From c85ee001c02d4ef0aece7923011950b27bcbb4f1 Mon Sep 17 00:00:00 2001
From: MatteoRobbiati <robbiati.matteo@gmail.com>
Date: Mon, 28 Oct 2024 11:35:05 +0100
Subject: [PATCH 1/2] chore: update lock including docs

---
 poetry.lock    | 1105 ++++++++++++++++++++++++++++++++----------------
 pyproject.toml |   16 +
 2 files changed, 749 insertions(+), 372 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index b927399..2be3a48 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -11,6 +11,17 @@ files = [
     {file = "absl_py-2.1.0-py3-none-any.whl", hash = "sha256:526a04eadab8b4ee719ce68f204172ead1027549089702d99b9059f129ff1308"},
 ]
 
+[[package]]
+name = "alabaster"
+version = "0.7.16"
+description = "A light, configurable Sphinx theme"
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "alabaster-0.7.16-py3-none-any.whl", hash = "sha256:b46733c07dce03ae4e150330b975c75737fa60f0a7c591b6c8bf4928a28e2c92"},
+    {file = "alabaster-0.7.16.tar.gz", hash = "sha256:75a8b99c28a5dad50dd7f8ccdd447a121ddb3892da9e53d1ca5cca3106d58d65"},
+]
+
 [[package]]
 name = "alembic"
 version = "1.13.3"
@@ -105,6 +116,20 @@ docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphi
 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 = "babel"
+version = "2.16.0"
+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"},
+]
+
+[package.extras]
+dev = ["freezegun (>=1.0,<2.0)", "pytest (>=6.0)", "pytest-cov"]
+
 [[package]]
 name = "backcall"
 version = "0.2.0"
@@ -116,6 +141,27 @@ files = [
     {file = "backcall-0.2.0.tar.gz", hash = "sha256:5cbdbf27be5e7cfadb448baf0aa95508f91f2bbc6c6437cd9cd06e2a4c215e1e"},
 ]
 
+[[package]]
+name = "beautifulsoup4"
+version = "4.12.3"
+description = "Screen-scraping library"
+optional = false
+python-versions = ">=3.6.0"
+files = [
+    {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"
+
+[package.extras]
+cchardet = ["cchardet"]
+chardet = ["chardet"]
+charset-normalizer = ["charset-normalizer"]
+html5lib = ["html5lib"]
+lxml = ["lxml"]
+
 [[package]]
 name = "certifi"
 version = "2024.8.30"
@@ -289,73 +335,73 @@ development = ["black", "flake8", "mypy", "pytest", "types-colorama"]
 
 [[package]]
 name = "coverage"
-version = "7.6.2"
+version = "7.6.4"
 description = "Code coverage measurement for Python"
 optional = false
 python-versions = ">=3.9"
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 [package.dependencies]
@@ -390,6 +436,17 @@ files = [
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 profile = ["gprof2dot (>=2022.7.29)"]
 
+[[package]]
+name = "docutils"
+version = "0.19"
+description = "Docutils -- Python Documentation Utilities"
+optional = false
+python-versions = ">=3.7"
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 version = "1.2.2"
@@ -448,13 +505,13 @@ files = [
 
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 name = "fsspec"
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+version = "2024.10.0"
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 tqdm = ["tqdm"]
 
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+version = "2023.3.27"
+description = "A clean customisable Sphinx documentation theme."
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+sphinx = ">=5.0,<7.0"
+sphinx-basic-ng = "*"
+
 [[package]]
 name = "gast"
 version = "0.6.0"
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 [[package]]
 name = "h5py"
@@ -716,6 +790,17 @@ files = [
 [package.extras]
 all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2)"]
 
+[[package]]
+name = "imagesize"
+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.*"
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 [[package]]
 name = "importlib-metadata"
 version = "8.5.0"
@@ -940,6 +1025,17 @@ optree = "*"
 packaging = "*"
 rich = "*"
 
+[[package]]
+name = "latexcodec"
+version = "3.0.0"
+description = "A lexer and codec to work with LaTeX code in Python."
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+python-versions = ">=3.7"
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+
 [[package]]
 name = "lazy-object-proxy"
 version = "1.10.0"
@@ -1036,13 +1132,13 @@ files = [
 
 [[package]]
 name = "mako"
-version = "1.3.5"
+version = "1.3.6"
 description = "A super-fast templating language that borrows the best ideas from the existing templating languages."
 optional = false
 python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
@@ -1097,72 +1193,72 @@ testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 
 [[package]]
 name = "markupsafe"
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 [[package]]
@@ -1365,46 +1461,50 @@ files = [
 
 [[package]]
 name = "nvidia-cublas-cu12"
-version = "12.1.3.1"
+version = "12.4.5.8"
 description = "CUBLAS native runtime libraries"
 optional = false
 python-versions = ">=3"
 files = [
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 ]
 
 [[package]]
 name = "nvidia-cuda-cupti-cu12"
-version = "12.1.105"
+version = "12.4.127"
 description = "CUDA profiling tools runtime libs."
 optional = false
 python-versions = ">=3"
 files = [
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 ]
 
 [[package]]
 name = "nvidia-cuda-nvrtc-cu12"
-version = "12.1.105"
+version = "12.4.127"
 description = "NVRTC native runtime libraries"
 optional = false
 python-versions = ">=3"
 files = [
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 ]
 
 [[package]]
 name = "nvidia-cuda-runtime-cu12"
-version = "12.1.105"
+version = "12.4.127"
 description = "CUDA Runtime native Libraries"
 optional = false
 python-versions = ">=3"
 files = [
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 ]
 
 [[package]]
@@ -1423,35 +1523,41 @@ nvidia-cublas-cu12 = "*"
 
 [[package]]
 name = "nvidia-cufft-cu12"
-version = "11.0.2.54"
+version = "11.2.1.3"
 description = "CUFFT native runtime libraries"
 optional = false
 python-versions = ">=3"
 files = [
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 ]
 
+[package.dependencies]
+nvidia-nvjitlink-cu12 = "*"
+
 [[package]]
 name = "nvidia-curand-cu12"
-version = "10.3.2.106"
+version = "10.3.5.147"
 description = "CURAND native runtime libraries"
 optional = false
 python-versions = ">=3"
 files = [
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 ]
 
 [[package]]
 name = "nvidia-cusolver-cu12"
-version = "11.4.5.107"
+version = "11.6.1.9"
 description = "CUDA solver native runtime libraries"
 optional = false
 python-versions = ">=3"
 files = [
-    {file = "nvidia_cusolver_cu12-11.4.5.107-py3-none-manylinux1_x86_64.whl", hash = "sha256:8a7ec542f0412294b15072fa7dab71d31334014a69f953004ea7a118206fe0dd"},
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+    {file = "nvidia_cusolver_cu12-11.6.1.9-py3-none-manylinux2014_aarch64.whl", hash = "sha256:d338f155f174f90724bbde3758b7ac375a70ce8e706d70b018dd3375545fc84e"},
+    {file = "nvidia_cusolver_cu12-11.6.1.9-py3-none-manylinux2014_x86_64.whl", hash = "sha256:19e33fa442bcfd085b3086c4ebf7e8debc07cfe01e11513cc6d332fd918ac260"},
+    {file = "nvidia_cusolver_cu12-11.6.1.9-py3-none-win_amd64.whl", hash = "sha256:e77314c9d7b694fcebc84f58989f3aa4fb4cb442f12ca1a9bde50f5e8f6d1b9c"},
 ]
 
 [package.dependencies]
@@ -1461,13 +1567,14 @@ nvidia-nvjitlink-cu12 = "*"
 
 [[package]]
 name = "nvidia-cusparse-cu12"
-version = "12.1.0.106"
+version = "12.3.1.170"
 description = "CUSPARSE native runtime libraries"
 optional = false
 python-versions = ">=3"
 files = [
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+    {file = "nvidia_cusparse_cu12-12.3.1.170-py3-none-manylinux2014_aarch64.whl", hash = "sha256:9d32f62896231ebe0480efd8a7f702e143c98cfaa0e8a76df3386c1ba2b54df3"},
+    {file = "nvidia_cusparse_cu12-12.3.1.170-py3-none-manylinux2014_x86_64.whl", hash = "sha256:ea4f11a2904e2a8dc4b1833cc1b5181cde564edd0d5cd33e3c168eff2d1863f1"},
+    {file = "nvidia_cusparse_cu12-12.3.1.170-py3-none-win_amd64.whl", hash = "sha256:9bc90fb087bc7b4c15641521f31c0371e9a612fc2ba12c338d3ae032e6b6797f"},
 ]
 
 [package.dependencies]
@@ -1475,36 +1582,35 @@ nvidia-nvjitlink-cu12 = "*"
 
 [[package]]
 name = "nvidia-nccl-cu12"
-version = "2.20.5"
+version = "2.21.5"
 description = "NVIDIA Collective Communication Library (NCCL) Runtime"
 optional = false
 python-versions = ">=3"
 files = [
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+    {file = "nvidia_nccl_cu12-2.21.5-py3-none-manylinux2014_x86_64.whl", hash = "sha256:8579076d30a8c24988834445f8d633c697d42397e92ffc3f63fa26766d25e0a0"},
 ]
 
 [[package]]
 name = "nvidia-nvjitlink-cu12"
-version = "12.6.77"
+version = "12.4.127"
 description = "Nvidia JIT LTO Library"
 optional = false
 python-versions = ">=3"
 files = [
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 ]
 
 [[package]]
 name = "nvidia-nvtx-cu12"
-version = "12.1.105"
+version = "12.4.127"
 description = "NVIDIA Tools Extension"
 optional = false
 python-versions = ">=3"
 files = [
-    {file = "nvidia_nvtx_cu12-12.1.105-py3-none-manylinux1_x86_64.whl", hash = "sha256:dc21cf308ca5691e7c04d962e213f8a4aa9bbfa23d95412f452254c2caeb09e5"},
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+
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+python-versions = ">=3.7"
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+
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 version = "3.0.5"
@@ -2098,7 +2238,7 @@ torch = ["torch (>=2.1.1,<2.4)"]
 type = "git"
 url = "https://github.com/qiboteam/qibo.git"
 reference = "HEAD"
-resolved_reference = "d29060164515e620b007ff3c3cf854a688ba6fac"
+resolved_reference = "473bcf740eb6c92cb739a7bb9ae205eb2115c046"
 
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 name = "requests"
@@ -2123,13 +2263,13 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
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@@ -2184,13 +2324,13 @@ test = ["array-api-strict", "asv", "gmpy2", "hypothesis (>=6.30)", "mpmath", "po
 
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 [package.dependencies]
@@ -2281,7 +2647,7 @@ aioodbc = ["aioodbc", "greenlet (!=0.4.17)"]
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 asyncio = ["greenlet (!=0.4.17)"]
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 mssql = ["pyodbc"]
 mssql-pymssql = ["pymssql"]
 mssql-pyodbc = ["pyodbc"]
@@ -2302,13 +2668,13 @@ sqlcipher = ["sqlcipher3_binary"]
 
 [[package]]
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+version = "1.13.1"
 description = "Computer algebra system (CAS) in Python"
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 python-versions = ">=3.8"
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 [package.dependencies]
@@ -2333,12 +2699,12 @@ widechars = ["wcwidth"]
 
 [[package]]
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 [package.dependencies]
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 google-pasta = ">=0.1.1"
 grpcio = ">=1.24.3,<2.0"
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-keras = ">=3.2.0"
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-ml-dtypes = ">=0.3.1,<0.5.0"
-numpy = [
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 requests = ">=2.21.0,<3"
 setuptools = "*"
 six = ">=1.12.0"
-tensorboard = ">=2.17,<2.18"
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 termcolor = ">=1.1.0"
 typing-extensions = ">=3.6.6"
 wrapt = ">=1.11.0"
 
 [package.extras]
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 [[package]]
 name = "tensorflow-io-gcs-filesystem"
@@ -2490,31 +2853,28 @@ files = [
 
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-version = "2.4.1"
+version = "2.5.0"
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 python-versions = ">=3.8.0"
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+    {file = "torch-2.5.0-cp311-none-macosx_11_0_arm64.whl", hash = "sha256:ba135923295d564355326dc409b6b7f5bd6edc80f764cdaef1fb0a1b23ff2f9c"},
+    {file = "torch-2.5.0-cp312-cp312-manylinux1_x86_64.whl", hash = "sha256:2dd40c885a05ef7fe29356cca81be1435a893096ceb984441d6e2c27aff8c6f4"},
+    {file = "torch-2.5.0-cp312-cp312-manylinux2014_aarch64.whl", hash = "sha256:bc52d603d87fe1da24439c0d5fdbbb14e0ae4874451d53f0120ffb1f6c192727"},
+    {file = "torch-2.5.0-cp312-cp312-win_amd64.whl", hash = "sha256:ea718746469246cc63b3353afd75698a288344adb55e29b7f814a5d3c0a7c78d"},
+    {file = "torch-2.5.0-cp312-none-macosx_11_0_arm64.whl", hash = "sha256:6de1fd253e27e7f01f05cd7c37929ae521ca23ca4620cfc7c485299941679112"},
+    {file = "torch-2.5.0-cp313-cp313-manylinux1_x86_64.whl", hash = "sha256:83dcf518685db20912b71fc49cbddcc8849438cdb0e9dcc919b02a849e2cd9e8"},
+    {file = "torch-2.5.0-cp39-cp39-manylinux1_x86_64.whl", hash = "sha256:65e0a60894435608334d68c8811e55fd8f73e5bf8ee6f9ccedb0064486a7b418"},
+    {file = "torch-2.5.0-cp39-cp39-manylinux2014_aarch64.whl", hash = "sha256:38c21ff1bd39f076d72ab06e3c88c2ea6874f2e6f235c9450816b6c8e7627094"},
+    {file = "torch-2.5.0-cp39-cp39-win_amd64.whl", hash = "sha256:ce4baeba9804da5a346e210b3b70826f5811330c343e4fe1582200359ee77fe5"},
+    {file = "torch-2.5.0-cp39-none-macosx_11_0_arm64.whl", hash = "sha256:03e53f577a96e4d41aca472da8faa40e55df89d2273664af390ce1f570e885bd"},
 ]
 
 [package.dependencies]
@@ -2522,25 +2882,26 @@ filelock = "*"
 fsspec = "*"
 jinja2 = "*"
 networkx = "*"
-nvidia-cublas-cu12 = {version = "12.1.3.1", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-cuda-cupti-cu12 = {version = "12.1.105", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-cuda-nvrtc-cu12 = {version = "12.1.105", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-cuda-runtime-cu12 = {version = "12.1.105", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cublas-cu12 = {version = "12.4.5.8", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cuda-cupti-cu12 = {version = "12.4.127", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cuda-nvrtc-cu12 = {version = "12.4.127", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cuda-runtime-cu12 = {version = "12.4.127", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
 nvidia-cudnn-cu12 = {version = "9.1.0.70", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-cufft-cu12 = {version = "11.0.2.54", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-curand-cu12 = {version = "10.3.2.106", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-cusolver-cu12 = {version = "11.4.5.107", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-cusparse-cu12 = {version = "12.1.0.106", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-nccl-cu12 = {version = "2.20.5", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-nvidia-nvtx-cu12 = {version = "12.1.105", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-setuptools = "*"
-sympy = "*"
-triton = {version = "3.0.0", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and python_version < \"3.13\""}
+nvidia-cufft-cu12 = {version = "11.2.1.3", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-curand-cu12 = {version = "10.3.5.147", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cusolver-cu12 = {version = "11.6.1.9", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-cusparse-cu12 = {version = "12.3.1.170", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-nccl-cu12 = {version = "2.21.5", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-nvjitlink-cu12 = {version = "12.4.127", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+nvidia-nvtx-cu12 = {version = "12.4.127", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+setuptools = {version = "*", markers = "python_version >= \"3.12\""}
+sympy = {version = "1.13.1", markers = "python_version >= \"3.9\""}
+triton = {version = "3.1.0", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and python_version < \"3.13\""}
 typing-extensions = ">=4.8.0"
 
 [package.extras]
 opt-einsum = ["opt-einsum (>=3.3)"]
-optree = ["optree (>=0.11.0)"]
+optree = ["optree (>=0.12.0)"]
 
 [[package]]
 name = "tqdm"
@@ -2579,16 +2940,16 @@ test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,
 
 [[package]]
 name = "triton"
-version = "3.0.0"
+version = "3.1.0"
 description = "A language and compiler for custom Deep Learning operations"
 optional = false
 python-versions = "*"
 files = [
-    {file = "triton-3.0.0-1-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:e1efef76935b2febc365bfadf74bcb65a6f959a9872e5bddf44cc9e0adce1e1a"},
-    {file = "triton-3.0.0-1-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:5ce8520437c602fb633f1324cc3871c47bee3b67acf9756c1a66309b60e3216c"},
-    {file = "triton-3.0.0-1-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:34e509deb77f1c067d8640725ef00c5cbfcb2052a1a3cb6a6d343841f92624eb"},
-    {file = "triton-3.0.0-1-cp38-cp38-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:bcbf3b1c48af6a28011a5c40a5b3b9b5330530c3827716b5fbf6d7adcc1e53e9"},
-    {file = "triton-3.0.0-1-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:6e5727202f7078c56f91ff13ad0c1abab14a0e7f2c87e91b12b6f64f3e8ae609"},
+    {file = "triton-3.1.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6b0dd10a925263abbe9fa37dcde67a5e9b2383fc269fdf59f5657cac38c5d1d8"},
+    {file = "triton-3.1.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0f34f6e7885d1bf0eaaf7ba875a5f0ce6f3c13ba98f9503651c1e6dc6757ed5c"},
+    {file = "triton-3.1.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c8182f42fd8080a7d39d666814fa36c5e30cc00ea7eeeb1a2983dbb4c99a0fdc"},
+    {file = "triton-3.1.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6dadaca7fc24de34e180271b5cf864c16755702e9f63a16f62df714a8099126a"},
+    {file = "triton-3.1.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:aafa9a20cd0d9fee523cd4504aa7131807a864cd77dcf6efe7e981f18b8c6c11"},
 ]
 
 [package.dependencies]
@@ -2640,13 +3001,13 @@ files = [
 
 [[package]]
 name = "werkzeug"
-version = "3.0.4"
+version = "3.0.6"
 description = "The comprehensive WSGI web application library."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "werkzeug-3.0.4-py3-none-any.whl", hash = "sha256:02c9eb92b7d6c06f31a782811505d2157837cea66aaede3e217c7c27c039476c"},
-    {file = "werkzeug-3.0.4.tar.gz", hash = "sha256:34f2371506b250df4d4f84bfe7b0921e4762525762bbd936614909fe25cd7306"},
+    {file = "werkzeug-3.0.6-py3-none-any.whl", hash = "sha256:1bc0c2310d2fbb07b1dd1105eba2f7af72f322e1e455f2f93c993bee8c8a5f17"},
+    {file = "werkzeug-3.0.6.tar.gz", hash = "sha256:a8dd59d4de28ca70471a34cba79bed5f7ef2e036a76b3ab0835474246eb41f8d"},
 ]
 
 [package.dependencies]
@@ -2787,4 +3148,4 @@ type = ["pytest-mypy"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<3.13"
-content-hash = "e91f86600f8af7314d96525052479db607b5a1bc83903ee1404397fad35603c6"
+content-hash = "b870f1d8a8e370a7a2aa5460bb26954be0b1d86f227d8d59fbb223c8353bafcf"
diff --git a/pyproject.toml b/pyproject.toml
index 9b99ab1..2f3dbee 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -8,6 +8,9 @@ version = "0.0.1"
 description = "Quantum Machine Learning using Qibo"
 authors = ["Qiboteam"]
 readme = "README.md"
+homepage = "https://qibo.science/"
+repository = "https://github.com/qiboteam/qiboml/"
+documentation = "https://qibo.science/docs/qiboml/stable"
 packages = [{ include = "qiboml", from = "src" }]
 
 [tool.poetry.dependencies]
@@ -21,6 +24,16 @@ jaxlib = "^0.4.25"
 # TODO: this is temporary and has to be updated with Qibo
 qibo = { git  = "https://github.com/qiboteam/qibo.git" }
 
+[tool.poetry.group.docs]
+optional = true
+
+[tool.poetry.group.docs.dependencies]
+Sphinx = "^5.3.0"
+furo = "^2023.3.27"
+sphinxcontrib-bibtex = "^2.5.0"
+sphinx-copybutton = "^0.5.2"
+sphinxcontrib-katex = "^0.9.9"
+
 [tool.poetry.group.dev]
 optional = true
 
@@ -40,6 +53,9 @@ bench = "pytest benchmarks/"
 test = "pytest"
 lint = "pylint src/**/*.py -E"
 lint-warnings = "pylint src/**/*.py --exit-zero"
+docs = "make -C doc html"
+docs-clean = "make -C doc clean"
+test-docs = "make -C doc doctest"
 
 [tool.pytest.ini_options]
 testpaths = ['tests/', 'benchmarks/']

From 71e289a73ec768b9549233aea2f329a000eb33ca Mon Sep 17 00:00:00 2001
From: MatteoRobbiati <robbiati.matteo@gmail.com>
Date: Mon, 28 Oct 2024 11:35:34 +0100
Subject: [PATCH 2/2] doc: adding docs draft

---
 doc/Makefile                                  |  23 +++
 doc/source/_static/css/style.css              |   7 +
 doc/source/_static/qibo_logo_dark.svg         | 121 ++++++++++++++
 doc/source/_static/qibo_logo_light.svg        |  80 ++++++++++
 doc/source/api-reference/qiboml.backends.rst  |  34 ++++
 doc/source/api-reference/qiboml.rst           |  15 ++
 doc/source/conf.py                            | 150 ++++++++++++++++++
 doc/source/favicon.ico                        | Bin 0 -> 15406 bytes
 .../getting-started/construct_backends.rst    |  41 +++++
 doc/source/getting-started/index.rst          |  11 ++
 doc/source/getting-started/installation.rst   |  10 ++
 doc/source/index.rst                          |  64 ++++++++
 doc/source/refs.bib                           |  12 ++
 13 files changed, 568 insertions(+)
 create mode 100644 doc/Makefile
 create mode 100644 doc/source/_static/css/style.css
 create mode 100644 doc/source/_static/qibo_logo_dark.svg
 create mode 100644 doc/source/_static/qibo_logo_light.svg
 create mode 100644 doc/source/api-reference/qiboml.backends.rst
 create mode 100644 doc/source/api-reference/qiboml.rst
 create mode 100644 doc/source/conf.py
 create mode 100644 doc/source/favicon.ico
 create mode 100644 doc/source/getting-started/construct_backends.rst
 create mode 100644 doc/source/getting-started/index.rst
 create mode 100644 doc/source/getting-started/installation.rst
 create mode 100644 doc/source/index.rst
 create mode 100644 doc/source/refs.bib

diff --git a/doc/Makefile b/doc/Makefile
new file mode 100644
index 0000000..a0f4066
--- /dev/null
+++ b/doc/Makefile
@@ -0,0 +1,23 @@
+# Minimal makefile for Sphinx documentation
+#
+
+# You can set these variables from the command line, and also
+# from the environment for the first two.
+SPHINXOPTS    ?=
+SPHINXBUILD   ?= sphinx-build
+SOURCEDIR     = source
+BUILDDIR      = build
+
+# Put it first so that "make" without argument is like "make help".
+help:
+	@$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)
+
+.PHONY: help Makefile
+
+# Catch-all target: route all unknown targets to Sphinx using the new
+# "make mode" option.  $(O) is meant as a shortcut for $(SPHINXOPTS).
+%: Makefile
+	@$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)
+
+view: html
+	$(BROWSER) build/html/index.html
diff --git a/doc/source/_static/css/style.css b/doc/source/_static/css/style.css
new file mode 100644
index 0000000..46c934c
--- /dev/null
+++ b/doc/source/_static/css/style.css
@@ -0,0 +1,7 @@
+.wy-side-nav-search {
+    background-color: #6400FF;
+}
+
+.wy-nav-top {
+    background-color: #6400FF;
+}
diff --git a/doc/source/_static/qibo_logo_dark.svg b/doc/source/_static/qibo_logo_dark.svg
new file mode 100644
index 0000000..3b7dc40
--- /dev/null
+++ b/doc/source/_static/qibo_logo_dark.svg
@@ -0,0 +1,121 @@
+<?xml version="1.0" encoding="UTF-8" standalone="no"?>
+<svg
+   xmlns:osb="http://www.openswatchbook.org/uri/2009/osb"
+   xmlns:dc="http://purl.org/dc/elements/1.1/"
+   xmlns:cc="http://creativecommons.org/ns#"
+   xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#"
+   xmlns:svg="http://www.w3.org/2000/svg"
+   xmlns="http://www.w3.org/2000/svg"
+   xmlns:sodipodi="http://sodipodi.sourceforge.net/DTD/sodipodi-0.dtd"
+   xmlns:inkscape="http://www.inkscape.org/namespaces/inkscape"
+   id="svg8"
+   version="1.1"
+   viewBox="0 0 90 35"
+   height="35mm"
+   width="90mm"
+   sodipodi:docname="qibo_logo.svg"
+   inkscape:export-filename="/home/carrazza/repo/qiboteam/qibo/doc/source/logo.png"
+   inkscape:export-xdpi="261.92001"
+   inkscape:export-ydpi="261.92001"
+   inkscape:version="0.92.3 (2405546, 2018-03-11)">
+  <sodipodi:namedview
+     pagecolor="#ffffff"
+     bordercolor="#666666"
+     borderopacity="1"
+     objecttolerance="10"
+     gridtolerance="10"
+     guidetolerance="10"
+     inkscape:pageopacity="0"
+     inkscape:pageshadow="2"
+     inkscape:window-width="1869"
+     inkscape:window-height="1025"
+     id="namedview13"
+     showgrid="false"
+     inkscape:zoom="2.8284271"
+     inkscape:cx="153.85323"
+     inkscape:cy="71.280204"
+     inkscape:window-x="51"
+     inkscape:window-y="27"
+     inkscape:window-maximized="1"
+     inkscape:current-layer="flowRoot815" />
+  <defs
+     id="defs2">
+    <linearGradient
+       osb:paint="solid"
+       id="linearGradient2367">
+      <stop
+         id="stop2365"
+         offset="0"
+         style="stop-color:#000000;stop-opacity:1;" />
+    </linearGradient>
+  </defs>
+  <metadata
+     id="metadata5">
+    <rdf:RDF>
+      <cc:Work
+         rdf:about="">
+        <dc:format>image/svg+xml</dc:format>
+        <dc:type
+           rdf:resource="http://purl.org/dc/dcmitype/StillImage" />
+        <dc:title></dc:title>
+      </cc:Work>
+    </rdf:RDF>
+  </metadata>
+  <g
+     transform="translate(0,-262)"
+     id="layer1">
+    <g
+       id="flowRoot815"
+       style="font-style:normal;font-weight:normal;font-size:40px;line-height:1.25;font-family:sans-serif;letter-spacing:0px;word-spacing:0px;fill:#000000;fill-opacity:1;stroke:none"
+       transform="matrix(0.90659938,0,0,0.90659938,-216.91173,-176.98871)"
+       aria-label="QIBO">
+      <g
+         id="g1073"
+         inkscape:export-xdpi="261.92001"
+         inkscape:export-ydpi="261.92001"
+         transform="matrix(1.5046043,0,0,1.5046043,-145.46705,-253.28199)">
+        <g
+           id="flowRoot2371"
+           style="font-style:normal;font-weight:normal;font-size:40px;line-height:1.25;font-family:sans-serif;letter-spacing:0px;word-spacing:0px;fill:#000000;fill-opacity:1;stroke:none"
+           transform="matrix(0.82282627,0,0,0.82282627,139.12023,451.94249)"
+           aria-label="QIBO">
+          <path
+             sodipodi:nodetypes="ccsssscscccscsccscsssc"
+             inkscape:connector-curvature="0"
+             id="path1057"
+             style="font-style:normal;font-variant:normal;font-weight:bold;font-stretch:normal;font-size:40px;font-family:'URW Gothic L';-inkscape-font-specification:'URW Gothic L, Normal';font-variant-ligatures:normal;font-variant-caps:normal;font-variant-numeric:normal;font-feature-settings:normal;text-align:start;writing-mode:lr-tb;text-anchor:start;fill:#000000"
+             d="m 221.43789,77.595414 c -1.82831,-0.788504 -32.12188,0.399305 -51.6517,-6.124563 2.4,-2.48 3.56,-5.56 3.56,-9.48 0,-8.84 -6.71135,-15.283251 -15.67135,-15.283251 -8.88,0 -15.76,6.68 -15.76,15.28 0,8.52 7.08,15.32 16,15.32 3,0 6.15135,-1.036749 8.23135,-2.476749 2.52,1.72 4.44,2.4 7,2.4 0.16,0 0.4,0 0.72,-0.04 z M 161.47484,71.2676 c -1.24,0.56 -2.08,0.76 -3.56,0.76 -3.72,0 -6.52,-1.36 -8.76,-4.32 1.28,-0.24 1.88,-0.32 2.84,-0.32 3.24,0 6.08,1.16 9.48,3.88 z m 3.92,-2.64 c -3.6,-3.56 -8.64,-5.72 -13.36,-5.72 -1.76,0 -3.2,0.16 -4.56,0.52 -0.08,-0.72 -0.08,-1.04 -0.08,-1.4 0,-5.72 4.4,-10.04 10.2,-10.04 5.84,0 10.2,4.36 10.2,10.24 0,2.68 -0.8,4.76 -2.4,6.4 z" />
+          <path
+             id="path1059"
+             style="font-weight:bold;font-size:28.37454605px;fill:#000000"
+             d="m 176.23806,76.7876 h 3.88732 V 55.81881 h -3.88732 z"
+             inkscape:connector-curvature="0" />
+          <path
+             id="path1061"
+             style="font-weight:bold;font-size:28.37454605px;fill:#000000"
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diff --git a/doc/source/_static/qibo_logo_light.svg b/doc/source/_static/qibo_logo_light.svg
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diff --git a/doc/source/api-reference/qiboml.backends.rst b/doc/source/api-reference/qiboml.backends.rst
new file mode 100644
index 0000000..67adf3e
--- /dev/null
+++ b/doc/source/api-reference/qiboml.backends.rst
@@ -0,0 +1,34 @@
+qiboml.backends package
+=======================
+
+.. automodule:: qiboml.backends
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Submodules
+----------
+
+qiboml.backends.jax module
+--------------------------
+
+.. automodule:: qiboml.backends.jax
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+qiboml.backends.pytorch module
+------------------------------
+
+.. automodule:: qiboml.backends.pytorch
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+qiboml.backends.tensorflow module
+---------------------------------
+
+.. automodule:: qiboml.backends.tensorflow
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/doc/source/api-reference/qiboml.rst b/doc/source/api-reference/qiboml.rst
new file mode 100644
index 0000000..32766fd
--- /dev/null
+++ b/doc/source/api-reference/qiboml.rst
@@ -0,0 +1,15 @@
+qiboml package
+==============
+
+.. automodule:: qiboml
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Subpackages
+-----------
+
+.. toctree::
+   :maxdepth: 4
+
+   qiboml.backends
diff --git a/doc/source/conf.py b/doc/source/conf.py
new file mode 100644
index 0000000..dde5944
--- /dev/null
+++ b/doc/source/conf.py
@@ -0,0 +1,150 @@
+# Configuration file for the Sphinx documentation builder.
+#
+# This file only contains a selection of the most common options. For a full
+# list see the documentation:
+# https://www.sphinx-doc.org/en/master/usage/configuration.html
+
+# -- Path setup --------------------------------------------------------------
+
+# If extensions (or modules to document with autodoc) are in another directory,
+# add these directories to sys.path here. If the directory is relative to the
+# documentation root, use os.path.abspath to make it absolute, like shown here.
+#
+import os
+from pathlib import Path
+
+from recommonmark.transform import AutoStructify
+from sphinx.ext import apidoc
+
+import qiboml
+
+# -- Project information -----------------------------------------------------
+
+project = "qiboml"
+copyright = "2024, The Qibo team"
+author = "The Qibo team"
+
+release = qiboml.__version__
+
+
+# -- General configuration ---------------------------------------------------
+
+# https://stackoverflow.com/questions/56336234/build-fail-sphinx-error-contents-rst-not-found
+# master_doc = "index"
+
+autodoc_mock_imports = ["qm"]
+autodoc_default_options = {
+    "members": True,
+    "undoc-members": True,
+    "private-members": True,
+    "inherited-members": True,
+    "exclude-members": "load, execution_parameters, classify",
+}
+
+# Add any Sphinx extension module names here, as strings. They can be
+# extensions coming with Sphinx (named 'sphinx.ext.*') or your custom
+# ones.
+extensions = [
+    "sphinx.ext.autodoc",
+    "sphinx.ext.doctest",
+    "sphinx.ext.coverage",
+    "sphinx.ext.napoleon",
+    "sphinx.ext.intersphinx",
+    "recommonmark",
+    "sphinx.ext.viewcode",
+    "sphinx.ext.todo",
+    "sphinx_copybutton",
+    "sphinxcontrib.bibtex",
+]
+
+bibtex_bibfiles = ["refs.bib"]
+
+# Add any paths that contain templates here, relative to this directory.
+templates_path = ["_templates"]
+
+# List of patterns, relative to source directory, that match files and
+# directories to ignore when looking for source files.
+# This pattern also affects html_static_path and html_extra_path.
+exclude_patterns = []
+
+
+# -- Options for HTML output -------------------------------------------------
+
+# The theme to use for HTML and HTML Help pages.  See the documentation for
+# a list of builtin themes.
+
+html_theme = "furo"
+html_favicon = "favicon.ico"
+
+# custom title
+html_title = "Qiboml · v" + release
+
+html_theme_options = {
+    "top_of_page_button": "edit",
+    "source_repository": "https://github.com/qiboteam/qiboml/",
+    "source_branch": "main",
+    "source_directory": "doc/source/",
+    "light_logo": "qibo_logo_dark.svg",
+    "dark_logo": "qibo_logo_light.svg",
+    "light_css_variables": {
+        "color-brand-primary": "#6400FF",
+        "color-brand-secondary": "#6400FF",
+        "color-brand-content": "#6400FF",
+    },
+    "footer_icons": [
+        {
+            "name": "GitHub",
+            "url": "https://github.com/qiboteam/qiboml",
+            "html": """
+                    <svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 16 16">
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+                    </svg>
+                """,
+            "class": "",
+        },
+    ],
+}
+
+# Add any paths that contain custom static files (such as style sheets) here,
+# relative to this directory. They are copied after the builtin static files,
+# so a file named "default.css" will overwrite the builtin "default.css".
+html_static_path = ["_static"]
+
+
+# -- Intersphinx  -------------------------------------------------------------
+
+intersphinx_mapping = {"python": ("https://docs.python.org/3", None)}
+
+
+# -- Doctest ------------------------------------------------------------------
+#
+
+doctest_path = [os.path.abspath("../examples")]
+
+# -- Autodoc ------------------------------------------------------------------
+#
+autodoc_member_order = "bysource"
+
+
+# Adapted this from
+# https://github.com/readthedocs/recommonmark/blob/ddd56e7717e9745f11300059e4268e204138a6b1/docs/conf.py
+# app setup hook
+
+
+def run_apidoc(_):
+    """Extract autodoc directives from package structure."""
+    source = Path(__file__).parent
+    docs_dest = source / "api-reference"
+    package = source.parents[1] / "src" / "qiboml"
+    apidoc.main(["--no-toc", "--module-first", "-o", str(docs_dest), str(package)])
+
+
+def setup(app):
+    app.add_config_value("recommonmark_config", {"enable_eval_rst": True}, True)
+    app.add_transform(AutoStructify)
+    app.add_css_file("css/style.css")
+
+    app.connect("builder-inited", run_apidoc)
+
+
+html_show_sourcelink = False
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diff --git a/doc/source/getting-started/construct_backends.rst b/doc/source/getting-started/construct_backends.rst
new file mode 100644
index 0000000..ee5c1d9
--- /dev/null
+++ b/doc/source/getting-started/construct_backends.rst
@@ -0,0 +1,41 @@
+Setup a quantum machine learning backend
+========================================
+
+Among other features, Qiboml is a backend provider for Qibo. In particular, it can
+be used to construct differentiable backends to execute quantum machine learning
+algorithms. Currently, we support Tensorflow automatic differentiation, while
+Pytorch and Jax backends will be implemented in the next future.
+
+To run a quantum algorithm in Qibo activating the tracing of gradients it is important
+to set one of the backends provided by Qiboml.
+
+.. code-block::
+
+    import qibo
+    from qibo import Circuit, gates, hamiltonians
+
+    # set the backend using qiboml as provider
+    qibo.set_backend(backend="qiboml", platform="tensorflow")
+    tf = qibo.get_backend().tf
+
+    # define some variables
+    thetas = tf.Variable([0.4, 0.7])
+
+    # construct a quantum circuit with Qibo
+    c = Circuit(1)
+    c.add(gates.H(q=0))
+    c.add(gates.RZ(q=0, theta=0.))
+    c.add(gates.RY(q=0, theta=0.))
+
+    # construct an hamiltonian with Qibo
+    h = hamiltonians.Z(nqubits=1)
+
+    # automatic differentiation with tensorflow
+    with tf.GradientTape() as tape:
+        # set the variables w.r.t. we want the gradient into the circuit
+        c.set_parameters(thetas)
+        # compute an expectation value
+        expval =  h.expectation(c().state())
+
+    # collect gradient
+    grad = tape.gradient(expval, thetas)
diff --git a/doc/source/getting-started/index.rst b/doc/source/getting-started/index.rst
new file mode 100644
index 0000000..aae5b7a
--- /dev/null
+++ b/doc/source/getting-started/index.rst
@@ -0,0 +1,11 @@
+Getting started
+===============
+
+In this section we present the basic aspects of the Qiboml design and provide installation instructions.
+Please visit the following sections to understand how ``qiboml`` works.
+
+.. toctree::
+    :maxdepth: 1
+
+    installation
+    construct_backends
diff --git a/doc/source/getting-started/installation.rst b/doc/source/getting-started/installation.rst
new file mode 100644
index 0000000..377e2c0
--- /dev/null
+++ b/doc/source/getting-started/installation.rst
@@ -0,0 +1,10 @@
+Installation instructions
+=========================
+
+Qiboml can be installed directly from the source repository on Github:
+
+.. code-block::
+
+    git clone https://github.com/qiboteam/qiboml.git
+    cd qiboml
+    poetry install
diff --git a/doc/source/index.rst b/doc/source/index.rst
new file mode 100644
index 0000000..c8f1e52
--- /dev/null
+++ b/doc/source/index.rst
@@ -0,0 +1,64 @@
+.. title::
+      Qiboml
+
+
+What is Qiboml?
+===============
+
+
+Qiboml is an open-source and full-stack quantum machine learning package based on Qibo.
+Among the goals of Qiboml we have:
+
+* provide automatic differentiable backends for any Qibo application;
+* render Qibo circuits as differentiable layers of well-known machine learning frameworks such as Tensorflow and Pytorch;
+* extend quantum machine learning algorithm execution to self-hosted devices through Qibolab;
+* integrate hardware-level routines into higher-level quantum machine learning algorithms through Qibocal.
+
+
+How to Use the Documentation
+============================
+
+Welcome to the comprehensive documentation for Qiboml!
+This guide will help you navigate through the various sections and make the most of the resources available.
+
+
+1. **Getting started**: Begin by referring to the
+   :doc:`/getting-started/installation/` guide to set up the ``Qiboml`` library in your environment.
+2. Learn how to setup a differentiable Qibo backend for quantum machine learning applications with
+   :doc:`/getting-started/construct_backends/` guide.
+
+Contents
+--------
+
+.. toctree::
+   :maxdepth: 2
+   :caption: Introduction
+
+   getting-started/index
+
+.. toctree::
+    :maxdepth: 1
+    :caption: Main documentation
+
+    api-reference/qiboml
+    Developer guides <https://qibo.science/qibo/stable/developer-guides/index.html>
+
+.. toctree::
+    :maxdepth: 1
+    :caption: Documentation links
+
+    Qibo docs <https://qibo.science/qibo/stable/>
+    Qibolab docs <https://qibo.science/qibolab/stable/>
+    Qibocal docs <https://qibo.science/qibocal/stable/>
+    Qibosoq docs <https://qibo.science/qibosoq/stable/>
+    Qibochem docs <https://qibo.science/qibochem/stable/>
+    Qiboml docs <https://qibo.science/qiboml/stable/>
+    Qibotn docs <https://qibo.science/qibotn/stable/>
+    Qibo-cloud-backends docs <https://qibo.science/qibo-cloud-backends/stable/>
+
+Indices and tables
+==================
+
+* :ref:`genindex`
+* :ref:`modindex`
+* :ref:`search`
diff --git a/doc/source/refs.bib b/doc/source/refs.bib
new file mode 100644
index 0000000..403900a
--- /dev/null
+++ b/doc/source/refs.bib
@@ -0,0 +1,12 @@
+@article{Efthymiou_2021,
+   title={Qibo: a framework for quantum simulation with hardware acceleration},
+   volume={7},
+   ISSN={2058-9565},
+   url={http://dx.doi.org/10.1088/2058-9565/ac39f5},
+   DOI={10.1088/2058-9565/ac39f5},
+   number={1},
+   journal={Quantum Science and Technology},
+   publisher={IOP Publishing},
+   author={Efthymiou, Stavros and Ramos-Calderer, Sergi and Bravo-Prieto, Carlos and Pérez-Salinas, Adrián and García-Martín, Diego and Garcia-Saez, Artur and Latorre, José Ignacio and Carrazza, Stefano},
+   year={2021},
+   month=dec, pages={015018} }