [[package]]
 name = "isort"
-version = "5.7.0"
+version = "5.9.3"
 description = "A Python utility / library to sort Python imports."
 category = "dev"
 optional = false
-python-versions = ">=3.6,<4.0"
+python-versions = ">=3.6.1,<4.0"
 
 [package.extras]
 pipfile_deprecated_finder = ["pipreqs", "requirementslib"]
 requirements_deprecated_finder = ["pipreqs", "pip-api"]
 colors = ["colorama (>=0.4.3,<0.5.0)"]
+plugins = ["setuptools"]
 
 [[package]]
 name = "joblib"
-version = "1.0.0"
+version = "1.0.1"
 description = "Lightweight pipelining with Python functions"
 category = "main"
 optional = false
@@ -422,6 +465,14 @@ six = ">=1.11.0"
 format = ["idna", "jsonpointer (>1.13)", "rfc3987", "strict-rfc3339", "webcolors"]
 format_nongpl = ["idna", "jsonpointer (>1.13)", "webcolors", "rfc3986-validator (>0.1.0)", "rfc3339-validator"]
 
+[[package]]
+name = "keras-nightly"
+version = "2.5.0.dev2021032900"
+description = "TensorFlow Keras."
+category = "main"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "keras-preprocessing"
 version = "1.1.2"
@@ -466,15 +517,15 @@ tests = ["matplotlib (>=2.1)", "pytest-mpl", "pytest-cov", "pytest", "contextlib
 
 [[package]]
 name = "llvmlite"
-version = "0.35.0"
+version = "0.36.0"
 description = "lightweight wrapper around basic LLVM functionality"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.6,<3.10"
 
 [[package]]
 name = "markdown"
-version = "3.3.3"
+version = "3.3.4"
 description = "Python implementation of Markdown."
 category = "main"
 optional = false
@@ -570,36 +621,36 @@ tests = ["pytest", "pytest-pep8"]
 
 [[package]]
 name = "numba"
-version = "0.52.0"
+version = "0.53.1"
 description = "compiling Python code using LLVM"
 category = "main"
 optional = false
-python-versions = ">=3.6,<3.9"
+python-versions = ">=3.6,<3.10"
 
 [package.dependencies]
-llvmlite = ">=0.35.0,<0.36"
+llvmlite = ">=0.36.0rc1,<0.37"
 numpy = ">=1.15"
 
 [[package]]
 name = "numpy"
-version = "1.18.5"
+version = "1.19.5"
 description = "NumPy is the fundamental package for array computing with Python."
 category = "main"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.6"
 
 [[package]]
 name = "oauthlib"
-version = "3.1.0"
+version = "3.1.1"
 description = "A generic, spec-compliant, thorough implementation of the OAuth request-signing logic"
 category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=3.6"
 
 [package.extras]
-rsa = ["cryptography"]
-signals = ["blinker"]
-signedtoken = ["cryptography", "pyjwt (>=1.0.0)"]
+rsa = ["cryptography (>=3.0.0,<4)"]
+signals = ["blinker (>=1.4.0)"]
+signedtoken = ["cryptography (>=3.0.0,<4)", "pyjwt (>=2.0.0,<3)"]
 
 [[package]]
 name = "opt-einsum"
@@ -618,18 +669,18 @@ tests = ["pytest", "pytest-cov", "pytest-pep8"]
 
 [[package]]
 name = "packaging"
-version = "20.8"
+version = "21.0"
 description = "Core utilities for Python packages"
 category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=3.6"
 
 [package.dependencies]
 pyparsing = ">=2.0.2"
 
 [[package]]
 name = "pandas"
-version = "1.1.2"
+version = "1.1.5"
 description = "Powerful data structures for data analysis, time series, and statistics"
 category = "main"
 optional = false
@@ -645,11 +696,11 @@ test = ["pytest (>=4.0.2)", "pytest-xdist", "hypothesis (>=3.58)"]
 
 [[package]]
 name = "pathspec"
-version = "0.8.1"
+version = "0.9.0"
 description = "Utility library for gitignore style pattern matching of file paths."
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
 
 [[package]]
 name = "pluggy"
@@ -667,7 +718,7 @@ dev = ["pre-commit", "tox"]
 
 [[package]]
 name = "pooch"
-version = "1.3.0"
+version = "1.5.1"
 description = "Pooch manages your Python library's sample data files: it automatically downloads and stores them in a local directory, with support for versioning and corruption checks."
 category = "main"
 optional = false
@@ -680,7 +731,7 @@ requests = "*"
 
 [[package]]
 name = "protobuf"
-version = "3.14.0"
+version = "3.17.3"
 description = "Protocol Buffers"
 category = "main"
 optional = false
@@ -699,7 +750,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "pyaml"
-version = "20.4.0"
+version = "21.8.3"
 description = "PyYAML-based module to produce pretty and readable YAML-serialized data"
 category = "main"
 optional = false
@@ -745,15 +796,15 @@ python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
 
 [[package]]
 name = "pyrsistent"
-version = "0.17.3"
+version = "0.18.0"
 description = "Persistent/Functional/Immutable data structures"
 category = "main"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.6"
 
 [[package]]
 name = "pytest"
-version = "6.2.1"
+version = "6.2.4"
 description = "pytest: simple powerful testing with Python"
 category = "dev"
 optional = false
@@ -787,7 +838,7 @@ pytest = ">=3.10"
 
 [[package]]
 name = "python-dateutil"
-version = "2.8.1"
+version = "2.8.2"
 description = "Extensions to the standard Python datetime module"
 category = "main"
 optional = false
@@ -798,7 +849,7 @@ six = ">=1.5"
 
 [[package]]
 name = "pytz"
-version = "2020.5"
+version = "2021.1"
 description = "World timezone definitions, modern and historical"
 category = "main"
 optional = false
@@ -806,15 +857,15 @@ python-versions = "*"
 
 [[package]]
 name = "pyyaml"
-version = "5.3.1"
+version = "5.4.1"
 description = "YAML parser and emitter for Python"
 category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
 
 [[package]]
 name = "regex"
-version = "2020.11.13"
+version = "2021.8.27"
 description = "Alternative regular expression module, to replace re."
 category = "dev"
 optional = false
@@ -822,21 +873,21 @@ python-versions = "*"
 
 [[package]]
 name = "requests"
-version = "2.25.1"
+version = "2.26.0"
 description = "Python HTTP for Humans."
 category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
 
 [package.dependencies]
 certifi = ">=2017.4.17"
-chardet = ">=3.0.2,<5"
-idna = ">=2.5,<3"
+charset-normalizer = {version = ">=2.0.0,<2.1.0", markers = "python_version >= \"3\""}
+idna = {version = ">=2.5,<4", markers = "python_version >= \"3\""}
 urllib3 = ">=1.21.1,<1.27"
 
 [package.extras]
-security = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)"]
 socks = ["PySocks (>=1.5.6,!=1.5.7)", "win-inet-pton"]
+use_chardet_on_py3 = ["chardet (>=3.0.2,<5)"]
 
 [[package]]
 name = "requests-oauthlib"
@@ -873,7 +924,7 @@ tests = ["pytest (<4)", "pytest-cov"]
 
 [[package]]
 name = "rfc3986"
-version = "1.4.0"
+version = "1.5.0"
 description = "Validating URI References per RFC 3986"
 category = "main"
 optional = false
@@ -887,7 +938,7 @@ idna2008 = ["idna"]
 
 [[package]]
 name = "rsa"
-version = "4.6"
+version = "4.7.2"
 description = "Pure-Python RSA implementation"
 category = "main"
 optional = false
@@ -898,7 +949,7 @@ pyasn1 = ">=0.1.3"
 
 [[package]]
 name = "scikit-learn"
-version = "0.24.0"
+version = "0.24.2"
 description = "A set of python modules for machine learning and data mining"
 category = "main"
 optional = false
@@ -918,18 +969,18 @@ tests = ["matplotlib (>=2.1.1)", "scikit-image (>=0.13)", "pandas (>=0.25.0)", "
 
 [[package]]
 name = "scipy"
-version = "1.4.1"
+version = "1.5.4"
 description = "SciPy: Scientific Library for Python"
 category = "main"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.6"
 
 [package.dependencies]
-numpy = ">=1.13.3"
+numpy = ">=1.14.5"
 
 [[package]]
 name = "simplejson"
-version = "3.17.2"
+version = "3.17.5"
 description = "Simple, fast, extensible JSON encoder/decoder for Python"
 category = "main"
 optional = false
@@ -970,7 +1021,7 @@ numpy = ["numpy"]
 
 [[package]]
 name = "stempeg"
-version = "0.2.2"
+version = "0.2.3"
 description = "Read and write stem/multistream audio files"
 category = "main"
 optional = false
@@ -985,11 +1036,11 @@ tests = ["pytest"]
 
 [[package]]
 name = "tensorboard"
-version = "2.4.0"
+version = "2.6.0"
 description = "TensorBoard lets you watch Tensors Flow"
 category = "main"
 optional = false
-python-versions = ">= 2.7, != 3.0.*, != 3.1.*"
+python-versions = ">=3.6"
 
 [package.dependencies]
 absl-py = ">=0.4"
@@ -1000,13 +1051,21 @@ markdown = ">=2.6.8"
 numpy = ">=1.12.0"
 protobuf = ">=3.6.0"
 requests = ">=2.21.0,<3"
-six = ">=1.10.0"
+tensorboard-data-server = ">=0.6.0,<0.7.0"
 tensorboard-plugin-wit = ">=1.6.0"
 werkzeug = ">=0.11.15"
 
+[[package]]
+name = "tensorboard-data-server"
+version = "0.6.1"
+description = "Fast data loading for TensorBoard"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
 [[package]]
 name = "tensorboard-plugin-wit"
-version = "1.7.0"
+version = "1.8.0"
 description = "What-If Tool TensorBoard plugin."
 category = "main"
 optional = false
@@ -1014,33 +1073,35 @@ python-versions = "*"
 
 [[package]]
 name = "tensorflow"
-version = "2.3.0"
+version = "2.5.0"
 description = "TensorFlow is an open source machine learning framework for everyone."
 category = "main"
 optional = false
 python-versions = "*"
 
 [package.dependencies]
-absl-py = ">=0.7.0"
-astunparse = "1.6.3"
-gast = "0.3.3"
-google-pasta = ">=0.1.8"
-grpcio = ">=1.8.6"
-h5py = ">=2.10.0,<2.11.0"
-keras-preprocessing = ">=1.1.1,<1.2"
-numpy = ">=1.16.0,<1.19.0"
-opt-einsum = ">=2.3.2"
+absl-py = ">=0.10,<1.0"
+astunparse = ">=1.6.3,<1.7.0"
+flatbuffers = ">=1.12.0,<1.13.0"
+gast = "0.4.0"
+google-pasta = ">=0.2,<1.0"
+grpcio = ">=1.34.0,<1.35.0"
+h5py = ">=3.1.0,<3.2.0"
+keras-nightly = ">=2.5.0.dev,<2.6.0"
+keras-preprocessing = ">=1.1.2,<1.2.0"
+numpy = ">=1.19.2,<1.20.0"
+opt-einsum = ">=3.3.0,<3.4.0"
 protobuf = ">=3.9.2"
-scipy = "1.4.1"
-six = ">=1.12.0"
-tensorboard = ">=2.3.0,<3"
-tensorflow-estimator = ">=2.3.0,<2.4.0"
-termcolor = ">=1.1.0"
-wrapt = ">=1.11.1"
+six = ">=1.15.0,<1.16.0"
+tensorboard = ">=2.5,<3.0"
+tensorflow-estimator = ">=2.5.0rc0,<2.6.0"
+termcolor = ">=1.1.0,<1.2.0"
+typing-extensions = ">=3.7.4,<3.8.0"
+wrapt = ">=1.12.1,<1.13.0"
 
 [[package]]
 name = "tensorflow-estimator"
-version = "2.3.0"
+version = "2.5.0"
 description = "TensorFlow Estimator."
 category = "main"
 optional = false
@@ -1056,11 +1117,11 @@ python-versions = "*"
 
 [[package]]
 name = "threadpoolctl"
-version = "2.1.0"
+version = "2.2.0"
 description = "threadpoolctl"
 category = "main"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.6"
 
 [[package]]
 name = "toml"
@@ -1072,19 +1133,23 @@ python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
 
 [[package]]
 name = "tqdm"
-version = "4.55.1"
+version = "4.62.2"
 description = "Fast, Extensible Progress Meter"
 category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
 
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
 [package.extras]
 dev = ["py-make (>=0.1.0)", "twine", "wheel"]
+notebook = ["ipywidgets (>=6)"]
 telegram = ["requests"]
 
 [[package]]
 name = "typed-ast"
-version = "1.4.2"
+version = "1.4.3"
 description = "a fork of Python 2 and 3 ast modules with type comment support"
 category = "dev"
 optional = false
@@ -1117,7 +1182,7 @@ python-versions = "*"
 
 [[package]]
 name = "urllib3"
-version = "1.26.2"
+version = "1.26.6"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 category = "main"
 optional = false
@@ -1130,14 +1195,16 @@ socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [[package]]
 name = "werkzeug"
-version = "1.0.1"
+version = "2.0.1"
 description = "The comprehensive WSGI web application library."
 category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = ">=3.6"
+
+[package.dependencies]
+dataclasses = {version = "*", markers = "python_version < \"3.7\""}
 
 [package.extras]
-dev = ["pytest", "pytest-timeout", "coverage", "tox", "sphinx", "pallets-sphinx-themes", "sphinx-issues"]
 watchdog = ["watchdog"]
 
 [[package]]
@@ -1150,28 +1217,28 @@ python-versions = "*"
 
 [[package]]
 name = "zipp"
-version = "3.4.0"
+version = "3.5.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 category = "main"
 optional = false
 python-versions = ">=3.6"
 
 [package.extras]
-docs = ["sphinx", "jaraco.packaging (>=3.2)", "rst.linker (>=1.9)"]
-testing = ["pytest (>=3.5,!=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"]
+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"]
 
 [extras]
 evaluation = ["musdb", "museval"]
 
 [metadata]
 lock-version = "1.1"
-python-versions = ">=3.6.1,<3.9"
-content-hash = "68d74d7fe62255b9aa3744c6d4612705f06649864c04209346c6da52e2234cd1"
+python-versions = ">=3.6.1,<3.10"
+content-hash = "d6bd1c7e0b05434674db65c6f830c4e457e5268e641f0cea55e2491de0145cbd"
 
 [metadata.files]
 absl-py = [
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+    {file = "absl-py-0.13.0.tar.gz", hash = "sha256:6953272383486044699fd0e9f00aad167a27e08ce19aae66c6c4b10e7e767793"},
+    {file = "absl_py-0.13.0-py3-none-any.whl", hash = "sha256:62bd4e248ddb19d81aec8f9446b407ff37c8175c2ba88266a7afa9b4ce4a333b"},
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@@ -1181,13 +1248,17 @@ astunparse = [
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 ]
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+    {file = "async_generator-1.10.tar.gz", hash = "sha256:6ebb3d106c12920aaae42ccb6f787ef5eefdcdd166ea3d628fa8476abe712144"},
+]
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@@ -1195,55 +1266,68 @@ audioread = [
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 ]
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+    {file = "typed_ast-1.4.3-cp39-cp39-manylinux1_x86_64.whl", hash = "sha256:cae53c389825d3b46fb37538441f75d6aecc4174f615d048321b716df2757fb0"},
+    {file = "typed_ast-1.4.3-cp39-cp39-manylinux2014_aarch64.whl", hash = "sha256:b9574c6f03f685070d859e75c7f9eeca02d6933273b5e69572e5ff9d5e3931c3"},
+    {file = "typed_ast-1.4.3-cp39-cp39-win32.whl", hash = "sha256:209596a4ec71d990d71d5e0d312ac935d86930e6eecff6ccc7007fe54d703808"},
+    {file = "typed_ast-1.4.3-cp39-cp39-win_amd64.whl", hash = "sha256:9c6d1a54552b5330bc657b7ef0eae25d00ba7ffe85d9ea8ae6540d2197a3788c"},
+    {file = "typed_ast-1.4.3.tar.gz", hash = "sha256:fb1bbeac803adea29cedd70781399c99138358c26d05fcbd23c13016b7f5ec65"},
 ]
 typer = [
     {file = "typer-0.3.2-py3-none-any.whl", hash = "sha256:ba58b920ce851b12a2d790143009fa00ac1d05b3ff3257061ff69dbdfc3d161b"},
@@ -1936,17 +2120,17 @@ typing-extensions = [
     {file = "typing_extensions-3.7.4.3.tar.gz", hash = "sha256:99d4073b617d30288f569d3f13d2bd7548c3a7e4c8de87db09a9d29bb3a4a60c"},
 ]
 urllib3 = [
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-    {file = "urllib3-1.26.2.tar.gz", hash = "sha256:19188f96923873c92ccb987120ec4acaa12f0461fa9ce5d3d0772bc965a39e08"},
+    {file = "urllib3-1.26.6-py2.py3-none-any.whl", hash = "sha256:39fb8672126159acb139a7718dd10806104dec1e2f0f6c88aab05d17df10c8d4"},
+    {file = "urllib3-1.26.6.tar.gz", hash = "sha256:f57b4c16c62fa2760b7e3d97c35b255512fb6b59a259730f36ba32ce9f8e342f"},
 ]
 werkzeug = [
-    {file = "Werkzeug-1.0.1-py2.py3-none-any.whl", hash = "sha256:2de2a5db0baeae7b2d2664949077c2ac63fbd16d98da0ff71837f7d1dea3fd43"},
-    {file = "Werkzeug-1.0.1.tar.gz", hash = "sha256:6c80b1e5ad3665290ea39320b91e1be1e0d5f60652b964a3070216de83d2e47c"},
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+    {file = "Werkzeug-2.0.1.tar.gz", hash = "sha256:1de1db30d010ff1af14a009224ec49ab2329ad2cde454c8a708130642d579c42"},
 ]
 wrapt = [
     {file = "wrapt-1.12.1.tar.gz", hash = "sha256:b62ffa81fb85f4332a4f609cab4ac40709470da05643a082ec1eb88e6d9b97d7"},
 ]
 zipp = [
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-    {file = "zipp-3.4.0.tar.gz", hash = "sha256:ed5eee1974372595f9e416cc7bbeeb12335201d8081ca8a0743c954d4446e5cb"},
+    {file = "zipp-3.5.0-py3-none-any.whl", hash = "sha256:957cfda87797e389580cb8b9e3870841ca991e2125350677b2ca83a0e99390a3"},
+    {file = "zipp-3.5.0.tar.gz", hash = "sha256:f5812b1e007e48cff63449a5e9f4e7ebea716b4111f9c4f9a645f91d579bf0c4"},
 ]
diff --git a/pyproject.toml b/pyproject.toml
index 06f5c29f..6ef54c49 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "spleeter"
-version = "2.2.2"
+version = "2.3.0"
 description = "The Deezer source separation library with pretrained models based on tensorflow."
 authors = ["Deezer Research <spleeter@deezer.com>"]
 license = "MIT License"
@@ -44,19 +44,20 @@ packages = [ { include = "spleeter" } ]
 include = ["LICENSE", "spleeter/resources/*.json"]
 
 [tool.poetry.dependencies]
-python = ">=3.6.1,<3.9"
+python = ">=3.6.1,<3.10"
 ffmpeg-python = "0.2.0"
 norbert = "0.2.1"
-httpx = {extras = ["http2"], version = "^0.16.1"}
+httpx = {extras = ["http2"], version = "^0.19.0"}
 typer = "^0.3.2"
 librosa = "0.8.0"
 musdb = {version = "0.3.1", optional = true}
 museval = {version = "0.3.0", optional = true}
-tensorflow = "2.3.0"
-pandas = "1.1.2"
-numpy = "<1.19.0,>=1.16.0"
+tensorflow = "2.5.0"
+pandas = "^1.1.2"
+numpy = "<1.20.0,>=1.16.0"
 importlib-resources = {version = "^4.1.1", python = "<3.7"}
 importlib-metadata = {version = "^3.0.0", python = "<3.8"}
+llvmlite = "^0.36.0"
 
 [tool.poetry.dev-dependencies]
 pytest = "^6.2.1"
diff --git a/spleeter/separator.py b/spleeter/separator.py
index dc01a5f6..cce92f37 100644
--- a/spleeter/separator.py
+++ b/spleeter/separator.py
@@ -130,10 +130,6 @@ def __init__(
         self._params["stft_backend"] = STFTBackend.resolve(stft_backend)
         self._data_generator = DataGenerator()
 
-    def __del__(self) -> None:
-        if self._session:
-            self._session.close()
-
     def _get_prediction_generator(self) -> Generator:
         """
         Lazy loading access method for internal prediction generator