diff --git a/poetry.lock b/poetry.lock
index 466763b303..0702b00d3e 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,5 +1,16 @@
 # This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
 
+[[package]]
+name = "absl-py"
+version = "2.1.0"
+description = "Abseil Python Common Libraries, see https://github.com/abseil/abseil-py."
+optional = false
+python-versions = ">=3.7"
+files = [
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+    {file = "absl_py-2.1.0-py3-none-any.whl", hash = "sha256:526a04eadab8b4ee719ce68f204172ead1027549089702d99b9059f129ff1308"},
+]
+
 [[package]]
 name = "alabaster"
 version = "0.7.16"
@@ -106,6 +117,21 @@ six = ">=1.12.0"
 astroid = ["astroid (>=1,<2)", "astroid (>=2,<4)"]
 test = ["astroid (>=1,<2)", "astroid (>=2,<4)", "pytest"]
 
+[[package]]
+name = "astunparse"
+version = "1.6.3"
+description = "An AST unparser for Python"
+optional = false
+python-versions = "*"
+files = [
+    {file = "astunparse-1.6.3-py2.py3-none-any.whl", hash = "sha256:c2652417f2c8b5bb325c885ae329bdf3f86424075c4fd1a128674bc6fba4b8e8"},
+    {file = "astunparse-1.6.3.tar.gz", hash = "sha256:5ad93a8456f0d084c3456d059fd9a92cce667963232cbf763eac3bc5b7940872"},
+]
+
+[package.dependencies]
+six = ">=1.6.1,<2.0"
+wheel = ">=0.23.0,<1.0"
+
 [[package]]
 name = "attrs"
 version = "21.4.0"
@@ -738,73 +764,73 @@ test = ["altair", "baytune", "chocolate", "dask", "distributed", "kahypar", "mat
 
 [[package]]
 name = "coverage"
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 [package.dependencies]
@@ -922,24 +948,24 @@ numpy = ">=1.21,<2.0"
 
 [[package]]
 name = "custatevec-cu11"
-version = "1.6.0.post1"
+version = "1.7.0"
 description = "cuStateVec - a component of NVIDIA cuQuantum SDK"
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [[package]]
 name = "custatevec-cu12"
-version = "1.6.0.post1"
+version = "1.7.0"
 description = "cuStateVec - a component of NVIDIA cuQuantum SDK"
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [[package]]
@@ -968,31 +994,31 @@ files = [
 
 [[package]]
 name = "cutensornet-cu11"
-version = "2.5.0"
+version = "2.6.0"
 description = "cuTensorNet - a component of NVIDIA cuQuantum SDK"
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [package.dependencies]
-cutensor-cu11 = ">=2.0.1,<3"
+cutensor-cu11 = ">=2.0.2,<3"
 
 [[package]]
 name = "cutensornet-cu12"
-version = "2.5.0"
+version = "2.6.0"
 description = "cuTensorNet - a component of NVIDIA cuQuantum SDK"
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [package.dependencies]
-cutensor-cu12 = ">=2.0.1,<3"
+cutensor-cu12 = ">=2.0.2,<3"
 
 [[package]]
 name = "cycler"
@@ -1169,20 +1195,20 @@ files = [
 
 [[package]]
 name = "deprecated"
-version = "1.2.14"
+version = "1.2.15"
 description = "Python @deprecated decorator to deprecate old python classes, functions or methods."
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
 files = [
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 [package.dependencies]
 wrapt = ">=1.10,<2"
 
 [package.extras]
-dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "sphinx (<2)", "tox"]
+dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "jinja2 (>=3.0.3,<3.1.0)", "setuptools", "sphinx (<2)", "tox"]
 
 [[package]]
 name = "dill"
@@ -1381,61 +1407,74 @@ docs = ["furo (>=2024.8.6)", "sphinx (>=8.0.2)", "sphinx-autodoc-typehints (>=2.
 testing = ["covdefaults (>=2.3)", "coverage (>=7.6.1)", "diff-cover (>=9.2)", "pytest (>=8.3.3)", "pytest-asyncio (>=0.24)", "pytest-cov (>=5)", "pytest-mock (>=3.14)", "pytest-timeout (>=2.3.1)", "virtualenv (>=20.26.4)"]
 typing = ["typing-extensions (>=4.12.2)"]
 
+[[package]]
+name = "flatbuffers"
+version = "24.3.25"
+description = "The FlatBuffers serialization format for Python"
+optional = false
+python-versions = "*"
+files = [
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+]
+
 [[package]]
 name = "fonttools"
-version = "4.54.1"
+version = "4.55.0"
 description = "Tools to manipulate font files"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -1508,6 +1547,17 @@ pygments = ">=2.7"
 sphinx = ">=5.0,<7.0"
 sphinx-basic-ng = "*"
 
+[[package]]
+name = "gast"
+version = "0.6.0"
+description = "Python AST that abstracts the underlying Python version"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
+files = [
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+]
+
 [[package]]
 name = "google-api-core"
 version = "2.23.0"
@@ -1563,15 +1613,30 @@ pyopenssl = ["cryptography (>=38.0.3)", "pyopenssl (>=20.0.0)"]
 reauth = ["pyu2f (>=0.1.5)"]
 requests = ["requests (>=2.20.0,<3.0.0.dev0)"]
 
+[[package]]
+name = "google-pasta"
+version = "0.2.0"
+description = "pasta is an AST-based Python refactoring library"
+optional = false
+python-versions = "*"
+files = [
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+]
+
+[package.dependencies]
+six = "*"
+
 [[package]]
 name = "googleapis-common-protos"
-version = "1.65.0"
+version = "1.66.0"
 description = "Common protobufs used in Google APIs"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -1668,85 +1733,85 @@ test = ["objgraph", "psutil"]
 
 [[package]]
 name = "grpcio"
-version = "1.67.1"
+version = "1.68.0"
 description = "HTTP/2-based RPC framework"
 optional = false
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 [package.extras]
-protobuf = ["grpcio-tools (>=1.67.1)"]
+protobuf = ["grpcio-tools (>=1.68.0)"]
 
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-version = "1.67.1"
+version = "1.68.0"
 description = "Status proto mapping for gRPC"
 optional = false
 python-versions = ">=3.8"
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 [package.dependencies]
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-grpcio = ">=1.67.1"
+grpcio = ">=1.68.0"
 protobuf = ">=5.26.1,<6.0dev"
 
 [[package]]
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+
+[package.dependencies]
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+
 [[package]]
 name = "httpcore"
 version = "0.16.3"
@@ -2218,6 +2321,27 @@ files = [
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 ]
 
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+description = "Multi-backend Keras."
+optional = false
+python-versions = ">=3.9"
+files = [
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+[package.dependencies]
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+h5py = "*"
+ml-dtypes = "*"
+namex = "*"
+numpy = "*"
+optree = "*"
+packaging = "*"
+rich = "*"
+
 [[package]]
 name = "kiwisolver"
 version = "1.4.7"
@@ -2367,6 +2491,25 @@ files = [
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 ]
 
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+optional = false
+python-versions = "*"
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+
 [[package]]
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 version = "0.43.0"
@@ -2434,6 +2577,30 @@ importlib-metadata = {version = ">=4.4", markers = "python_version < \"3.10\""}
 docs = ["mdx-gh-links (>=0.2)", "mkdocs (>=1.5)", "mkdocs-gen-files", "mkdocs-literate-nav", "mkdocs-nature (>=0.6)", "mkdocs-section-index", "mkdocstrings[python]"]
 testing = ["coverage", "pyyaml"]
 
+[[package]]
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+version = "3.0.0"
+description = "Python port of markdown-it. Markdown parsing, done right!"
+optional = false
+python-versions = ">=3.8"
+files = [
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+
+[package.dependencies]
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+
+[package.extras]
+benchmarking = ["psutil", "pytest", "pytest-benchmark"]
+code-style = ["pre-commit (>=3.0,<4.0)"]
+compare = ["commonmark (>=0.9,<1.0)", "markdown (>=3.4,<4.0)", "mistletoe (>=1.0,<2.0)", "mistune (>=2.0,<3.0)", "panflute (>=2.3,<3.0)"]
+linkify = ["linkify-it-py (>=1,<3)"]
+plugins = ["mdit-py-plugins"]
+profiling = ["gprof2dot"]
+rtd = ["jupyter_sphinx", "mdit-py-plugins", "myst-parser", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinx_book_theme"]
+testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
+
 [[package]]
 name = "markupsafe"
 version = "3.0.2"
@@ -2593,6 +2760,17 @@ files = [
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 ]
 
+[[package]]
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+version = "0.1.2"
+description = "Markdown URL utilities"
+optional = false
+python-versions = ">=3.7"
+files = [
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+]
+
 [[package]]
 name = "mistune"
 version = "3.0.2"
@@ -2624,38 +2802,34 @@ tbb = "==2021.*"
 
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 python-versions = ">=3.9"
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 [package.dependencies]
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+python-versions = "*"
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+
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 name = "nbclient"
 version = "0.10.0"
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+torch = ["torch"]
+
 [[package]]
 name = "optuna"
 version = "4.1.0"
@@ -3702,13 +3996,13 @@ windows-terminal = ["colorama (>=0.4.6)"]
 
 [[package]]
 name = "pyjwt"
-version = "2.9.0"
+version = "2.10.0"
 description = "JSON Web Token implementation in Python"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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 ]
 
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@@ -4273,7 +4567,7 @@ qibo = {git = "https://github.com/qiboteam/qibo"}
 type = "git"
 url = "https://github.com/qiboteam/qiboml.git"
 reference = "HEAD"
-resolved_reference = "50a13e2db8e32d7ececc04c7562497c567b357c6"
+resolved_reference = "3e52004c497ca738730e21aa5a2ca8c2f6044398"
 
 [[package]]
 name = "qibotn"
@@ -4299,13 +4593,13 @@ resolved_reference = "4f547726b616f73d074abf77811644cf2cb54383"
 
 [[package]]
 name = "quimb"
-version = "1.8.4"
+version = "1.9.0"
 description = "Quantum information and many-body library."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
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 ]
 
 [package.dependencies]
@@ -4445,6 +4739,25 @@ idna = {version = "*", optional = true, markers = "extra == \"idna2008\""}
 [package.extras]
 idna2008 = ["idna"]
 
+[[package]]
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+
+[package.extras]
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+
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 version = "3.11.0"
@@ -4651,6 +4964,26 @@ dev = ["flake8", "flit", "mypy", "pandas-stubs", "pre-commit", "pytest", "pytest
 docs = ["ipykernel", "nbconvert", "numpydoc", "pydata_sphinx_theme (==0.10.0rc2)", "pyyaml", "sphinx (<6.0.0)", "sphinx-copybutton", "sphinx-design", "sphinx-issues"]
 stats = ["scipy (>=1.7)", "statsmodels (>=0.12)"]
 
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+
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 version = "1.16.0"
@@ -5118,6 +5451,138 @@ files = [
 doc = ["reno", "sphinx"]
 test = ["pytest", "tornado (>=4.5)", "typeguard"]
 
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+werkzeug = ">=1.0.1"
+
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+version = "0.7.2"
+description = "Fast data loading for TensorBoard"
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+python-versions = ">=3.7"
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+]
+
+[package.extras]
+tensorflow = ["tensorflow (>=2.16.0,<2.17.0)"]
+tensorflow-aarch64 = ["tensorflow-aarch64 (>=2.16.0,<2.17.0)"]
+tensorflow-cpu = ["tensorflow-cpu (>=2.16.0,<2.17.0)"]
+tensorflow-gpu = ["tensorflow-gpu (>=2.16.0,<2.17.0)"]
+tensorflow-rocm = ["tensorflow-rocm (>=2.16.0,<2.17.0)"]
+
+[[package]]
+name = "termcolor"
+version = "2.5.0"
+description = "ANSI color formatting for output in terminal"
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "termcolor-2.5.0-py3-none-any.whl", hash = "sha256:37b17b5fc1e604945c2642c872a3764b5d547a48009871aea3edd3afa180afb8"},
+    {file = "termcolor-2.5.0.tar.gz", hash = "sha256:998d8d27da6d48442e8e1f016119076b690d962507531df4890fcd2db2ef8a6f"},
+]
+
+[package.extras]
+tests = ["pytest", "pytest-cov"]
+
 [[package]]
 name = "threadpoolctl"
 version = "3.5.0"
@@ -5326,13 +5791,13 @@ tutorials = ["matplotlib", "pandas", "tabulate", "torch"]
 
 [[package]]
 name = "types-deprecated"
-version = "1.2.9.20240311"
+version = "1.2.15.20241117"
 description = "Typing stubs for Deprecated"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "types-Deprecated-1.2.9.20240311.tar.gz", hash = "sha256:0680e89989a8142707de8103f15d182445a533c1047fd9b7e8c5459101e9b90a"},
-    {file = "types_Deprecated-1.2.9.20240311-py3-none-any.whl", hash = "sha256:d7793aaf32ff8f7e49a8ac781de4872248e0694c4b75a7a8a186c51167463f9d"},
+    {file = "types-Deprecated-1.2.15.20241117.tar.gz", hash = "sha256:924002c8b7fddec51ba4949788a702411a2e3636cd9b2a33abd8ee119701d77e"},
+    {file = "types_Deprecated-1.2.15.20241117-py3-none-any.whl", hash = "sha256:a0cc5e39f769fc54089fd8e005416b55d74aa03f6964d2ed1a0b0b2e28751884"},
 ]
 
 [[package]]
@@ -5418,6 +5883,37 @@ files = [
     {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
 ]
 
+[[package]]
+name = "werkzeug"
+version = "3.1.3"
+description = "The comprehensive WSGI web application library."
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "werkzeug-3.1.3-py3-none-any.whl", hash = "sha256:54b78bf3716d19a65be4fceccc0d1d7b89e608834989dfae50ea87564639213e"},
+    {file = "werkzeug-3.1.3.tar.gz", hash = "sha256:60723ce945c19328679790e3282cc758aa4a6040e4bb330f53d30fa546d44746"},
+]
+
+[package.dependencies]
+MarkupSafe = ">=2.1.1"
+
+[package.extras]
+watchdog = ["watchdog (>=2.3)"]
+
+[[package]]
+name = "wheel"
+version = "0.45.0"
+description = "A built-package format for Python"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "wheel-0.45.0-py3-none-any.whl", hash = "sha256:52f0baa5e6522155090a09c6bd95718cc46956d1b51d537ea5454249edb671c7"},
+    {file = "wheel-0.45.0.tar.gz", hash = "sha256:a57353941a3183b3d5365346b567a260a0602a0f8a635926a7dede41b94c674a"},
+]
+
+[package.extras]
+test = ["pytest (>=6.0.0)", "setuptools (>=65)"]
+
 [[package]]
 name = "widgetsnbextension"
 version = "4.0.13"
@@ -5552,4 +6048,4 @@ torch = ["torch"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<3.13"
-content-hash = "809f415dadb5513714fbd1dd150f6bad7efd990196f28ccf45a99bd846d33d83"
+content-hash = "42867a27eb422758327629abad44643d7d4274c2570d7630e1e9c9810b715cc7"
diff --git a/pyproject.toml b/pyproject.toml
index dfe31eb893..ae10846664 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -69,6 +69,7 @@ scikit-learn = "^1.2.1"
 pytest-cov = "^4.0.0"
 pylint = "3.1.0"
 matplotlib = "^3.7.0"
+tensorflow = { version = "^2.16.1", markers = "sys_platform == 'linux'" }
 torch = "^2.1.1,<2.4"
 qibojit = { git = "https://github.com/qiboteam/qibojit.git" , branch = "rename_methods" }
 qibotn = { git = "https://github.com/qiboteam/qibotn.git" }