From 84eb522a61c8e684d9a8ae7095701b74253da941 Mon Sep 17 00:00:00 2001
From: MatteoRobbiati <robbiati.matteo@gmail.com>
Date: Mon, 17 Feb 2025 11:28:38 +0100
Subject: [PATCH 1/4] fix poetry lock

---
 poetry.lock | 548 +++++++++++++++++++---------------------------------
 1 file changed, 197 insertions(+), 351 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 1412d68..68b81bc 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.0.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.7.0 and should not be changed by hand.
 
 [[package]]
 name = "alabaster"
@@ -6,7 +6,6 @@ version = "0.7.16"
 description = "A light, configurable Sphinx theme"
 optional = false
 python-versions = ">=3.9"
-groups = ["docs"]
 files = [
     {file = "alabaster-0.7.16-py3-none-any.whl", hash = "sha256:b46733c07dce03ae4e150330b975c75737fa60f0a7c591b6c8bf4928a28e2c92"},
     {file = "alabaster-0.7.16.tar.gz", hash = "sha256:75a8b99c28a5dad50dd7f8ccdd447a121ddb3892da9e53d1ca5cca3106d58d65"},
@@ -18,7 +17,6 @@ version = "1.14.1"
 description = "A database migration tool for SQLAlchemy."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "alembic-1.14.1-py3-none-any.whl", hash = "sha256:1acdd7a3a478e208b0503cd73614d5e4c6efafa4e73518bb60e4f2846a37b1c5"},
     {file = "alembic-1.14.1.tar.gz", hash = "sha256:496e888245a53adf1498fcab31713a469c65836f8de76e01399aa1c3e90dd213"},
@@ -38,7 +36,6 @@ version = "4.13.2"
 description = "ANTLR 4.13.2 runtime for Python 3"
 optional = false
 python-versions = "*"
-groups = ["main"]
 files = [
     {file = "antlr4_python3_runtime-4.13.2-py3-none-any.whl", hash = "sha256:fe3835eb8d33daece0e799090eda89719dbccee7aa39ef94eed3818cafa5a7e8"},
     {file = "antlr4_python3_runtime-4.13.2.tar.gz", hash = "sha256:909b647e1d2fc2b70180ac586df3933e38919c85f98ccc656a96cd3f25ef3916"},
@@ -50,8 +47,6 @@ version = "0.1.4"
 description = "Disable App Nap on macOS >= 10.9"
 optional = false
 python-versions = ">=3.6"
-groups = ["dev"]
-markers = "sys_platform == \"darwin\""
 files = [
     {file = "appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c"},
     {file = "appnope-0.1.4.tar.gz", hash = "sha256:1de3860566df9caf38f01f86f65e0e13e379af54f9e4bee1e66b48f2efffd1ee"},
@@ -63,7 +58,6 @@ version = "3.3.8"
 description = "An abstract syntax tree for Python with inference support."
 optional = false
 python-versions = ">=3.9.0"
-groups = ["analysis"]
 files = [
     {file = "astroid-3.3.8-py3-none-any.whl", hash = "sha256:187ccc0c248bfbba564826c26f070494f7bc964fd286b6d9fff4420e55de828c"},
     {file = "astroid-3.3.8.tar.gz", hash = "sha256:a88c7994f914a4ea8572fac479459f4955eeccc877be3f2d959a33273b0cf40b"},
@@ -98,7 +92,6 @@ version = "0.7.0"
 description = "Abstract your array operations."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "autoray-0.7.0-py3-none-any.whl", hash = "sha256:03103957df3d1b66b8068158056c2909a72095b19d1b24262261276a714a5d07"},
     {file = "autoray-0.7.0.tar.gz", hash = "sha256:7829d21258512f87e02f23ce74ae5759af4ce8998069d2cce53468f1d701a219"},
@@ -110,18 +103,17 @@ tests = ["coverage", "numpy", "pytest", "pytest-cov"]
 
 [[package]]
 name = "babel"
-version = "2.17.0"
+version = "2.16.0"
 description = "Internationalization utilities"
 optional = false
 python-versions = ">=3.8"
-groups = ["docs"]
 files = [
-    {file = "babel-2.17.0-py3-none-any.whl", hash = "sha256:4d0b53093fdfb4b21c92b5213dba5a1b23885afa8383709427046b21c366e5f2"},
-    {file = "babel-2.17.0.tar.gz", hash = "sha256:0c54cffb19f690cdcc52a3b50bcbf71e07a808d1c80d549f2459b9d2cf0afb9d"},
+    {file = "babel-2.16.0-py3-none-any.whl", hash = "sha256:368b5b98b37c06b7daf6696391c3240c938b37767d4584413e8438c5c435fa8b"},
+    {file = "babel-2.16.0.tar.gz", hash = "sha256:d1f3554ca26605fe173f3de0c65f750f5a42f924499bf134de6423582298e316"},
 ]
 
 [package.extras]
-dev = ["backports.zoneinfo", "freezegun (>=1.0,<2.0)", "jinja2 (>=3.0)", "pytest (>=6.0)", "pytest-cov", "pytz", "setuptools", "tzdata"]
+dev = ["freezegun (>=1.0,<2.0)", "pytest (>=6.0)", "pytest-cov"]
 
 [[package]]
 name = "backcall"
@@ -129,7 +121,6 @@ version = "0.2.0"
 description = "Specifications for callback functions passed in to an API"
 optional = false
 python-versions = "*"
-groups = ["dev"]
 files = [
     {file = "backcall-0.2.0-py2.py3-none-any.whl", hash = "sha256:fbbce6a29f263178a1f7915c1940bde0ec2b2a967566fe1c65c1dfb7422bd255"},
     {file = "backcall-0.2.0.tar.gz", hash = "sha256:5cbdbf27be5e7cfadb448baf0aa95508f91f2bbc6c6437cd9cd06e2a4c215e1e"},
@@ -137,19 +128,17 @@ files = [
 
 [[package]]
 name = "beautifulsoup4"
-version = "4.13.3"
+version = "4.12.3"
 description = "Screen-scraping library"
 optional = false
-python-versions = ">=3.7.0"
-groups = ["docs"]
+python-versions = ">=3.6.0"
 files = [
-    {file = "beautifulsoup4-4.13.3-py3-none-any.whl", hash = "sha256:99045d7d3f08f91f0d656bc9b7efbae189426cd913d830294a15eefa0ea4df16"},
-    {file = "beautifulsoup4-4.13.3.tar.gz", hash = "sha256:1bd32405dacc920b42b83ba01644747ed77456a65760e285fbc47633ceddaf8b"},
+    {file = "beautifulsoup4-4.12.3-py3-none-any.whl", hash = "sha256:b80878c9f40111313e55da8ba20bdba06d8fa3969fc68304167741bbf9e082ed"},
+    {file = "beautifulsoup4-4.12.3.tar.gz", hash = "sha256:74e3d1928edc070d21748185c46e3fb33490f22f52a3addee9aee0f4f7781051"},
 ]
 
 [package.dependencies]
 soupsieve = ">1.2"
-typing-extensions = ">=4.0.0"
 
 [package.extras]
 cchardet = ["cchardet"]
@@ -179,14 +168,13 @@ css = ["tinycss2 (>=1.1.0,<1.5)"]
 
 [[package]]
 name = "certifi"
-version = "2025.1.31"
+version = "2024.12.14"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
-groups = ["main", "docs"]
 files = [
-    {file = "certifi-2025.1.31-py3-none-any.whl", hash = "sha256:ca78db4565a652026a4db2bcdf68f2fb589ea80d0be70e03929ed730746b84fe"},
-    {file = "certifi-2025.1.31.tar.gz", hash = "sha256:3d5da6925056f6f18f119200434a4780a94263f10d1c21d032a6f6b2baa20651"},
+    {file = "certifi-2024.12.14-py3-none-any.whl", hash = "sha256:1275f7a45be9464efc1173084eaa30f866fe2e47d389406136d332ed4967ec56"},
+    {file = "certifi-2024.12.14.tar.gz", hash = "sha256:b650d30f370c2b724812bee08008be0c4163b163ddaec3f2546c1caf65f191db"},
 ]
 
 [[package]]
@@ -195,7 +183,6 @@ version = "1.17.1"
 description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "docs"]
 files = [
     {file = "cffi-1.17.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:df8b1c11f177bc2313ec4b2d46baec87a5f3e71fc8b45dab2ee7cae86d9aba14"},
     {file = "cffi-1.17.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8f2cdc858323644ab277e9bb925ad72ae0e67f69e804f4898c070998d50b1a67"},
@@ -276,7 +263,6 @@ version = "3.4.1"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7"
-groups = ["main", "docs"]
 files = [
     {file = "charset_normalizer-3.4.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:91b36a978b5ae0ee86c394f5a54d6ef44db1de0815eb43de826d41d21e4af3de"},
     {file = "charset_normalizer-3.4.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7461baadb4dc00fd9e0acbe254e3d7d2112e7f92ced2adc96e54ef6501c5f176"},
@@ -378,7 +364,6 @@ version = "3.4.0"
 description = "CMA-ES, Covariance Matrix Adaptation Evolution Strategy for non-linear numerical optimization in Python"
 optional = false
 python-versions = "*"
-groups = ["main"]
 files = [
     {file = "cma-3.4.0-py3-none-any.whl", hash = "sha256:4140e490cc4e68cf8c7b1114e079c0561c9b78b1bf9ec69362c20865636ae5ca"},
     {file = "cma-3.4.0.tar.gz", hash = "sha256:a1ebd969b99871be3715d5a24b7bf54cf04ea94e80d6b8536d7147620dd10f6c"},
@@ -397,12 +382,10 @@ version = "0.4.6"
 description = "Cross-platform colored terminal text."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
-groups = ["main", "analysis", "dev", "docs", "tests"]
 files = [
     {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
 ]
-markers = {main = "sys_platform == \"win32\" or platform_system == \"Windows\"", analysis = "sys_platform == \"win32\"", dev = "sys_platform == \"win32\"", docs = "sys_platform == \"win32\"", tests = "sys_platform == \"win32\""}
 
 [[package]]
 name = "colorlog"
@@ -410,7 +393,6 @@ version = "6.9.0"
 description = "Add colours to the output of Python's logging module."
 optional = false
 python-versions = ">=3.6"
-groups = ["main"]
 files = [
     {file = "colorlog-6.9.0-py3-none-any.whl", hash = "sha256:5906e71acd67cb07a71e779c47c4bcb45fb8c2993eebe9e5adcd6a6f1b283eff"},
     {file = "colorlog-6.9.0.tar.gz", hash = "sha256:bfba54a1b93b94f54e1f4fe48395725a3d92fd2a4af702f6bd70946bdc0c6ac2"},
@@ -428,7 +410,6 @@ version = "1.3.0"
 description = "Python library for calculating contours of 2D quadrilateral grids"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "contourpy-1.3.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:880ea32e5c774634f9fcd46504bf9f080a41ad855f4fef54f5380f5133d343c7"},
     {file = "contourpy-1.3.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:76c905ef940a4474a6289c71d53122a4f77766eef23c03cd57016ce19d0f7b42"},
@@ -513,7 +494,6 @@ version = "0.7.0"
 description = "Hyper optimized contraction trees for large tensor networks and einsums."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "cotengra-0.7.0-py3-none-any.whl", hash = "sha256:ca1c75fec462fb75130a3a826db2d4565bbbf0641d5ce0a617e643211cd98307"},
     {file = "cotengra-0.7.0.tar.gz", hash = "sha256:8ad9fabee899ac2f7b72359ace79a5496f15fd89b19049656082ef7773ca2b69"},
@@ -529,75 +509,73 @@ test = ["altair", "baytune", "chocolate", "cmaes", "dask", "distributed", "kahyp
 
 [[package]]
 name = "coverage"
-version = "7.6.12"
+version = "7.6.10"
 description = "Code coverage measurement for Python"
 optional = false
 python-versions = ">=3.9"
-groups = ["tests"]
 files = [
-    {file = "coverage-7.6.12-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:704c8c8c6ce6569286ae9622e534b4f5b9759b6f2cd643f1c1a61f666d534fe8"},
-    {file = "coverage-7.6.12-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:ad7525bf0241e5502168ae9c643a2f6c219fa0a283001cee4cf23a9b7da75879"},
-    {file = "coverage-7.6.12-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:06097c7abfa611c91edb9e6920264e5be1d6ceb374efb4986f38b09eed4cb2fe"},
-    {file = "coverage-7.6.12-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:220fa6c0ad7d9caef57f2c8771918324563ef0d8272c94974717c3909664e674"},
-    {file = "coverage-7.6.12-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3688b99604a24492bcfe1c106278c45586eb819bf66a654d8a9a1433022fb2eb"},
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 [package.dependencies]
@@ -612,7 +590,6 @@ version = "43.0.3"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 optional = true
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
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@@ -662,8 +639,6 @@ version = "11.6.0"
 description = "CuPy: NumPy & SciPy for GPU"
 optional = true
 python-versions = ">=3.7"
-groups = ["main"]
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@@ -692,8 +667,6 @@ version = "23.10.0"
 description = "NVIDIA cuQuantum Python"
 optional = true
 python-versions = ">=3.9"
-groups = ["main"]
-markers = "extra == \"cuda\""
 files = [
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@@ -714,8 +687,6 @@ version = "1.7.0"
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 optional = true
 python-versions = "*"
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-markers = "extra == \"cuda\""
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@@ -727,8 +698,6 @@ version = "2.0.2"
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 optional = true
 python-versions = "*"
-groups = ["main"]
-markers = "extra == \"cuda\""
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@@ -741,8 +710,6 @@ version = "2.6.0"
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 optional = true
 python-versions = "*"
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 optional = false
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-groups = ["main"]
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@@ -773,7 +739,6 @@ version = "1.0.1"
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 optional = false
 python-versions = ">=3.8"
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 optional = false
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-groups = ["dev"]
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 optional = false
 python-versions = ">=3.8"
-groups = ["main", "analysis"]
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 python-versions = ">=3.7"
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 python-versions = "*"
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 description = "Tools to manipulate font files"
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+    {file = "fonttools-4.55.7.tar.gz", hash = "sha256:6899e3d97225a8218f525e9754da0376e1c62953a0d57a76c5abaada51e0d140"},
 ]
 
 [package.extras]
@@ -1126,7 +1083,6 @@ version = "2023.3.27"
 description = "A clean customisable Sphinx documentation theme."
 optional = false
 python-versions = ">=3.7"
-groups = ["docs"]
 files = [
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@@ -1144,8 +1100,6 @@ version = "3.1.1"
 description = "Lightweight in-process concurrent programming"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
-markers = "platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\""
 files = [
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@@ -1232,7 +1186,6 @@ version = "3.12.1"
 description = "Read and write HDF5 files from Python"
 optional = true
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "h5py-3.12.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:2f0f1a382cbf494679c07b4371f90c70391dedb027d517ac94fa2c05299dacda"},
     {file = "h5py-3.12.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:cb65f619dfbdd15e662423e8d257780f9a66677eae5b4b3fc9dca70b5fd2d2a3"},
@@ -1271,7 +1224,6 @@ version = "3.10"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.6"
-groups = ["main", "docs"]
 files = [
     {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
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@@ -1286,7 +1238,6 @@ version = "1.4.1"
 description = "Getting image size from png/jpeg/jpeg2000/gif file"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-groups = ["docs"]
 files = [
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@@ -1298,8 +1249,6 @@ version = "8.6.1"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.9"
-groups = ["main", "docs"]
-markers = "python_version < \"3.10\""
 files = [
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     {file = "importlib_metadata-8.6.1.tar.gz", hash = "sha256:310b41d755445d74569f993ccfc22838295d9fe005425094fad953d7f15c8580"},
@@ -1323,8 +1272,6 @@ version = "6.5.2"
 description = "Read resources from Python packages"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
-markers = "python_version < \"3.10\""
 files = [
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@@ -1347,7 +1294,6 @@ version = "2.0.0"
 description = "brain-dead simple config-ini parsing"
 optional = false
 python-versions = ">=3.7"
-groups = ["tests"]
 files = [
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@@ -1359,7 +1305,6 @@ version = "7.34.0"
 description = "IPython: Productive Interactive Computing"
 optional = false
 python-versions = ">=3.7"
-groups = ["dev"]
 files = [
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@@ -1396,7 +1341,6 @@ version = "6.0.0"
 description = "A Python utility / library to sort Python imports."
 optional = false
 python-versions = ">=3.9.0"
-groups = ["analysis"]
 files = [
     {file = "isort-6.0.0-py3-none-any.whl", hash = "sha256:567954102bb47bb12e0fae62606570faacddd441e45683968c8d1734fb1af892"},
     {file = "isort-6.0.0.tar.gz", hash = "sha256:75d9d8a1438a9432a7d7b54f2d3b45cad9a4a0fdba43617d9873379704a8bdf1"},
@@ -1412,7 +1356,6 @@ version = "0.19.2"
 description = "An autocompletion tool for Python that can be used for text editors."
 optional = false
 python-versions = ">=3.6"
-groups = ["dev"]
 files = [
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@@ -1432,7 +1375,6 @@ version = "3.1.5"
 description = "A very fast and expressive template engine."
 optional = false
 python-versions = ">=3.7"
-groups = ["docs"]
 files = [
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     {file = "jinja2-3.1.5.tar.gz", hash = "sha256:8fefff8dc3034e27bb80d67c671eb8a9bc424c0ef4c0826edbff304cceff43bb"},
@@ -1450,7 +1392,6 @@ version = "1.4.2"
 description = "Lightweight pipelining with Python functions"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
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@@ -1556,7 +1497,6 @@ version = "1.4.7"
 description = "A fast implementation of the Cassowary constraint solver"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
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     {file = "kiwisolver-1.4.7-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:58370b1ffbd35407444d57057b57da5d6549d2d854fa30249771775c63b5fe17"},
@@ -1680,7 +1620,6 @@ version = "3.0.0"
 description = "A lexer and codec to work with LaTeX code in Python."
 optional = false
 python-versions = ">=3.7"
-groups = ["docs"]
 files = [
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     {file = "latexcodec-3.0.0.tar.gz", hash = "sha256:917dc5fe242762cc19d963e6548b42d63a118028cdd3361d62397e3b638b6bc5"},
@@ -1692,7 +1631,6 @@ version = "0.43.0"
 description = "lightweight wrapper around basic LLVM functionality"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "llvmlite-0.43.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:a289af9a1687c6cf463478f0fa8e8aa3b6fb813317b0d70bf1ed0759eab6f761"},
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@@ -1719,14 +1657,13 @@ files = [
 
 [[package]]
 name = "mako"
-version = "1.3.9"
+version = "1.3.8"
 description = "A super-fast templating language that borrows the best ideas from the existing templating languages."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
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-    {file = "mako-1.3.9.tar.gz", hash = "sha256:b5d65ff3462870feec922dbccf38f6efb44e5714d7b593a656be86663d8600ac"},
+    {file = "Mako-1.3.8-py3-none-any.whl", hash = "sha256:42f48953c7eb91332040ff567eb7eea69b22e7a4affbc5ba8e845e8f730f6627"},
+    {file = "mako-1.3.8.tar.gz", hash = "sha256:577b97e414580d3e088d47c2dbbe9594aa7a5146ed2875d4dfa9075af2dd3cc8"},
 ]
 
 [package.dependencies]
@@ -1743,7 +1680,6 @@ version = "3.0.2"
 description = "Safely add untrusted strings to HTML/XML markup."
 optional = false
 python-versions = ">=3.9"
-groups = ["main", "docs"]
 files = [
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@@ -1814,7 +1750,6 @@ version = "3.9.4"
 description = "Python plotting package"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
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     {file = "matplotlib-3.9.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:d89bc4e85e40a71d1477780366c27fb7c6494d293e1617788986f74e2a03d7ff"},
@@ -1880,7 +1815,6 @@ version = "0.1.7"
 description = "Inline Matplotlib backend for Jupyter"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "matplotlib_inline-0.1.7-py3-none-any.whl", hash = "sha256:df192d39a4ff8f21b1895d72e6a13f5fcc5099f00fa84384e0ea28c2cc0653ca"},
     {file = "matplotlib_inline-0.1.7.tar.gz", hash = "sha256:8423b23ec666be3d16e16b60bdd8ac4e86e840ebd1dd11a30b9f117f2fa0ab90"},
@@ -1895,7 +1829,6 @@ version = "0.7.0"
 description = "McCabe checker, plugin for flake8"
 optional = false
 python-versions = ">=3.6"
-groups = ["analysis"]
 files = [
     {file = "mccabe-0.7.0-py2.py3-none-any.whl", hash = "sha256:6c2d30ab6be0e4a46919781807b4f0d834ebdd6c6e3dca0bda5a15f863427b6e"},
     {file = "mccabe-0.7.0.tar.gz", hash = "sha256:348e0240c33b60bbdf4e523192ef919f28cb2c3d7d5c7794f74009290f236325"},
@@ -1922,7 +1855,6 @@ version = "3.1.6"
 description = "Python bindings for MPI"
 optional = true
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
-groups = ["main"]
 files = [
     {file = "mpi4py-3.1.6-cp27-cp27m-win32.whl", hash = "sha256:95f27e00f3951f9c1533cd99ffeae2f384f7ba53cc3870ee06c3c88f9e5bd6c3"},
     {file = "mpi4py-3.1.6-cp27-cp27m-win_amd64.whl", hash = "sha256:ea8a65f74707e1be5a0125ae3f4f6c0c475c3d845d623b9f5686a919c1119439"},
@@ -1951,7 +1883,6 @@ version = "1.3.0"
 description = "Python library for arbitrary-precision floating-point arithmetic"
 optional = false
 python-versions = "*"
-groups = ["main"]
 files = [
     {file = "mpmath-1.3.0-py3-none-any.whl", hash = "sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c"},
     {file = "mpmath-1.3.0.tar.gz", hash = "sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f"},
@@ -2072,7 +2003,6 @@ version = "3.2.1"
 description = "Python package for creating and manipulating graphs and networks"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "networkx-3.2.1-py3-none-any.whl", hash = "sha256:f18c69adc97877c42332c170849c96cefa91881c99a7cb3e95b7c659ebdc1ec2"},
     {file = "networkx-3.2.1.tar.gz", hash = "sha256:9f1bb5cf3409bf324e0a722c20bdb4c20ee39bf1c30ce8ae499c8502b0b5e0c6"},
@@ -2091,7 +2021,6 @@ version = "0.60.0"
 description = "compiling Python code using LLVM"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "numba-0.60.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:5d761de835cd38fb400d2c26bb103a2726f548dc30368853121d66201672e651"},
     {file = "numba-0.60.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:159e618ef213fba758837f9837fb402bbe65326e60ba0633dbe6c7f274d42c1b"},
@@ -2126,7 +2055,6 @@ version = "1.26.4"
 description = "Fundamental package for array computing in Python"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "numpy-1.26.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:9ff0f4f29c51e2803569d7a51c2304de5554655a60c5d776e35b4a41413830d0"},
     {file = "numpy-1.26.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:2e4ee3380d6de9c9ec04745830fd9e2eccb3e6cf790d39d7b98ffd19b0dd754a"},
@@ -2172,7 +2100,6 @@ version = "1.0.0"
 description = "Reference OpenQASM AST in Python"
 optional = false
 python-versions = "*"
-groups = ["main"]
 files = [
     {file = "openqasm3-1.0.0-py3-none-any.whl", hash = "sha256:d4371737b4a49b0d56248ed3d30766a94000bccfb43303ec9c7ead351a1b6cc3"},
     {file = "openqasm3-1.0.0.tar.gz", hash = "sha256:3f2bb1cca855cff114e046bac22d59adbf9b754cac6398961aa6d22588fb688e"},
@@ -2189,14 +2116,13 @@ tests = ["pytest (>=6.0)", "pyyaml"]
 
 [[package]]
 name = "optuna"
-version = "4.2.1"
+version = "4.2.0"
 description = "A hyperparameter optimization framework"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
-    {file = "optuna-4.2.1-py3-none-any.whl", hash = "sha256:6d38199013441d3f70fac27136e05c0188c5f4ec3848db708ac311cbdeb30dbf"},
-    {file = "optuna-4.2.1.tar.gz", hash = "sha256:2ecd74cdc8aaf5dda1f2b9e267999bab21def9a33e0a4f415ecae0c468c401e0"},
+    {file = "optuna-4.2.0-py3-none-any.whl", hash = "sha256:539a47fda44104eb2b879c883d4640704b482df416ae99d0f24505f6e2280c28"},
+    {file = "optuna-4.2.0.tar.gz", hash = "sha256:6ce226483317cf73df133d9ddf300091f946c0ad0dbdbc50b28891049b8400f2"},
 ]
 
 [package.dependencies]
@@ -2221,7 +2147,6 @@ version = "24.2"
 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "docs", "tests"]
 files = [
     {file = "packaging-24.2-py3-none-any.whl", hash = "sha256:09abb1bccd265c01f4a3aa3f7a7db064b36514d2cba19a2f694fe6150451a759"},
     {file = "packaging-24.2.tar.gz", hash = "sha256:c228a6dc5e932d346bc5739379109d49e8853dd8223571c7c5b55260edc0b97f"},
@@ -2245,7 +2170,6 @@ version = "0.8.4"
 description = "A Python Parser"
 optional = false
 python-versions = ">=3.6"
-groups = ["dev"]
 files = [
     {file = "parso-0.8.4-py2.py3-none-any.whl", hash = "sha256:a418670a20291dacd2dddc80c377c5c3791378ee1e8d12bffc35420643d43f18"},
     {file = "parso-0.8.4.tar.gz", hash = "sha256:eb3a7b58240fb99099a345571deecc0f9540ea5f4dd2fe14c2a99d6b281ab92d"},
@@ -2257,27 +2181,21 @@ testing = ["docopt", "pytest"]
 
 [[package]]
 name = "pbr"
-version = "6.1.1"
+version = "6.1.0"
 description = "Python Build Reasonableness"
 optional = true
 python-versions = ">=2.6"
-groups = ["main"]
 files = [
-    {file = "pbr-6.1.1-py2.py3-none-any.whl", hash = "sha256:38d4daea5d9fa63b3f626131b9d34947fd0c8be9b05a29276870580050a25a76"},
-    {file = "pbr-6.1.1.tar.gz", hash = "sha256:93ea72ce6989eb2eed99d0f75721474f69ad88128afdef5ac377eb797c4bf76b"},
+    {file = "pbr-6.1.0-py2.py3-none-any.whl", hash = "sha256:a776ae228892d8013649c0aeccbb3d5f99ee15e005a4cbb7e61d55a067b28a2a"},
+    {file = "pbr-6.1.0.tar.gz", hash = "sha256:788183e382e3d1d7707db08978239965e8b9e4e5ed42669bf4758186734d5f24"},
 ]
 
-[package.dependencies]
-setuptools = "*"
-
 [[package]]
 name = "pexpect"
 version = "4.9.0"
 description = "Pexpect allows easy control of interactive console applications."
 optional = false
 python-versions = "*"
-groups = ["dev"]
-markers = "sys_platform != \"win32\""
 files = [
     {file = "pexpect-4.9.0-py2.py3-none-any.whl", hash = "sha256:7236d1e080e4936be2dc3e326cec0af72acf9212a7e1d060210e70a47e253523"},
     {file = "pexpect-4.9.0.tar.gz", hash = "sha256:ee7d41123f3c9911050ea2c2dac107568dc43b2d3b0c7557a33212c398ead30f"},
@@ -2292,7 +2210,6 @@ version = "0.7.5"
 description = "Tiny 'shelve'-like database with concurrency support"
 optional = false
 python-versions = "*"
-groups = ["dev"]
 files = [
     {file = "pickleshare-0.7.5-py2.py3-none-any.whl", hash = "sha256:9649af414d74d4df115d5d718f82acb59c9d418196b7b4290ed47a12ce62df56"},
     {file = "pickleshare-0.7.5.tar.gz", hash = "sha256:87683d47965c1da65cdacaf31c8441d12b8044cdec9aca500cd78fc2c683afca"},
@@ -2304,7 +2221,6 @@ version = "11.1.0"
 description = "Python Imaging Library (Fork)"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "pillow-11.1.0-cp310-cp310-macosx_10_10_x86_64.whl", hash = "sha256:e1abe69aca89514737465752b4bcaf8016de61b3be1397a8fc260ba33321b3a8"},
     {file = "pillow-11.1.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:c640e5a06869c75994624551f45e5506e4256562ead981cce820d5ab39ae2192"},
@@ -2393,7 +2309,6 @@ version = "4.3.6"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.8"
-groups = ["analysis", "docs"]
 files = [
     {file = "platformdirs-4.3.6-py3-none-any.whl", hash = "sha256:73e575e1408ab8103900836b97580d5307456908a03e92031bab39e4554cc3fb"},
     {file = "platformdirs-4.3.6.tar.gz", hash = "sha256:357fb2acbc885b0419afd3ce3ed34564c13c9b95c89360cd9563f73aa5e2b907"},
@@ -2410,7 +2325,6 @@ version = "1.5.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.8"
-groups = ["tests"]
 files = [
     {file = "pluggy-1.5.0-py3-none-any.whl", hash = "sha256:44e1ad92c8ca002de6377e165f3e0f1be63266ab4d554740532335b9d75ea669"},
     {file = "pluggy-1.5.0.tar.gz", hash = "sha256:2cffa88e94fdc978c4c574f15f9e59b7f4201d439195c3715ca9e2486f1d0cf1"},
@@ -2426,7 +2340,6 @@ version = "3.11"
 description = "Python Lex & Yacc"
 optional = true
 python-versions = "*"
-groups = ["main"]
 files = [
     {file = "ply-3.11-py2.py3-none-any.whl", hash = "sha256:096f9b8350b65ebd2fd1346b12452efe5b9607f7482813ffca50c22722a807ce"},
     {file = "ply-3.11.tar.gz", hash = "sha256:00c7c1aaa88358b9c765b6d3000c6eec0ba42abca5351b095321aef446081da3"},
@@ -2438,7 +2351,6 @@ version = "3.0.50"
 description = "Library for building powerful interactive command lines in Python"
 optional = false
 python-versions = ">=3.8.0"
-groups = ["dev"]
 files = [
     {file = "prompt_toolkit-3.0.50-py3-none-any.whl", hash = "sha256:9b6427eb19e479d98acff65196a307c555eb567989e6d88ebbb1b509d9779198"},
     {file = "prompt_toolkit-3.0.50.tar.gz", hash = "sha256:544748f3860a2623ca5cd6d2795e7a14f3d0e1c3c9728359013f79877fc89bab"},
@@ -2453,7 +2365,6 @@ version = "6.1.1"
 description = "Cross-platform lib for process and system monitoring in Python."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
-groups = ["main"]
 files = [
     {file = "psutil-6.1.1-cp27-cp27m-macosx_10_9_x86_64.whl", hash = "sha256:9ccc4316f24409159897799b83004cb1e24f9819b0dcf9c0b68bdcb6cefee6a8"},
     {file = "psutil-6.1.1-cp27-cp27m-manylinux2010_i686.whl", hash = "sha256:ca9609c77ea3b8481ab005da74ed894035936223422dc591d6772b147421f777"},
@@ -2484,8 +2395,6 @@ version = "0.7.0"
 description = "Run a subprocess in a pseudo terminal"
 optional = false
 python-versions = "*"
-groups = ["dev"]
-markers = "sys_platform != \"win32\""
 files = [
     {file = "ptyprocess-0.7.0-py2.py3-none-any.whl", hash = "sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35"},
     {file = "ptyprocess-0.7.0.tar.gz", hash = "sha256:5c5d0a3b48ceee0b48485e0c26037c0acd7d29765ca3fbb5cb3831d347423220"},
@@ -2497,7 +2406,6 @@ version = "0.24.0"
 description = "A BibTeX-compatible bibliography processor in Python"
 optional = false
 python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*"
-groups = ["docs"]
 files = [
     {file = "pybtex-0.24.0-py2.py3-none-any.whl", hash = "sha256:e1e0c8c69998452fea90e9179aa2a98ab103f3eed894405b7264e517cc2fcc0f"},
     {file = "pybtex-0.24.0.tar.gz", hash = "sha256:818eae35b61733e5c007c3fcd2cfb75ed1bc8b4173c1f70b56cc4c0802d34755"},
@@ -2517,7 +2425,6 @@ version = "1.0.3"
 description = "A docutils backend for pybtex."
 optional = false
 python-versions = ">=3.7"
-groups = ["docs"]
 files = [
     {file = "pybtex-docutils-1.0.3.tar.gz", hash = "sha256:3a7ebdf92b593e00e8c1c538aa9a20bca5d92d84231124715acc964d51d93c6b"},
     {file = "pybtex_docutils-1.0.3-py3-none-any.whl", hash = "sha256:8fd290d2ae48e32fcb54d86b0efb8d573198653c7e2447d5bec5847095f430b9"},
@@ -2533,7 +2440,6 @@ version = "2.22"
 description = "C parser in Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "docs"]
 files = [
     {file = "pycparser-2.22-py3-none-any.whl", hash = "sha256:c3702b6d3dd8c7abc1afa565d7e63d53a1d0bd86cdc24edd75470f4de499cfcc"},
     {file = "pycparser-2.22.tar.gz", hash = "sha256:491c8be9c040f5390f5bf44a5b07752bd07f56edf992381b05c701439eec10f6"},
@@ -2546,7 +2452,6 @@ version = "2.19.1"
 description = "Pygments is a syntax highlighting package written in Python."
 optional = false
 python-versions = ">=3.8"
-groups = ["dev", "docs"]
 files = [
     {file = "pygments-2.19.1-py3-none-any.whl", hash = "sha256:9ea1544ad55cecf4b8242fab6dd35a93bbce657034b0611ee383099054ab6d8c"},
     {file = "pygments-2.19.1.tar.gz", hash = "sha256:61c16d2a8576dc0649d9f39e089b5f02bcd27fba10d8fb4dcc28173f7a45151f"},
@@ -2561,7 +2466,6 @@ version = "3.3.4"
 description = "python code static checker"
 optional = false
 python-versions = ">=3.9.0"
-groups = ["analysis"]
 files = [
     {file = "pylint-3.3.4-py3-none-any.whl", hash = "sha256:289e6a1eb27b453b08436478391a48cd53bb0efb824873f949e709350f3de018"},
     {file = "pylint-3.3.4.tar.gz", hash = "sha256:74ae7a38b177e69a9b525d0794bd8183820bfa7eb68cc1bee6e8ed22a42be4ce"},
@@ -2592,7 +2496,6 @@ version = "3.2.1"
 description = "pyparsing module - Classes and methods to define and execute parsing grammars"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "pyparsing-3.2.1-py3-none-any.whl", hash = "sha256:506ff4f4386c4cec0590ec19e6302d3aedb992fdc02c761e90416f158dacf8e1"},
     {file = "pyparsing-3.2.1.tar.gz", hash = "sha256:61980854fd66de3a90028d679a954d5f2623e83144b5afe5ee86f43d762e5f0a"},
@@ -2607,7 +2510,6 @@ version = "0.11.2"
 description = "Windows Negotiate Authentication Client and Server"
 optional = true
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "pyspnego-0.11.2-py3-none-any.whl", hash = "sha256:74abc1fb51e59360eb5c5c9086e5962174f1072c7a50cf6da0bda9a4bcfdfbd4"},
     {file = "pyspnego-0.11.2.tar.gz", hash = "sha256:994388d308fb06e4498365ce78d222bf4f3570b6df4ec95738431f61510c971b"},
@@ -2627,7 +2529,6 @@ version = "8.3.4"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["tests"]
 files = [
     {file = "pytest-8.3.4-py3-none-any.whl", hash = "sha256:50e16d954148559c9a74109af1eaf0c945ba2d8f30f0a3d3335edde19788b6f6"},
     {file = "pytest-8.3.4.tar.gz", hash = "sha256:965370d062bce11e73868e0335abac31b4d3de0e82f4007408d242b4f8610761"},
@@ -2650,7 +2551,6 @@ version = "4.1.0"
 description = "Pytest plugin for measuring coverage."
 optional = false
 python-versions = ">=3.7"
-groups = ["tests"]
 files = [
     {file = "pytest-cov-4.1.0.tar.gz", hash = "sha256:3904b13dfbfec47f003b8e77fd5b589cd11904a21ddf1ab38a64f204d6a10ef6"},
     {file = "pytest_cov-4.1.0-py3-none-any.whl", hash = "sha256:6ba70b9e97e69fcc3fb45bfeab2d0a138fb65c4d0d6a41ef33983ad114be8c3a"},
@@ -2669,7 +2569,6 @@ version = "1.1.5"
 description = "pytest plugin that allows you to add environment variables."
 optional = false
 python-versions = ">=3.8"
-groups = ["tests"]
 files = [
     {file = "pytest_env-1.1.5-py3-none-any.whl", hash = "sha256:ce90cf8772878515c24b31cd97c7fa1f4481cd68d588419fd45f10ecaee6bc30"},
     {file = "pytest_env-1.1.5.tar.gz", hash = "sha256:91209840aa0e43385073ac464a554ad2947cc2fd663a9debf88d03b01e0cc1cf"},
@@ -2688,7 +2587,6 @@ version = "2.9.0.post0"
 description = "Extensions to the standard Python datetime module"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
-groups = ["main", "docs"]
 files = [
     {file = "python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3"},
     {file = "python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427"},
@@ -2732,7 +2630,6 @@ version = "6.0.2"
 description = "YAML parser and emitter for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "docs"]
 files = [
     {file = "PyYAML-6.0.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0a9a2848a5b7feac301353437eb7d5957887edbf81d56e903999a75a3d743086"},
     {file = "PyYAML-6.0.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:29717114e51c84ddfba879543fb232a6ed60086602313ca38cce623c1d62cfbf"},
@@ -2913,14 +2810,13 @@ cffi = {version = "*", markers = "implementation_name == \"pypy\""}
 
 [[package]]
 name = "qibo"
-version = "0.2.16"
+version = "0.2.15"
 description = "A framework for quantum computing with hardware acceleration."
 optional = false
 python-versions = "<3.13,>=3.9"
-groups = ["main"]
 files = [
-    {file = "qibo-0.2.16-py3-none-any.whl", hash = "sha256:6a854e144dc0384fc6ee472ec0467c90f23661701a96821ad55fe1e33e386603"},
-    {file = "qibo-0.2.16.tar.gz", hash = "sha256:3063fae1c92314c93b179f220e09406e8efc59876f6b6d5a99a6b583c6d428fd"},
+    {file = "qibo-0.2.15-py3-none-any.whl", hash = "sha256:51625e7b1ac7f21e335b50931230437cf866fae7284bdc6b3433e80925d0f091"},
+    {file = "qibo-0.2.15.tar.gz", hash = "sha256:e002b9f785e66f1eed3f22fecc98b0d79d60d68842bbee6098d6754da981eac1"},
 ]
 
 [package.dependencies]
@@ -2944,7 +2840,6 @@ version = "0.38.0"
 description = "Software for developing quantum computing programs"
 optional = true
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
     {file = "qiskit-0.38.0.tar.gz", hash = "sha256:f7bcd2470bed40b2d41bedb8389a0102cb24427579218ea83a240881b1df0282"},
 ]
@@ -2969,7 +2864,6 @@ version = "0.11.0"
 description = "Qiskit Aer - High performance simulators for Qiskit"
 optional = true
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
     {file = "qiskit-aer-0.11.0.tar.gz", hash = "sha256:d56aa88da4c702f887c015a5f6752dfe90e67d9d348c2f63620e82ec58e83bee"},
     {file = "qiskit_aer-0.11.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:2ff8f8b5628e066a0426412752f89b46d657dc9cd1df3fd996d7d15e9464dcad"},
@@ -3023,7 +2917,6 @@ version = "0.19.2"
 description = "Qiskit provider for accessing the quantum devices and simulators at IBMQ"
 optional = true
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
     {file = "qiskit-ibmq-provider-0.19.2.tar.gz", hash = "sha256:489407bed016a04e9db05a2d2c44b50843621408e392ace4d067bad071aa5fc9"},
     {file = "qiskit_ibmq_provider-0.19.2-py3-none-any.whl", hash = "sha256:d31786cf5a54f334387081d82b5b19c4269c176079fab5ad843f8fc8eadbce84"},
@@ -3048,7 +2941,6 @@ version = "0.21.2"
 description = "Software for developing quantum computing programs"
 optional = true
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
     {file = "qiskit-terra-0.21.2.tar.gz", hash = "sha256:355fd3992965afdf2b402b2071b61175ad98498151e0991d229d7afc822a7ec2"},
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@@ -3118,7 +3010,6 @@ version = "1.1.4"
 description = "Quantum matcha TEA python library for tensor network emulation of quantum circuits."
 optional = true
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
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@@ -3139,7 +3030,6 @@ version = "1.1.12"
 description = "Quantum TEA's python tensor network library"
 optional = true
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
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@@ -3159,7 +3049,6 @@ version = "1.10.0"
 description = "Quantum information and many-body library."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
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@@ -3206,7 +3095,6 @@ version = "2.32.3"
 description = "Python HTTP for Humans."
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "docs"]
 files = [
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@@ -3228,7 +3116,6 @@ version = "1.3.0"
 description = "This package allows for HTTP NTLM authentication using the requests library."
 optional = true
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
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@@ -3245,7 +3132,6 @@ version = "0.16.0"
 description = "A python graph library implemented in Rust"
 optional = true
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
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 ]
@@ -3378,7 +3264,6 @@ version = "0.16.0"
 description = "A python graph library implemented in Rust"
 optional = true
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
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@@ -3407,7 +3292,6 @@ version = "1.13.1"
 description = "Fundamental algorithms for scientific computing in Python"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
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@@ -3450,7 +3334,6 @@ version = "75.8.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.9"
-groups = ["main", "dev"]
 files = [
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@@ -3471,7 +3354,6 @@ version = "1.17.0"
 description = "Python 2 and 3 compatibility utilities"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
-groups = ["main", "docs"]
 files = [
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@@ -3483,7 +3365,6 @@ version = "2.2.0"
 description = "This package provides 29 stemmers for 28 languages generated from Snowball algorithms."
 optional = false
 python-versions = "*"
-groups = ["docs"]
 files = [
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@@ -3495,7 +3376,6 @@ version = "2.6"
 description = "A modern CSS selector implementation for Beautiful Soup."
 optional = false
 python-versions = ">=3.8"
-groups = ["docs"]
 files = [
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@@ -3507,7 +3387,6 @@ version = "5.3.0"
 description = "Python documentation generator"
 optional = false
 python-versions = ">=3.6"
-groups = ["docs"]
 files = [
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@@ -3543,7 +3422,6 @@ version = "1.0.0b2"
 description = "A modern skeleton for Sphinx themes."
 optional = false
 python-versions = ">=3.7"
-groups = ["docs"]
 files = [
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@@ -3561,7 +3439,6 @@ version = "0.5.2"
 description = "Add a copy button to each of your code cells."
 optional = false
 python-versions = ">=3.7"
-groups = ["docs"]
 files = [
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@@ -3580,7 +3457,6 @@ version = "2.0.0"
 description = "sphinxcontrib-applehelp is a Sphinx extension which outputs Apple help books"
 optional = false
 python-versions = ">=3.9"
-groups = ["docs"]
 files = [
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@@ -3597,7 +3473,6 @@ version = "2.5.0"
 description = "Sphinx extension for BibTeX style citations."
 optional = false
 python-versions = ">=3.6"
-groups = ["docs"]
 files = [
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@@ -3616,7 +3491,6 @@ version = "2.0.0"
 description = "sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp documents"
 optional = false
 python-versions = ">=3.9"
-groups = ["docs"]
 files = [
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@@ -3633,7 +3507,6 @@ version = "2.1.0"
 description = "sphinxcontrib-htmlhelp is a sphinx extension which renders HTML help files"
 optional = false
 python-versions = ">=3.9"
-groups = ["docs"]
 files = [
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@@ -3650,7 +3523,6 @@ version = "1.0.1"
 description = "A sphinx extension which renders display math in HTML via JavaScript"
 optional = false
 python-versions = ">=3.5"
-groups = ["docs"]
 files = [
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@@ -3665,7 +3537,6 @@ version = "0.9.10"
 description = "A Sphinx extension for rendering math in HTML pages"
 optional = false
 python-versions = ">=3.7"
-groups = ["docs"]
 files = [
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@@ -3680,7 +3551,6 @@ version = "2.0.0"
 description = "sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp documents"
 optional = false
 python-versions = ">=3.9"
-groups = ["docs"]
 files = [
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@@ -3697,7 +3567,6 @@ version = "2.0.0"
 description = "sphinxcontrib-serializinghtml is a sphinx extension which outputs \"serialized\" HTML files (json and pickle)"
 optional = false
 python-versions = ">=3.9"
-groups = ["docs"]
 files = [
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@@ -3710,69 +3579,68 @@ test = ["pytest"]
 
 [[package]]
 name = "sqlalchemy"
-version = "2.0.38"
+version = "2.0.37"
 description = "Database Abstraction Library"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
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 [package.dependencies]
@@ -3810,8 +3678,6 @@ version = "0.2.0"
 description = "SSPI API bindings for Python"
 optional = true
 python-versions = ">=3.8"
-groups = ["main"]
-markers = "sys_platform == \"win32\""
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 description = "Manage dynamic plugins for Python applications"
 optional = true
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
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@@ -3872,8 +3737,6 @@ version = "0.13.0"
 description = "Python library providing wrappers to SymEngine"
 optional = true
 python-versions = "<4,>=3.8"
-groups = ["main"]
-markers = "platform_machine == \"x86_64\" or platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"amd64\" or platform_machine == \"arm64\""
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@@ -3925,7 +3788,6 @@ version = "1.13.3"
 description = "Computer algebra system (CAS) in Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
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@@ -3943,7 +3805,6 @@ version = "0.9.0"
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 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
     {file = "tabulate-0.9.0-py3-none-any.whl", hash = "sha256:024ca478df22e9340661486f85298cff5f6dcdba14f3813e8830015b9ed1948f"},
     {file = "tabulate-0.9.0.tar.gz", hash = "sha256:0095b12bf5966de529c0feb1fa08671671b3368eec77d7ef7ab114be2c068b3c"},
@@ -3977,7 +3838,6 @@ version = "2.2.1"
 description = "A lil' TOML parser"
 optional = false
 python-versions = ">=3.8"
-groups = ["analysis", "tests"]
 files = [
     {file = "tomli-2.2.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:678e4fa69e4575eb77d103de3df8a895e1591b48e740211bd1067378c69e8249"},
     {file = "tomli-2.2.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:023aa114dd824ade0100497eb2318602af309e5a55595f76b626d6d9f3b7b0a6"},
@@ -4012,7 +3872,6 @@ files = [
     {file = "tomli-2.2.1-py3-none-any.whl", hash = "sha256:cb55c73c5f4408779d0cf3eef9f762b9c9f147a77de7b258bef0a5628adc85cc"},
     {file = "tomli-2.2.1.tar.gz", hash = "sha256:cd45e1dc79c835ce60f7404ec8119f2eb06d38b1deba146f07ced3bbc44505ff"},
 ]
-markers = {analysis = "python_version < \"3.11\"", tests = "python_full_version <= \"3.11.0a6\""}
 
 [[package]]
 name = "tomlkit"
@@ -4020,7 +3879,6 @@ version = "0.13.2"
 description = "Style preserving TOML library"
 optional = false
 python-versions = ">=3.8"
-groups = ["analysis"]
 files = [
     {file = "tomlkit-0.13.2-py3-none-any.whl", hash = "sha256:7a974427f6e119197f670fbbbeae7bef749a6c14e793db934baefc1b5f03efde"},
     {file = "tomlkit-0.13.2.tar.gz", hash = "sha256:fff5fe59a87295b278abd31bec92c15d9bc4a06885ab12bcea52c71119392e79"},
@@ -4032,7 +3890,6 @@ version = "1.0.0"
 description = "List processing tools and functional utilities"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "toolz-1.0.0-py3-none-any.whl", hash = "sha256:292c8f1c4e7516bf9086f8850935c799a874039c8bcf959d47b600e4c44a6236"},
     {file = "toolz-1.0.0.tar.gz", hash = "sha256:2c86e3d9a04798ac556793bced838816296a2f085017664e4995cb40a1047a02"},
@@ -4065,7 +3922,6 @@ version = "4.67.1"
 description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
     {file = "tqdm-4.67.1-py3-none-any.whl", hash = "sha256:26445eca388f82e72884e0d580d5464cd801a3ea01e63e5601bdff9ba6a48de2"},
     {file = "tqdm-4.67.1.tar.gz", hash = "sha256:f8aef9c52c08c13a65f30ea34f4e5aac3fd1a34959879d7e59e63027286627f2"},
@@ -4087,7 +3943,6 @@ version = "5.14.3"
 description = "Traitlets Python configuration system"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev", "docs"]
 files = [
     {file = "traitlets-5.14.3-py3-none-any.whl", hash = "sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f"},
     {file = "traitlets-5.14.3.tar.gz", hash = "sha256:9ed0579d3502c94b4b3732ac120375cda96f923114522847de4b3bb98b96b6b7"},
@@ -4103,7 +3958,6 @@ version = "1.1.1"
 description = "A library for synthesizing and manipulating quantum circuits"
 optional = true
 python-versions = ">=3.6"
-groups = ["main"]
 files = [
     {file = "tweedledum-1.1.1-cp310-cp310-macosx_10_15_x86_64.whl", hash = "sha256:b563c8324bbf5ed9ed57399a1eca34d8a82cb146b3011154e3df749753b75fe5"},
     {file = "tweedledum-1.1.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:a5d734fed09a479afc0ec8fa91764ac9411821c27396e1b7d4a64393e689271d"},
@@ -4156,12 +4010,10 @@ version = "4.12.2"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "analysis", "docs"]
 files = [
     {file = "typing_extensions-4.12.2-py3-none-any.whl", hash = "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d"},
     {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"},
 ]
-markers = {analysis = "python_version < \"3.11\""}
 
 [[package]]
 name = "urllib3"
@@ -4169,7 +4021,6 @@ version = "2.3.0"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.9"
-groups = ["main", "docs"]
 files = [
     {file = "urllib3-2.3.0-py3-none-any.whl", hash = "sha256:1cee9ad369867bfdbbb48b7dd50374c0967a0bb7710050facf0dd6911440e3df"},
     {file = "urllib3-2.3.0.tar.gz", hash = "sha256:f8c5449b3cf0861679ce7e0503c7b44b5ec981bec0d1d3795a07f1ba96f0204d"},
@@ -4187,7 +4038,6 @@ version = "0.2.13"
 description = "Measures the displayed width of unicode strings in a terminal"
 optional = false
 python-versions = "*"
-groups = ["dev"]
 files = [
     {file = "wcwidth-0.2.13-py2.py3-none-any.whl", hash = "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859"},
     {file = "wcwidth-0.2.13.tar.gz", hash = "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"},
@@ -4211,7 +4061,6 @@ version = "1.8.0"
 description = "WebSocket client for Python with low level API options"
 optional = true
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "websocket_client-1.8.0-py3-none-any.whl", hash = "sha256:17b44cc997f5c498e809b22cdf2d9c7a9e71c02c8cc2b6c56e7c2d1239bfa526"},
     {file = "websocket_client-1.8.0.tar.gz", hash = "sha256:3239df9f44da632f96012472805d40a23281a991027ce11d2f45a6f24ac4c3da"},
@@ -4228,7 +4077,6 @@ version = "14.2"
 description = "An implementation of the WebSocket Protocol (RFC 6455 & 7692)"
 optional = true
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "websockets-14.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:e8179f95323b9ab1c11723e5d91a89403903f7b001828161b480a7810b334885"},
     {file = "websockets-14.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0d8c3e2cdb38f31d8bd7d9d28908005f6fa9def3324edb9bf336d7e4266fd397"},
@@ -4307,8 +4155,6 @@ version = "3.21.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.9"
-groups = ["main", "docs"]
-markers = "python_version < \"3.10\""
 files = [
     {file = "zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931"},
     {file = "zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4"},
@@ -4326,6 +4172,6 @@ type = ["pytest-mypy"]
 cuda = ["cupy-cuda11x", "cuquantum-python-cu11", "mpi4py"]
 
 [metadata]
-lock-version = "2.1"
+lock-version = "2.0"
 python-versions = "^3.9,<3.13"
 content-hash = "4c38e1136d75fafca96e04a983041e8c6fc9b876421c73fcd97dd702b98082ce"

From 3237be40c0292b44873ee5d0d909cde3ccc8c49e Mon Sep 17 00:00:00 2001
From: MatteoRobbiati <robbiati.matteo@gmail.com>
Date: Mon, 17 Feb 2025 11:32:49 +0100
Subject: [PATCH 2/4] refactor: move notebook back to examples

---
 doc/source/code-examples/introductions.rst    |  12 +
 .../qmatchatea_introduction.ipynb             |   1 +
 .../qmatchatea_introduction.ipynb             | 581 ++++++++++++++++++
 3 files changed, 594 insertions(+)
 create mode 100644 doc/source/code-examples/introductions.rst
 create mode 120000 doc/source/code-examples/tutorials/qmatchatea_intro/qmatchatea_introduction.ipynb
 create mode 100644 examples/qmatchatea_intro/qmatchatea_introduction.ipynb

diff --git a/doc/source/code-examples/introductions.rst b/doc/source/code-examples/introductions.rst
new file mode 100644
index 0000000..0afdad7
--- /dev/null
+++ b/doc/source/code-examples/introductions.rst
@@ -0,0 +1,12 @@
+.. _introductions:
+
+Introductory material
+=====================
+
+In this section we present some simple introduction to our backends.
+
+
+.. toctree::
+    :maxdepth: 1
+
+    tutorials/qmatchatea_intro/qmatchatea_intro.ipynb
diff --git a/doc/source/code-examples/tutorials/qmatchatea_intro/qmatchatea_introduction.ipynb b/doc/source/code-examples/tutorials/qmatchatea_intro/qmatchatea_introduction.ipynb
new file mode 120000
index 0000000..987158a
--- /dev/null
+++ b/doc/source/code-examples/tutorials/qmatchatea_intro/qmatchatea_introduction.ipynb
@@ -0,0 +1 @@
+../../../../../examples/qmatchatea_intro/qmatchatea_introduction.ipynb
\ No newline at end of file
diff --git a/examples/qmatchatea_intro/qmatchatea_introduction.ipynb b/examples/qmatchatea_intro/qmatchatea_introduction.ipynb
new file mode 100644
index 0000000..6a338e2
--- /dev/null
+++ b/examples/qmatchatea_intro/qmatchatea_introduction.ipynb
@@ -0,0 +1,581 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "656bb283-ac6d-48d2-a029-3c417c9961f8",
+   "metadata": {},
+   "source": [
+    "## Introduction to Quantum Matcha Tea backend in QiboTN\n",
+    "\n",
+    "#### Some imports"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "6722d94e-e311-48f9-b6df-c6d829bf67fb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import time\n",
+    "import numpy as np\n",
+    "from scipy import stats\n",
+    "\n",
+    "import qibo\n",
+    "from qibo import Circuit, gates, hamiltonians\n",
+    "from qibo.backends import construct_backend"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a009a5e0-cfd4-4a49-9f7c-e82f252c6147",
+   "metadata": {},
+   "source": [
+    "#### Some hyper parameters"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "64162116-1555-4a68-811c-01593739d622",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# construct qibotn backend\n",
+    "qmatcha_backend = construct_backend(backend=\"qibotn\", platform=\"qmatchatea\")\n",
+    "\n",
+    "# set number of qubits\n",
+    "nqubits = 4\n",
+    "\n",
+    "# set numpy random seed\n",
+    "np.random.seed(42)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "252f5cd1-5932-4de6-8076-4a357d50ebad",
+   "metadata": {},
+   "source": [
+    "#### Constructing a parametric quantum circuit"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "4a22a172-f50d-411d-afa3-fa61937c7b3a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def build_circuit(nqubits, nlayers):\n",
+    "    \"\"\"Construct a parametric quantum circuit.\"\"\"\n",
+    "    circ = Circuit(nqubits)\n",
+    "    for _ in range(nlayers):\n",
+    "        for q in range(nqubits):\n",
+    "            circ.add(gates.RY(q=q, theta=0.))\n",
+    "            circ.add(gates.RZ(q=q, theta=0.))\n",
+    "        [circ.add(gates.CNOT(q%nqubits, (q+1)%nqubits) for q in range(nqubits))]\n",
+    "    circ.add(gates.M(*range(nqubits)))\n",
+    "    return circ"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "76f23c57-6d08-496b-9a27-52fb63bbfcb1",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0: ─RY─RZ─o─────X─RY─RZ─o─────X─RY─RZ─o─────X─M─\n",
+      "1: ─RY─RZ─X─o───|─RY─RZ─X─o───|─RY─RZ─X─o───|─M─\n",
+      "2: ─RY─RZ───X─o─|─RY─RZ───X─o─|─RY─RZ───X─o─|─M─\n",
+      "3: ─RY─RZ─────X─o─RY─RZ─────X─o─RY─RZ─────X─o─M─\n"
+     ]
+    }
+   ],
+   "source": [
+    "circuit = build_circuit(nqubits=nqubits, nlayers=3)\n",
+    "circuit.draw()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "07b2c097-cea2-42ec-8f1d-b4bbb5b71d98",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Setting random parameters\n",
+    "circuit.set_parameters(\n",
+    "    parameters=np.random.uniform(-np.pi, np.pi, len(circuit.get_parameters())),\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fd0cea52-03f5-4366-a01a-a5a84aa8ebc7",
+   "metadata": {},
+   "source": [
+    "#### Setting up the tensor network simulator\n",
+    "\n",
+    "Depending on the simulator, various parameters can be set. One can customize the tensor network execution via the `backend.configure_tn_simulation` function, whose face depends on the specific backend provider."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "2ee03e94-d794-4a51-9e76-01e8d8a259ba",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Customization of the tensor network simulation in the case of qmatchatea\n",
+    "# Here we use only some of the possible arguments\n",
+    "qmatcha_backend.configure_tn_simulation(\n",
+    "    ansatz=\"MPS\",\n",
+    "    max_bond_dimension=10,\n",
+    "    cut_ratio=1e-6,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "648d85b8-445d-4081-aeed-1691fbae67be",
+   "metadata": {},
+   "source": [
+    "#### Executing through the backend\n",
+    "\n",
+    "The `backend.execute_circuit` method can be used then. We can simulate results in three ways:\n",
+    "1. reconstruction of the final state (statevector like, only if `nqubits < 20` due to Quantum Matcha Tea setup) only if `return_array` is set to `True`;\n",
+    "2. computation of the relevant probabilities of the final state. There are three way of doing so, but we will see it directly into the docstrings;\n",
+    "3. reconstruction of the relevant state's frequencies (only if `nshots` is not `None`)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "35a244c3-adba-4b8b-b28c-0ab592b0f7cf",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'nqubits': 4,\n",
+       " 'backend': QMatchaTeaBackend(),\n",
+       " 'measures': None,\n",
+       " 'measured_probabilities': {'U': {'0000': (0.0, 0.08390937969317301),\n",
+       "   '0001': (0.08390937969317301, 0.08858639088838134),\n",
+       "   '0010': (0.08858639088838131, 0.1832549957082757),\n",
+       "   '0011': (0.1832549957082757, 0.25896776804349736),\n",
+       "   '0100': (0.2589677680434974, 0.33039716334036867),\n",
+       "   '0101': (0.33039716334036867, 0.386620221067355),\n",
+       "   '0110': (0.3866202210673549, 0.4380808691410473),\n",
+       "   '0111': (0.4380808691410473, 0.47837271988834),\n",
+       "   '1000': (0.47837271988834, 0.5916815553716759),\n",
+       "   '1001': (0.5916815553716759, 0.5972581739037379),\n",
+       "   '1010': (0.5972581739037378, 0.6359857590550054),\n",
+       "   '1011': (0.6359857590550054, 0.6894851559808782),\n",
+       "   '1100': (0.6894851559808783, 0.7030911408535467),\n",
+       "   '1101': (0.7030911408535467, 0.8264027395524797),\n",
+       "   '1110': (0.8264027395524797, 0.8981519382820797),\n",
+       "   '1111': (0.8981519382820797, 0.9999999999999998)},\n",
+       "  'E': [None],\n",
+       "  'G': [None]},\n",
+       " 'prob_type': 'U',\n",
+       " 'statevector': None}"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Simple execution (defaults)\n",
+    "outcome = qmatcha_backend.execute_circuit(circuit=circuit)\n",
+    "\n",
+    "# Print outcome\n",
+    "vars(outcome)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "60501c3d-2a44-421f-b434-4a508714b132",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'nqubits': 4,\n",
+       " 'backend': QMatchaTeaBackend(),\n",
+       " 'measures': None,\n",
+       " 'measured_probabilities': {'U': [None],\n",
+       "  'E': [None],\n",
+       "  'G': {'1110': 0.07174919872960005,\n",
+       "   '1111': 0.10184806171792007,\n",
+       "   '0010': 0.09466860481989439,\n",
+       "   '0011': 0.07571277233522165}},\n",
+       " 'prob_type': 'G',\n",
+       " 'statevector': array([ 0.08809627-0.27595005j,  0.24859731-0.22695421j,\n",
+       "         0.18807826+0.18988408j,  0.09444097+0.06846085j,\n",
+       "         0.00470148+0.30764671j,  0.17371395-0.09247188j,\n",
+       "        -0.18900305+0.12545316j, -0.17359753+0.20399288j,\n",
+       "        -0.0517478 +0.04471215j, -0.0411739 -0.06230031j,\n",
+       "         0.22377064+0.07842041j, -0.21784975-0.27541439j,\n",
+       "        -0.27208941+0.04098933j, -0.22748127+0.04185292j,\n",
+       "         0.17105258-0.10503745j, -0.01729753-0.31866731j])}"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Execution with a specific probability type\n",
+    "# We use here \"E\", which is cutting some of the components if under a threshold\n",
+    "# We also retrieve the statevector\n",
+    "outcome = qmatcha_backend.execute_circuit(\n",
+    "    circuit=circuit,\n",
+    "    prob_type=\"G\",\n",
+    "    prob_threshold=0.3,\n",
+    "    return_array=True,\n",
+    ")\n",
+    "\n",
+    "# Print outcome\n",
+    "vars(outcome)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "84ec0b48-f6b4-495c-93b8-8e42d1a8b0df",
+   "metadata": {},
+   "source": [
+    "---\n",
+    "\n",
+    "One can access to the specific contents of the simulation outcome."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "c0443efc-21ef-4ed5-9cf4-785d204a1881",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Probabilities:\n",
+      " [0.0717492  0.10184806 0.0946686  0.07571277]\n",
+      "\n",
+      "State:\n",
+      " [ 0.08809627-0.27595005j  0.24859731-0.22695421j  0.18807826+0.18988408j\n",
+      "  0.09444097+0.06846085j  0.00470148+0.30764671j  0.17371395-0.09247188j\n",
+      " -0.18900305+0.12545316j -0.17359753+0.20399288j -0.0517478 +0.04471215j\n",
+      " -0.0411739 -0.06230031j  0.22377064+0.07842041j -0.21784975-0.27541439j\n",
+      " -0.27208941+0.04098933j -0.22748127+0.04185292j  0.17105258-0.10503745j\n",
+      " -0.01729753-0.31866731j]\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(f\"Probabilities:\\n {outcome.probabilities()}\\n\")\n",
+    "print(f\"State:\\n {outcome.state()}\\n\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9f477388-ca45-409a-a0ce-6603ec294e42",
+   "metadata": {},
+   "source": [
+    "---\n",
+    "\n",
+    "But frequencies cannot be accessed, since no shots have been set."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8e9413c7-602a-44ed-a50c-1c3dd4dd7494",
+   "metadata": {},
+   "source": [
+    "---\n",
+    "\n",
+    "We can then repeat the execution by setting the number of shots"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "68122cd3-662f-4fd1-bb9c-d33b6f5448dd",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'nqubits': 4,\n",
+       " 'backend': QMatchaTeaBackend(),\n",
+       " 'measures': {'0000': 92,\n",
+       "  '0001': 7,\n",
+       "  '0010': 85,\n",
+       "  '0011': 79,\n",
+       "  '0100': 81,\n",
+       "  '0101': 55,\n",
+       "  '0110': 47,\n",
+       "  '0111': 39,\n",
+       "  '1000': 117,\n",
+       "  '1001': 7,\n",
+       "  '1010': 38,\n",
+       "  '1011': 53,\n",
+       "  '1100': 22,\n",
+       "  '1101': 129,\n",
+       "  '1110': 74,\n",
+       "  '1111': 99},\n",
+       " 'measured_probabilities': {'U': [None],\n",
+       "  'E': {'0000': 0.08390937969317301,\n",
+       "   '0010': 0.09466860481989439,\n",
+       "   '0011': 0.07571277233522165,\n",
+       "   '0100': 0.07142939529687124,\n",
+       "   '0101': 0.05622305772698632,\n",
+       "   '0110': 0.05146064807369245,\n",
+       "   '1000': 0.11330883548333581,\n",
+       "   '1011': 0.053499396925872765,\n",
+       "   '1101': 0.12331159869893296,\n",
+       "   '1110': 0.07174919872960005,\n",
+       "   '1111': 0.10184806171792007},\n",
+       "  'G': [None]},\n",
+       " 'prob_type': 'E',\n",
+       " 'statevector': array([ 0.08809627-0.27595005j,  0.24859731-0.22695421j,\n",
+       "         0.18807826+0.18988408j,  0.09444097+0.06846085j,\n",
+       "         0.00470148+0.30764671j,  0.17371395-0.09247188j,\n",
+       "        -0.18900305+0.12545316j, -0.17359753+0.20399288j,\n",
+       "        -0.0517478 +0.04471215j, -0.0411739 -0.06230031j,\n",
+       "         0.22377064+0.07842041j, -0.21784975-0.27541439j,\n",
+       "        -0.27208941+0.04098933j, -0.22748127+0.04185292j,\n",
+       "         0.17105258-0.10503745j, -0.01729753-0.31866731j])}"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Execution with a specific probability type\n",
+    "# We use here \"E\", which is cutting some of the components if under a threshold\n",
+    "outcome = qmatcha_backend.execute_circuit(\n",
+    "    circuit=circuit,\n",
+    "    nshots=1024,\n",
+    "    prob_type=\"E\",\n",
+    "    prob_threshold=0.05,\n",
+    "    return_array=True\n",
+    ")\n",
+    "\n",
+    "# Print outcome\n",
+    "vars(outcome)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "ef0e9591-ccca-4cdd-a81b-2bfb3caaf3d0",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Frequencies:\n",
+      " {'0000': 92, '0001': 7, '0010': 85, '0011': 79, '0100': 81, '0101': 55, '0110': 47, '0111': 39, '1000': 117, '1001': 7, '1010': 38, '1011': 53, '1100': 22, '1101': 129, '1110': 74, '1111': 99}\n",
+      "\n",
+      "Probabilities:\n",
+      " [0.08390938 0.0946686  0.07571277 0.0714294  0.05622306 0.05146065\n",
+      " 0.11330884 0.0534994  0.1233116  0.0717492  0.10184806]\n",
+      "\n",
+      "State:\n",
+      " [ 0.08809627-0.27595005j  0.24859731-0.22695421j  0.18807826+0.18988408j\n",
+      "  0.09444097+0.06846085j  0.00470148+0.30764671j  0.17371395-0.09247188j\n",
+      " -0.18900305+0.12545316j -0.17359753+0.20399288j -0.0517478 +0.04471215j\n",
+      " -0.0411739 -0.06230031j  0.22377064+0.07842041j -0.21784975-0.27541439j\n",
+      " -0.27208941+0.04098933j -0.22748127+0.04185292j  0.17105258-0.10503745j\n",
+      " -0.01729753-0.31866731j]\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Frequencies and probabilities\n",
+    "print(f\"Frequencies:\\n {outcome.frequencies()}\\n\")\n",
+    "print(f\"Probabilities:\\n {outcome.probabilities()}\\n\")\n",
+    "print(f\"State:\\n {outcome.state()}\\n\")  # Only if return_array = True"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "dd84f1f3-7aa5-4ad1-ae09-81e0aff75b5b",
+   "metadata": {},
+   "source": [
+    "### Compute expectation values\n",
+    "\n",
+    "Another important feature of this backend is the `expectation` function. In fact, we can compute expectation values of given observables thorugh a Qibo-friendly interface.\n",
+    "\n",
+    "---\n",
+    "\n",
+    "Let's start by importing some symbols, thanks to which we can build our observable."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "0b46e315-7786-4247-bd2a-83ea1c5842eb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from qibo.symbols import Z, X"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "37385485-e8a3-4ab0-ad44-bcc4e9da24ca",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0: ─RY─RZ─o─────X─RY─RZ─o─────X─RY─RZ─o─────X─M─\n",
+      "1: ─RY─RZ─X─o───|─RY─RZ─X─o───|─RY─RZ─X─o───|─M─\n",
+      "2: ─RY─RZ───X─o─|─RY─RZ───X─o─|─RY─RZ───X─o─|─M─\n",
+      "3: ─RY─RZ─────X─o─RY─RZ─────X─o─RY─RZ─────X─o─M─\n"
+     ]
+    }
+   ],
+   "source": [
+    "# We are going to compute the expval of an Hamiltonian\n",
+    "# On the state prepared by the following circuit\n",
+    "circuit.draw()\n",
+    "\n",
+    "circuit.set_parameters(\n",
+    "    np.random.randn(len(circuit.get_parameters()))\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "ddecc910-7804-4199-8577-a7db38a16db8",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "[Qibo 0.2.15|INFO|2025-02-12 14:36:17]: Using qibojit (numba) backend on /CPU:0\n"
+     ]
+    },
+    {
+     "data": {
+      "text/latex": [
+       "$\\displaystyle - 1.5 X_{0} Z_{2} + 0.5 Z_{0} Z_{1} + Z_{3}$"
+      ],
+      "text/plain": [
+       "-1.5*X0*Z2 + 0.5*Z0*Z1 + Z3"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# We can create a symbolic Hamiltonian\n",
+    "form = 0.5 * Z(0) * Z(1) +- 1.5 *  X(0) * Z(2) + Z(3)\n",
+    "hamiltonian = hamiltonians.SymbolicHamiltonian(form)\n",
+    "\n",
+    "#  Let's show it\n",
+    "hamiltonian.form"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "163b70a3-814a-4a62-a98a-2ffca933a544",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.4355195352502318"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# And compute its expectation value\n",
+    "qmatcha_backend.expectation(\n",
+    "    circuit=circuit,\n",
+    "    observable=hamiltonian,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "2d8c4a9c-eca3-49d0-bdbf-ab054172c4e5",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.43551953525022985"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Try with Qibo (which is by default using the Qibojit backend)\n",
+    "hamiltonian = hamiltonians.SymbolicHamiltonian(form)\n",
+    "hamiltonian.expectation(circuit().state())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "94df291c-9ddc-4b2e-8442-5fca00784bd8",
+   "metadata": {},
+   "source": [
+    "They match! 🥳"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

From af782efefcddc279202d4e80fad8478fd7fbf9af Mon Sep 17 00:00:00 2001
From: MatteoRobbiati <robbiati.matteo@gmail.com>
Date: Mon, 17 Feb 2025 11:42:26 +0100
Subject: [PATCH 3/4] refactor: use direct link to notebook

---
 doc/source/code-examples/index.rst            |   15 -
 doc/source/code-examples/introductions.rst    |   12 -
 .../qmatchatea_introduction.ipynb             |    1 -
 doc/source/index.rst                          |    3 +-
 poetry.lock                                   | 1202 ++++-------------
 pyproject.toml                                |    2 +-
 6 files changed, 290 insertions(+), 945 deletions(-)
 delete mode 100644 doc/source/code-examples/index.rst
 delete mode 100644 doc/source/code-examples/introductions.rst
 delete mode 120000 doc/source/code-examples/tutorials/qmatchatea_intro/qmatchatea_introduction.ipynb

diff --git a/doc/source/code-examples/index.rst b/doc/source/code-examples/index.rst
deleted file mode 100644
index bc64f99..0000000
--- a/doc/source/code-examples/index.rst
+++ /dev/null
@@ -1,15 +0,0 @@
-.. _examples:
-
-Code examples
-=============
-
-In this section we present code examples from basic to advanced features
-implemented in Qibotn.
-
-Introduction to backends
-^^^^^^^^^^^^^^^^^^^^^^^^
-
-.. toctree::
-    :maxdepth: 1
-
-    tutorials/qmatchatea_intro/qmatchatea_introduction.ipynb
diff --git a/doc/source/code-examples/introductions.rst b/doc/source/code-examples/introductions.rst
deleted file mode 100644
index 0afdad7..0000000
--- a/doc/source/code-examples/introductions.rst
+++ /dev/null
@@ -1,12 +0,0 @@
-.. _introductions:
-
-Introductory material
-=====================
-
-In this section we present some simple introduction to our backends.
-
-
-.. toctree::
-    :maxdepth: 1
-
-    tutorials/qmatchatea_intro/qmatchatea_intro.ipynb
diff --git a/doc/source/code-examples/tutorials/qmatchatea_intro/qmatchatea_introduction.ipynb b/doc/source/code-examples/tutorials/qmatchatea_intro/qmatchatea_introduction.ipynb
deleted file mode 120000
index 987158a..0000000
--- a/doc/source/code-examples/tutorials/qmatchatea_intro/qmatchatea_introduction.ipynb
+++ /dev/null
@@ -1 +0,0 @@
-../../../../../examples/qmatchatea_intro/qmatchatea_introduction.ipynb
\ No newline at end of file
diff --git a/doc/source/index.rst b/doc/source/index.rst
index 96a354d..1353ac5 100644
--- a/doc/source/index.rst
+++ b/doc/source/index.rst
@@ -25,7 +25,7 @@ As shown in the figure above, we currently support three different backends, whi
 correspond to the three mentioned packages:
    - `cuQuantum <https://github.com/NVIDIA/cuQuantum>`_: an NVIDIA SDK of optimized libraries and tools for accelerating quantum computing workflows (we refer to the specific `Cutensornet <https://docs.nvidia.com/cuda/cuquantum/latest/cutensornet/index.html>`_  library);
    - `quimb <https://quimb.readthedocs.io/en/latest/>`_: an easy but fast python library for ‘quantum information many-body’ calculations, focusing primarily on tensor networks;
-   - `Quantum Matcha Tea <https://www.quantumtea.it/>`_: a logical quantum computer emulator powered by matrix product states.
+   - `Quantum Matcha Tea <https://www.quantumtea.it/>`_: a logical quantum computer emulator powered by matrix product states. Read `here <https://github.com/qiboteam/qibotn/blob/restore/examples/qmatchatea_intro/qmatchatea_introduction.ipynb>`_ if you want to have an example on how using the Quantum Matcha Tea backend.
 
 ..  warning::
 
@@ -73,7 +73,6 @@ Contents
    :caption: Introduction
 
    getting-started/index
-   code-examples/index
 
 .. toctree::
     :maxdepth: 1
diff --git a/poetry.lock b/poetry.lock
index 68b81bc..a365893 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -66,26 +66,6 @@ files = [
 [package.dependencies]
 typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""}
 
-[[package]]
-name = "attrs"
-version = "25.1.0"
-description = "Classes Without Boilerplate"
-optional = false
-python-versions = ">=3.8"
-groups = ["docs"]
-files = [
-    {file = "attrs-25.1.0-py3-none-any.whl", hash = "sha256:c75a69e28a550a7e93789579c22aa26b0f5b83b75dc4e08fe092980051e1090a"},
-    {file = "attrs-25.1.0.tar.gz", hash = "sha256:1c97078a80c814273a76b2a298a932eb681c87415c11dee0a6921de7f1b02c3e"},
-]
-
-[package.extras]
-benchmark = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-cov = ["cloudpickle", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
-tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
-
 [[package]]
 name = "autoray"
 version = "0.7.0"
@@ -103,17 +83,17 @@ tests = ["coverage", "numpy", "pytest", "pytest-cov"]
 
 [[package]]
 name = "babel"
-version = "2.16.0"
+version = "2.17.0"
 description = "Internationalization utilities"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "babel-2.16.0-py3-none-any.whl", hash = "sha256:368b5b98b37c06b7daf6696391c3240c938b37767d4584413e8438c5c435fa8b"},
-    {file = "babel-2.16.0.tar.gz", hash = "sha256:d1f3554ca26605fe173f3de0c65f750f5a42f924499bf134de6423582298e316"},
+    {file = "babel-2.17.0-py3-none-any.whl", hash = "sha256:4d0b53093fdfb4b21c92b5213dba5a1b23885afa8383709427046b21c366e5f2"},
+    {file = "babel-2.17.0.tar.gz", hash = "sha256:0c54cffb19f690cdcc52a3b50bcbf71e07a808d1c80d549f2459b9d2cf0afb9d"},
 ]
 
 [package.extras]
-dev = ["freezegun (>=1.0,<2.0)", "pytest (>=6.0)", "pytest-cov"]
+dev = ["backports.zoneinfo", "freezegun (>=1.0,<2.0)", "jinja2 (>=3.0)", "pytest (>=6.0)", "pytest-cov", "pytz", "setuptools", "tzdata"]
 
 [[package]]
 name = "backcall"
@@ -128,17 +108,18 @@ files = [
 
 [[package]]
 name = "beautifulsoup4"
-version = "4.12.3"
+version = "4.13.3"
 description = "Screen-scraping library"
 optional = false
-python-versions = ">=3.6.0"
+python-versions = ">=3.7.0"
 files = [
-    {file = "beautifulsoup4-4.12.3-py3-none-any.whl", hash = "sha256:b80878c9f40111313e55da8ba20bdba06d8fa3969fc68304167741bbf9e082ed"},
-    {file = "beautifulsoup4-4.12.3.tar.gz", hash = "sha256:74e3d1928edc070d21748185c46e3fb33490f22f52a3addee9aee0f4f7781051"},
+    {file = "beautifulsoup4-4.13.3-py3-none-any.whl", hash = "sha256:99045d7d3f08f91f0d656bc9b7efbae189426cd913d830294a15eefa0ea4df16"},
+    {file = "beautifulsoup4-4.13.3.tar.gz", hash = "sha256:1bd32405dacc920b42b83ba01644747ed77456a65760e285fbc47633ceddaf8b"},
 ]
 
 [package.dependencies]
 soupsieve = ">1.2"
+typing-extensions = ">=4.0.0"
 
 [package.extras]
 cchardet = ["cchardet"]
@@ -147,41 +128,22 @@ charset-normalizer = ["charset-normalizer"]
 html5lib = ["html5lib"]
 lxml = ["lxml"]
 
-[[package]]
-name = "bleach"
-version = "6.2.0"
-description = "An easy safelist-based HTML-sanitizing tool."
-optional = false
-python-versions = ">=3.9"
-groups = ["docs"]
-files = [
-    {file = "bleach-6.2.0-py3-none-any.whl", hash = "sha256:117d9c6097a7c3d22fd578fcd8d35ff1e125df6736f554da4e432fdd63f31e5e"},
-    {file = "bleach-6.2.0.tar.gz", hash = "sha256:123e894118b8a599fd80d3ec1a6d4cc7ce4e5882b1317a7e1ba69b56e95f991f"},
-]
-
-[package.dependencies]
-tinycss2 = {version = ">=1.1.0,<1.5", optional = true, markers = "extra == \"css\""}
-webencodings = "*"
-
-[package.extras]
-css = ["tinycss2 (>=1.1.0,<1.5)"]
-
 [[package]]
 name = "certifi"
-version = "2024.12.14"
+version = "2025.1.31"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2024.12.14-py3-none-any.whl", hash = "sha256:1275f7a45be9464efc1173084eaa30f866fe2e47d389406136d332ed4967ec56"},
-    {file = "certifi-2024.12.14.tar.gz", hash = "sha256:b650d30f370c2b724812bee08008be0c4163b163ddaec3f2546c1caf65f191db"},
+    {file = "certifi-2025.1.31-py3-none-any.whl", hash = "sha256:ca78db4565a652026a4db2bcdf68f2fb589ea80d0be70e03929ed730746b84fe"},
+    {file = "certifi-2025.1.31.tar.gz", hash = "sha256:3d5da6925056f6f18f119200434a4780a94263f10d1c21d032a6f6b2baa20651"},
 ]
 
 [[package]]
 name = "cffi"
 version = "1.17.1"
 description = "Foreign Function Interface for Python calling C code."
-optional = false
+optional = true
 python-versions = ">=3.8"
 files = [
     {file = "cffi-1.17.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:df8b1c11f177bc2313ec4b2d46baec87a5f3e71fc8b45dab2ee7cae86d9aba14"},
@@ -252,7 +214,6 @@ files = [
     {file = "cffi-1.17.1-cp39-cp39-win_amd64.whl", hash = "sha256:d016c76bdd850f3c626af19b0542c9677ba156e4ee4fccfdd7848803533ef662"},
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-markers = {main = "platform_python_implementation != \"PyPy\"", docs = "implementation_name == \"pypy\""}
 
 [package.dependencies]
 pycparser = "*"
@@ -509,73 +470,74 @@ test = ["altair", "baytune", "chocolate", "cmaes", "dask", "distributed", "kahyp
 
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 test = ["pytest (>=6)"]
 
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 [[package]]
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 tests = ["pytest (>=4.6)"]
 
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-python-versions = ">=3.8"
-groups = ["docs"]
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-webpdf = ["playwright"]
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-
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-
 [[package]]
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 version = "3.2.1"
@@ -2116,13 +1839,13 @@ tests = ["pytest (>=6.0)", "pyyaml"]
 
 [[package]]
 name = "optuna"
-version = "4.2.0"
+version = "4.2.1"
 description = "A hyperparameter optimization framework"
 optional = false
 python-versions = ">=3.8"
 files = [
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@@ -2152,18 +1875,6 @@ files = [
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 version = "0.8.4"
@@ -2181,15 +1892,18 @@ testing = ["docopt", "pytest"]
 
 [[package]]
 name = "pbr"
-version = "6.1.0"
+version = "6.1.1"
 description = "Python Build Reasonableness"
 optional = true
 python-versions = ">=2.6"
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+[package.dependencies]
+setuptools = "*"
+
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 name = "pexpect"
 version = "4.9.0"
@@ -2361,32 +2075,25 @@ wcwidth = "*"
 
 [[package]]
 name = "psutil"
-version = "6.1.1"
-description = "Cross-platform lib for process and system monitoring in Python."
+version = "7.0.0"
+description = "Cross-platform lib for process and system monitoring in Python.  NOTE: the syntax of this script MUST be kept compatible with Python 2.7."
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-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
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 [package.extras]
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+dev = ["abi3audit", "black (==24.10.0)", "check-manifest", "coverage", "packaging", "pylint", "pyperf", "pypinfo", "pytest", "pytest-cov", "pytest-xdist", "requests", "rstcheck", "ruff", "setuptools", "sphinx", "sphinx_rtd_theme", "toml-sort", "twine", "virtualenv", "vulture", "wheel"]
 test = ["pytest", "pytest-xdist", "setuptools"]
 
 [[package]]
@@ -2438,13 +2145,12 @@ pybtex = ">=0.16"
 name = "pycparser"
 version = "2.22"
 description = "C parser in Python"
-optional = false
+optional = true
 python-versions = ">=3.8"
 files = [
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 ]
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 [[package]]
 name = "pygments"
@@ -2595,35 +2301,6 @@ files = [
 [package.dependencies]
 six = ">=1.5"
 
-[[package]]
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-groups = ["docs"]
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-
 [[package]]
 name = "pyyaml"
 version = "6.0.2"
@@ -2686,137 +2363,15 @@ files = [
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 ]
 
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-description = "Python bindings for 0MQ"
-optional = false
-python-versions = ">=3.7"
-groups = ["docs"]
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 tensor = ["matplotlib (>=2.0)", "networkx (>=2.3)"]
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 mpl = ["matplotlib (>=3.0)"]
 
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@@ -3813,25 +3238,6 @@ files = [
 [package.extras]
 widechars = ["wcwidth"]
 
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-test = ["pytest", "ruff"]
-
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 [[package]]
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 [[package]]
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 version = "1.8.0"
@@ -4073,80 +3446,80 @@ test = ["websockets"]
 
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 name = "websockets"
-version = "14.2"
+version = "15.0"
 description = "An implementation of the WebSocket Protocol (RFC 6455 & 7692)"
 optional = true
 python-versions = ">=3.9"
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 ]
 
 [[package]]
@@ -4170,8 +3543,9 @@ type = ["pytest-mypy"]
 
 [extras]
 cuda = ["cupy-cuda11x", "cuquantum-python-cu11", "mpi4py"]
+qmatchatea = ["qmatchatea"]
 
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.9,<3.13"
-content-hash = "4c38e1136d75fafca96e04a983041e8c6fc9b876421c73fcd97dd702b98082ce"
+content-hash = "5cb6b94d8de7d104362f6f82ad87b033eb8f57c99c98aa3043a123caff9cbf57"
diff --git a/pyproject.toml b/pyproject.toml
index cecc6bd..d705968 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -31,6 +31,7 @@ mpi4py = { version = "^3.1.5", optional = true }
 
 [tool.poetry.extras]
 cuda = ["cupy-cuda11x", "cuquantum-python-cu11", "mpi4py"]
+qmatchatea = ["qmatchatea"]
 
 [tool.poetry.group.docs]
 optional = true
@@ -41,7 +42,6 @@ furo = "^2023.3.27"
 sphinxcontrib-bibtex = "^2.5.0"
 sphinx-copybutton = "^0.5.2"
 sphinxcontrib-katex = "^0.9.9"
-nbsphinx = "^0.8.12"
 
 [tool.poetry.group.dev.dependencies]
 ipython = "^7.0.0"

From 80f787af35b3025bed75f7c140684b023f58f871 Mon Sep 17 00:00:00 2001
From: Stefano Carrazza <stefano.carrazza@gmail.com>
Date: Mon, 17 Feb 2025 12:11:59 +0100
Subject: [PATCH 4/4] disabling nbsphinx

---
 doc/source/conf.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/doc/source/conf.py b/doc/source/conf.py
index 4f08eda..fe7b3d5 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -45,7 +45,6 @@ extensions = [
     "sphinx.ext.intersphinx",
     "sphinx_copybutton",
     "sphinxcontrib.katex",
-    "nbsphinx",
 ]
 
 templates_path = ["_templates"]