diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 06fa61e91..a51872df5 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -11,11 +11,11 @@ repos:
       - id: check-merge-conflict
       - id: debug-statements
   - repo: https://github.com/psf/black
-    rev: 23.11.0
+    rev: 23.12.1
     hooks:
       - id: black
   - repo: https://github.com/pycqa/isort
-    rev: 5.12.0
+    rev: 5.13.2
     hooks:
       - id: isort
         args: ["--profile", "black"]
diff --git a/doc/source/protocols/index.rst b/doc/source/protocols/index.rst
index f751e10f0..ecacc6dd4 100644
--- a/doc/source/protocols/index.rst
+++ b/doc/source/protocols/index.rst
@@ -7,3 +7,4 @@ In this section we introduce the basics of all protocols supported by ``qibocal`
     :maxdepth: 1
 
     resonator_spectroscopy
+    resonator_punchout
diff --git a/doc/source/protocols/resonator_punchout.rst b/doc/source/protocols/resonator_punchout.rst
new file mode 100644
index 000000000..40e63fef7
--- /dev/null
+++ b/doc/source/protocols/resonator_punchout.rst
@@ -0,0 +1,134 @@
+Resonator punchout
+==================
+
+
+With the resonator spectroscopy at high power we found the bare resonator frequency
+(also called high power frequency), but this is not the frequency that will be used to perform measurements.
+We need to find the frequency, where the resonator is actually coupled
+to the qubit. To do that, we first have to find the correct amplitude of the readout pulse.
+This experiment can be initially performed with a VNA, to check that everything is
+working and to obtain a rough estimation of the parameters to be used by the control devices.
+We do again a resonator spectroscopy experiment, measuring at different frequencies,
+but this time scanning in a narrow frequency span and also for different pulse amplitudes.
+We expect the resonator frequency to have a strong dependency on the amplitude: in
+particular we expect it to be fixed at first (in the high power regime) then undergo a
+transition phase and then be fixed again at a different frequency because of the coupling
+with the qubit.
+
+This is and example of a runcard for a resonator punchout:
+
+.. code-block:: yaml
+
+    platform: <platform_name>
+
+    qubits: [0]
+
+    actions:
+
+      - id: resonator punchout
+        priority: 0
+        operation: resonator_punchout
+        parameters:
+          freq_width: 40_000_000
+          freq_step: 500_000
+          amplitude: 0.03
+          min_amp_factor: 0.1
+          max_amp_factor: 2.4
+          step_amp_factor: 0.3
+          nshots: 2048
+          relaxation_time: 5000
+
+Eventually, we want to have a plot like the one below:
+
+.. image:: resonator_punchout.png
+
+This experiment is the first one where we are actually "seeing" the qubit and it's
+extremely important also to check that the qubit is working properly.
+During characterization, various experimental problems can happen and can lead experimentalists
+to believe that the qubit is no longer working: this experiment gives us an easy way to check it.
+
+Compared to a low power resonator spectroscopy, with punchout we can see the shift in the resonator frequency
+and thus ensure that we are in the low power regime.
+
+Moreover, from this experiment we can actually already have an estimate of the qubit
+frequency using :cite:p:`Greene_2014, Gu_2017`:
+
+.. math::
+
+   \omega_{rh} - \omega_{rl} = \chi = \frac{g^2}{\Delta}
+
+Where :math:`\Delta = \omega_{rl} - \omega_q`.
+
+:math:`\omega_{rh}` is the resonator frequency in the high power regime, and :math:`\omega_{rl}` is the resonator frequency at low power.
+So, if we know, maybe from design specifications, the expected value of :math:`g`, we can
+have an estimate of the qubit frequency. If, as in most cases, we don't have information
+on :math:`g`, then we still can infer if the qubit frequency is higher or lower than the resonator
+frequency.
+
+To obtain a clear plot, this experiment usually requires multiple tries, to choose
+"good parameters". In particular:
+
+* the amplitude range and step must be chosen carefully because punchout can lead to extremely long experiments (that we would like to avoid), but large steps will inevitably confuse the plot;
+* the frequency usually shifts very little, but depending on :math:`g` and :math:`\Delta`, so it is difficult to set the frequency span and step;
+* if the scan in amplitude is linear, it will be difficult to have a clear view of all the three regimes at the same time. If it is possible, it may be worth to do a logarithmic scan.
+
+Note also that, in literature, this plot is often presented as a scan in the attenuation
+of the readout line. The effect is the same as of changing the amplitude (although it is
+by default a logarithmic scan), but the plot is reversed: at the top (high attenuation)
+we will see the low power regime and at the bottom (low attenuation) the high power
+one.
+
+Note that in the plots measured amplitudes are normalized for every readout amplitude and we
+actually have very high amplitudes in high power, and much lower amplitude elsewhere.
+From these plots we can extract few things:
+
+* the pulse amplitude that we will use for the next experiments for the readout pulse;
+* the peak frequency (ground state frequency).
+
+We should try to use the amplitude that maximizes the signal to noise (S/N) ratio for the resonator, so in general the highest
+amplitude at low power. However, we still need to be sure to not enter the transition
+regime, something that could lead to very noisy experiments and eventually prevent us
+to reach any sensible result. To be sure that, at the given pulse amplitude, we are not
+in the transition regime, we can repeat the standard resonator spectroscopy with a finer
+scan, checking if the peak is Lorentzian.
+A resonator spectroscopy is also useful to better check the resonator frequency at low
+power. We can also write down the maximum value of the peak.
+Since we are not interacting directly with the qubit, we are effectively measuring the
+amplitude of the ground state and, from now on we will not change the resonator frequency,
+so we expect to always measure this amplitude for the zero state. Here it is
+not needed to do a precise measurement, but it is nevertheless very useful to have an
+approximate value, that can later be used to check, in other experiments, that we are
+not exciting the qubit by error (if we see a change in amplitude, then maybe the qubit
+state has changed).
+
+It is also possible to run the punchout experiment with attenuation:
+
+.. image:: resonator_punchout_attenuation.png
+
+This is and example of a runcard for a resonator punchout with attenuation:
+
+.. code-block:: yaml
+
+    platform: <platform_name>
+
+    qubits: [0]
+
+    actions:
+
+      - id: resonator_punchout_attenuation
+        priority: 0
+        operation: resonator_punchout_attenuation
+        parameters:
+          freq_width: 10_000_000
+          freq_step: 500_000
+          max_att: 60
+          min_att: 4
+          nshots: 1000
+          step_att: 4
+          nshots: 2048
+
+.. rubric:: References
+
+.. bibliography::
+   :cited:
+   :style: plain
diff --git a/doc/source/protocols/resonator_punchout_attenuation.png b/doc/source/protocols/resonator_punchout_attenuation.png
new file mode 100644
index 000000000..6a0579599
Binary files /dev/null and b/doc/source/protocols/resonator_punchout_attenuation.png differ
diff --git a/doc/source/refs.bib b/doc/source/refs.bib
index 07c36fc76..6f3fa52b3 100644
--- a/doc/source/refs.bib
+++ b/doc/source/refs.bib
@@ -23,6 +23,26 @@ @article{wallraff2004strong
 	publisher = {Nature Publishing Group UK London}
 }
 
+
+@phdthesis{Greene_2014,
+    author = {Amy Greene} ,
+    title = {Calibration and Utilization of High-Fidelity Two-Qubit Operations},
+    school = {Massachusetts Institute of Technology},
+    year = {2008}
+}
+
+@article{Gu_2017,
+  doi = {10.1016/j.physrep.2017.10.002},
+  year = {2017},
+  month = nov,
+  publisher = {Elsevier {BV}},
+  volume = {718-719},
+  pages = {1--102},
+  author = {Xiu Gu and Anton Frisk Kockum and Adam Miranowicz and Yu-xi Liu and Franco Nori},
+  title = {Microwave photonics with superconducting quantum circuits},
+  journal = {Physics Reports}
+}
+
 @misc{gao2021practical,
       title={A practical guide for building superconducting quantum devices},
       author={Yvonne Y. Gao and M. Adriaan Rol and Steven Touzard and Chen Wang},
diff --git a/poetry.lock b/poetry.lock
index 0bf18a306..e9516781d 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -2,39 +2,39 @@
 
 [[package]]
 name = "absl-py"
-version = "2.0.0"
+version = "2.1.0"
 description = "Abseil Python Common Libraries, see https://github.com/abseil/abseil-py."
 optional = true
 python-versions = ">=3.7"
 files = [
-    {file = "absl-py-2.0.0.tar.gz", hash = "sha256:d9690211c5fcfefcdd1a45470ac2b5c5acd45241c3af71eed96bc5441746c0d5"},
-    {file = "absl_py-2.0.0-py3-none-any.whl", hash = "sha256:9a28abb62774ae4e8edbe2dd4c49ffcd45a6a848952a5eccc6a49f3f0fc1e2f3"},
+    {file = "absl-py-2.1.0.tar.gz", hash = "sha256:7820790efbb316739cde8b4e19357243fc3608a152024288513dd968d7d959ff"},
+    {file = "absl_py-2.1.0-py3-none-any.whl", hash = "sha256:526a04eadab8b4ee719ce68f204172ead1027549089702d99b9059f129ff1308"},
 ]
 
 [[package]]
 name = "alabaster"
-version = "0.7.13"
-description = "A configurable sidebar-enabled Sphinx theme"
+version = "0.7.16"
+description = "A light, configurable Sphinx theme"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.9"
 files = [
-    {file = "alabaster-0.7.13-py3-none-any.whl", hash = "sha256:1ee19aca801bbabb5ba3f5f258e4422dfa86f82f3e9cefb0859b283cdd7f62a3"},
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+    {file = "alabaster-0.7.16-py3-none-any.whl", hash = "sha256:b46733c07dce03ae4e150330b975c75737fa60f0a7c591b6c8bf4928a28e2c92"},
+    {file = "alabaster-0.7.16.tar.gz", hash = "sha256:75a8b99c28a5dad50dd7f8ccdd447a121ddb3892da9e53d1ca5cca3106d58d65"},
 ]
 
 [[package]]
 name = "ansi2html"
-version = "1.8.0"
-description = ""
+version = "1.9.1"
+description = "Convert text with ANSI color codes to HTML or to LaTeX"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 files = [
-    {file = "ansi2html-1.8.0-py3-none-any.whl", hash = "sha256:ef9cc9682539dbe524fbf8edad9c9462a308e04bce1170c32daa8fdfd0001785"},
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+    {file = "ansi2html-1.9.1-py3-none-any.whl", hash = "sha256:29ccdb1e83520d648ebdc9c9544059ea4d424ecc33d3ef723657f7f5a9ae5225"},
+    {file = "ansi2html-1.9.1.tar.gz", hash = "sha256:5c6837a13ecc1903aab7a545353312049dfedfe5105362ad3a8d9d207871ec71"},
 ]
 
 [package.extras]
-docs = ["Sphinx", "setuptools-scm", "sphinx-rtd-theme"]
+docs = ["mkdocs", "mkdocs-material", "mkdocs-material-extensions", "mkdocstrings", "mkdocstrings-python", "pymdown-extensions"]
 test = ["pytest", "pytest-cov"]
 
 [[package]]
@@ -91,31 +91,32 @@ wheel = ">=0.23.0,<1.0"
 
 [[package]]
 name = "attrs"
-version = "23.1.0"
+version = "23.2.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "attrs-23.1.0-py3-none-any.whl", hash = "sha256:1f28b4522cdc2fb4256ac1a020c78acf9cba2c6b461ccd2c126f3aa8e8335d04"},
-    {file = "attrs-23.1.0.tar.gz", hash = "sha256:6279836d581513a26f1bf235f9acd333bc9115683f14f7e8fae46c98fc50e015"},
+    {file = "attrs-23.2.0-py3-none-any.whl", hash = "sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1"},
+    {file = "attrs-23.2.0.tar.gz", hash = "sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30"},
 ]
 
 [package.extras]
 cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
-dev = ["attrs[docs,tests]", "pre-commit"]
+dev = ["attrs[tests]", "pre-commit"]
 docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope-interface"]
 tests = ["attrs[tests-no-zope]", "zope-interface"]
-tests-no-zope = ["cloudpickle", "hypothesis", "mypy (>=1.1.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.6)", "pytest-mypy-plugins"]
+tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "pytest (>=4.3.0)", "pytest-xdist[psutil]"]
 
 [[package]]
 name = "babel"
-version = "2.13.1"
+version = "2.14.0"
 description = "Internationalization utilities"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "Babel-2.13.1-py3-none-any.whl", hash = "sha256:7077a4984b02b6727ac10f1f7294484f737443d7e2e66c5e4380e41a3ae0b4ed"},
-    {file = "Babel-2.13.1.tar.gz", hash = "sha256:33e0952d7dd6374af8dbf6768cc4ddf3ccfefc244f9986d4074704f2fbd18900"},
+    {file = "Babel-2.14.0-py3-none-any.whl", hash = "sha256:efb1a25b7118e67ce3a259bed20545c29cb68be8ad2c784c83689981b7a57287"},
+    {file = "Babel-2.14.0.tar.gz", hash = "sha256:6919867db036398ba21eb5c7a0f6b28ab8cbc3ae7a73a44ebe34ae74a4e7d363"},
 ]
 
 [package.extras]
@@ -123,19 +124,22 @@ dev = ["freezegun (>=1.0,<2.0)", "pytest (>=6.0)", "pytest-cov"]
 
 [[package]]
 name = "beautifulsoup4"
-version = "4.12.2"
+version = "4.12.3"
 description = "Screen-scraping library"
 optional = false
 python-versions = ">=3.6.0"
 files = [
-    {file = "beautifulsoup4-4.12.2-py3-none-any.whl", hash = "sha256:bd2520ca0d9d7d12694a53d44ac482d181b4ec1888909b035a3dbf40d0f57d4a"},
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+    {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"]
 
@@ -360,7 +364,7 @@ test = ["flake8 (==3.7.8)", "hypothesis (==3.55.3)"]
 name = "contourpy"
 version = "1.2.0"
 description = "Python library for calculating contours of 2D quadrilateral grids"
-optional = false
+optional = true
 python-versions = ">=3.9"
 files = [
     {file = "contourpy-1.2.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0274c1cb63625972c0c007ab14dd9ba9e199c36ae1a231ce45d725cbcbfd10a8"},
@@ -421,63 +425,63 @@ test-no-images = ["pytest", "pytest-cov", "pytest-xdist", "wurlitzer"]
 
 [[package]]
 name = "coverage"
-version = "7.3.2"
+version = "7.4.1"
 description = "Code coverage measurement for Python"
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 python-versions = ">=3.8"
 files = [
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 name = "cycler"
 version = "0.12.1"
 description = "Composable style cycles"
-optional = false
+optional = true
 python-versions = ">=3.8"
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@@ -683,13 +687,13 @@ typing = ["typing-extensions (>=4.8)"]
 
 [[package]]
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 description = "A simple framework for building complex web applications."
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 python-versions = ">=3.8"
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+]
+
+[package.extras]
+protobuf = ["grpcio-tools (>=1.60.0)"]
 
 [[package]]
 name = "h5py"
@@ -1014,13 +1018,13 @@ numpy = ">=1.17.3"
 
 [[package]]
 name = "huggingface-hub"
-version = "0.19.4"
+version = "0.20.3"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
 files = [
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 ]
 
 [package.dependencies]
@@ -1033,15 +1037,14 @@ tqdm = ">=4.42.1"
 typing-extensions = ">=3.7.4.3"
 
 [package.extras]
-all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "gradio", "jedi", "mypy (==1.5.1)", "numpy", "pydantic (>1.1,<2.0)", "pydantic (>1.1,<3.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-vcr", "pytest-xdist", "ruff (>=0.1.3)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
+all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "gradio", "jedi", "mypy (==1.5.1)", "numpy", "pydantic (>1.1,<2.0)", "pydantic (>1.1,<3.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.1.3)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
 cli = ["InquirerPy (==0.3.4)"]
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-docs = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "gradio", "hf-doc-builder", "jedi", "mypy (==1.5.1)", "numpy", "pydantic (>1.1,<2.0)", "pydantic (>1.1,<3.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-vcr", "pytest-xdist", "ruff (>=0.1.3)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)", "watchdog"]
+dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "gradio", "jedi", "mypy (==1.5.1)", "numpy", "pydantic (>1.1,<2.0)", "pydantic (>1.1,<3.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.1.3)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
 fastai = ["fastai (>=2.4)", "fastcore (>=1.3.27)", "toml"]
 inference = ["aiohttp", "pydantic (>1.1,<2.0)", "pydantic (>1.1,<3.0)"]
 quality = ["mypy (==1.5.1)", "ruff (>=0.1.3)"]
 tensorflow = ["graphviz", "pydot", "tensorflow"]
-testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "gradio", "jedi", "numpy", "pydantic (>1.1,<2.0)", "pydantic (>1.1,<3.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
+testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "gradio", "jedi", "numpy", "pydantic (>1.1,<2.0)", "pydantic (>1.1,<3.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
 torch = ["torch"]
 typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)"]
 
@@ -1110,13 +1113,13 @@ files = [
 
 [[package]]
 name = "importlib-metadata"
-version = "7.0.0"
+version = "7.0.1"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -1131,7 +1134,7 @@ testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs
 name = "importlib-resources"
 version = "6.1.1"
 description = "Read resources from Python packages"
-optional = false
+optional = true
 python-versions = ">=3.8"
 files = [
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@@ -1195,20 +1198,17 @@ test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.22)", "pa
 
 [[package]]
 name = "isort"
-version = "5.12.0"
+version = "5.13.2"
 description = "A Python utility / library to sort Python imports."
 optional = false
 python-versions = ">=3.8.0"
 files = [
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 [package.extras]
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-plugins = ["setuptools"]
-requirements-deprecated-finder = ["pip-api", "pipreqs"]
+colors = ["colorama (>=0.4.6)"]
 
 [[package]]
 name = "itsdangerous"
@@ -1242,13 +1242,13 @@ testing = ["Django", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
 
 [[package]]
 name = "jinja2"
-version = "3.1.2"
+version = "3.1.3"
 description = "A very fast and expressive template engine."
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -1306,7 +1306,7 @@ tests = ["black", "flake8", "isort", "namex", "pandas", "portpicker", "pytest",
 name = "kiwisolver"
 version = "1.4.5"
 description = "A fast implementation of the Cassowary constraint solver"
-optional = false
+optional = true
 python-versions = ">=3.7"
 files = [
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@@ -1442,47 +1442,48 @@ six = ">=1.4.1"
 
 [[package]]
 name = "lazy-object-proxy"
-version = "1.9.0"
+version = "1.10.0"
 description = "A fast and thorough lazy object proxy."
 optional = false
-python-versions = ">=3.7"
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 [[package]]
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 [package.dependencies]
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 [[package]]
 name = "matplotlib"
 version = "3.8.2"
 description = "Python plotting package"
-optional = false
+optional = true
 python-versions = ">=3.9"
 files = [
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@@ -1720,13 +1731,13 @@ tests = ["pytest (>=4.6)"]
 
 [[package]]
 name = "nest-asyncio"
-version = "1.5.8"
+version = "1.6.0"
 description = "Patch asyncio to allow nested event loops"
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 python-versions = ">=3.5"
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 ]
 
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+version = "10.2.0"
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 docs = ["furo", "olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinx-removed-in", "sphinxext-opengraph"]
+fpx = ["olefile"]
+mic = ["olefile"]
 tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
+typing = ["typing-extensions"]
+xmp = ["defusedxml"]
 
 [[package]]
 name = "platformdirs"
@@ -2124,13 +2153,13 @@ tenacity = ">=6.2.0"
 
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 name = "pluggy"
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@@ -2139,13 +2168,13 @@ testing = ["pytest", "pytest-benchmark"]
 
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-[package.extras]
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 [[package]]
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 version = "0.7.0"
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 [package.dependencies]
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 name = "pyparsing"
 version = "3.1.1"
 description = "pyparsing module - Classes and methods to define and execute parsing grammars"
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@@ -2582,34 +2593,32 @@ files = [
 
 [[package]]
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-version = "0.2.3"
+version = "0.2.4"
 description = "A framework for quantum computing with hardware acceleration."
 optional = false
 python-versions = ">=3.9,<3.12"
 files = [
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 tabulate = ">=0.9.0,<0.10.0"
 
 [[package]]
 name = "qibolab"
-version = "0.1.4"
+version = "0.1.5"
 description = "Quantum hardware module and drivers for Qibo"
 optional = false
 python-versions = ">=3.9,<3.12"
 files = [
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 [package.dependencies]
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 [[package]]
 name = "recommonmark"
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 [package.extras]
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 [[package]]
 name = "seaborn"
@@ -2849,13 +2873,13 @@ files = [
 
 [[package]]
 name = "skl2onnx"
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+version = "1.16.0"
 description = "Convert scikit-learn models to ONNX"
 optional = true
 python-versions = "*"
 files = [
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 [package.dependencies]
@@ -2993,20 +3017,18 @@ markdown = ">=3.4"
 
 [[package]]
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 description = "sphinxcontrib-applehelp is a Sphinx extension which outputs Apple help books"
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 python-versions = ">=3.9"
 files = [
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-[package.dependencies]
-Sphinx = ">=5"
-
 [package.extras]
 lint = ["docutils-stubs", "flake8", "mypy"]
+standalone = ["Sphinx (>=5)"]
 test = ["pytest"]
 
 [[package]]
@@ -3029,38 +3051,34 @@ Sphinx = ">=2.1"
 
 [[package]]
 name = "sphinxcontrib-devhelp"
-version = "1.0.5"
+version = "1.0.6"
 description = "sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp documents"
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 python-versions = ">=3.9"
 files = [
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-[package.dependencies]
-Sphinx = ">=5"
-
 [package.extras]
 lint = ["docutils-stubs", "flake8", "mypy"]
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 test = ["pytest"]
 
 [[package]]
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+version = "2.0.5"
 description = "sphinxcontrib-htmlhelp is a sphinx extension which renders HTML help files"
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 python-versions = ">=3.9"
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-[package.dependencies]
-Sphinx = ">=5"
-
 [package.extras]
 lint = ["docutils-stubs", "flake8", "mypy"]
+standalone = ["Sphinx (>=5)"]
 test = ["html5lib", "pytest"]
 
 [[package]]
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 [[package]]
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-[package.dependencies]
-Sphinx = ">=5"
-
 [package.extras]
 lint = ["docutils-stubs", "flake8", "mypy"]
+standalone = ["Sphinx (>=5)"]
 test = ["pytest"]
 
 [[package]]
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-[package.dependencies]
-Sphinx = ">=5"
-
 [package.extras]
 lint = ["docutils-stubs", "flake8", "mypy"]
+standalone = ["Sphinx (>=5)"]
 test = ["pytest"]
 
 [[package]]
@@ -3273,38 +3287,29 @@ files = [
 
 [[package]]
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 python-versions = ">=3.7, <3.12"
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-]
-
-[package.extras]
-tensorflow = ["tensorflow (>=2.13.0,<2.14.0)"]
-tensorflow-aarch64 = ["tensorflow-aarch64 (>=2.13.0,<2.14.0)"]
-tensorflow-cpu = ["tensorflow-cpu (>=2.13.0,<2.14.0)"]
-tensorflow-gpu = ["tensorflow-gpu (>=2.13.0,<2.14.0)"]
-tensorflow-rocm = ["tensorflow-rocm (>=2.13.0,<2.14.0)"]
+    {file = "tensorflow_io_gcs_filesystem-0.35.0-cp310-cp310-macosx_10_14_x86_64.whl", hash = "sha256:5521721b38105496d4b43a4ffb0af5b04cc4873d464f26fbceddf8d63815ce98"},
+    {file = "tensorflow_io_gcs_filesystem-0.35.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:dd8f30908bf8b7b2a017d6b145720d105aff7f998422671b71729708ec7b2fe4"},
+    {file = "tensorflow_io_gcs_filesystem-0.35.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ac8f1de60fdf9c734aea967b98555e366ac8743f77bca15c49eff023f587076b"},
+    {file = "tensorflow_io_gcs_filesystem-0.35.0-cp311-cp311-macosx_10_14_x86_64.whl", hash = "sha256:35b6eca7225c815d962254327195f191d88c3c9c2278a5ab23e0ac834acbadbb"},
+    {file = "tensorflow_io_gcs_filesystem-0.35.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6e997389bfe008210cbd97c0c738d64282a2f03ad4d0536013bb0a9efde0c283"},
+    {file = "tensorflow_io_gcs_filesystem-0.35.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b8fb3402fb1457482c386ea19371bc76383412ae9ea4396edb1e8adb4ba76f21"},
+    {file = "tensorflow_io_gcs_filesystem-0.35.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:eb6bf8f5b40207ecb17e7fdc3b4fc824a8361267c14e9528c1688e16de135cb7"},
+    {file = "tensorflow_io_gcs_filesystem-0.35.0-cp39-cp39-macosx_10_14_x86_64.whl", hash = "sha256:c4f786eebd98d401565374722f2e67f3878675b0d87489cbaa13c70ee6ac370a"},
+    {file = "tensorflow_io_gcs_filesystem-0.35.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0fce1466bdb91096b6d22e7df17358ba228bcb92db5cff83f2f9f1c68eb26788"},
+    {file = "tensorflow_io_gcs_filesystem-0.35.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1856fe321fdb75f3386d92109c60db6ef097f610b450f9cc69d76444fb9980d1"},
+]
+
+[package.extras]
+tensorflow = ["tensorflow (>=2.14.0,<2.15.0)"]
+tensorflow-aarch64 = ["tensorflow-aarch64 (>=2.14.0,<2.15.0)"]
+tensorflow-cpu = ["tensorflow-cpu (>=2.14.0,<2.15.0)"]
+tensorflow-gpu = ["tensorflow-gpu (>=2.14.0,<2.15.0)"]
+tensorflow-rocm = ["tensorflow-rocm (>=2.14.0,<2.15.0)"]
 
 [[package]]
 name = "termcolor"
@@ -3375,13 +3380,13 @@ telegram = ["requests"]
 
 [[package]]
 name = "traitlets"
-version = "5.14.0"
+version = "5.14.1"
 description = "Traitlets Python configuration system"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "traitlets-5.14.0-py3-none-any.whl", hash = "sha256:f14949d23829023013c47df20b4a76ccd1a85effb786dc060f34de7948361b33"},
-    {file = "traitlets-5.14.0.tar.gz", hash = "sha256:fcdaa8ac49c04dfa0ed3ee3384ef6dfdb5d6f3741502be247279407679296772"},
+    {file = "traitlets-5.14.1-py3-none-any.whl", hash = "sha256:2e5a030e6eff91737c643231bfcf04a65b0132078dad75e4936700b213652e74"},
+    {file = "traitlets-5.14.1.tar.gz", hash = "sha256:8585105b371a04b8316a43d5ce29c098575c2e477850b62b848b964f1444527e"},
 ]
 
 [package.extras]
@@ -3390,13 +3395,13 @@ test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,
 
 [[package]]
 name = "typing-extensions"
-version = "4.8.0"
+version = "4.9.0"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "typing_extensions-4.8.0-py3-none-any.whl", hash = "sha256:8f92fc8806f9a6b641eaa5318da32b44d401efaac0f6678c9bc448ba3605faa0"},
-    {file = "typing_extensions-4.8.0.tar.gz", hash = "sha256:df8e4339e9cb77357558cbdbceca33c303714cf861d1eef15e1070055ae8b7ef"},
+    {file = "typing_extensions-4.9.0-py3-none-any.whl", hash = "sha256:af72aea155e91adfc61c3ae9e0e342dbc0cba726d6cba4b6c72c1f34e47291cd"},
+    {file = "typing_extensions-4.9.0.tar.gz", hash = "sha256:23478f88c37f27d76ac8aee6c905017a143b0b1b886c3c9f66bc2fd94f9f5783"},
 ]
 
 [[package]]
@@ -3417,13 +3422,13 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "wcwidth"
-version = "0.2.12"
+version = "0.2.13"
 description = "Measures the displayed width of unicode strings in a terminal"
 optional = false
 python-versions = "*"
 files = [
-    {file = "wcwidth-0.2.12-py2.py3-none-any.whl", hash = "sha256:f26ec43d96c8cbfed76a5075dac87680124fa84e0855195a6184da9c187f133c"},
-    {file = "wcwidth-0.2.12.tar.gz", hash = "sha256:f01c104efdf57971bcb756f054dd58ddec5204dd15fa31d6503ea57947d97c02"},
+    {file = "wcwidth-0.2.13-py2.py3-none-any.whl", hash = "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859"},
+    {file = "wcwidth-0.2.13.tar.gz", hash = "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"},
 ]
 
 [[package]]
@@ -3569,4 +3574,4 @@ viz = ["pydot"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<3.12"
-content-hash = "920fb2824bd3843d94bd35f62e7d18388bc070064c636004bde4d3ffe4c223c6"
+content-hash = "bca71883bd2bee475b4e84db4d4a2b7c98add77f4f583a32df7d63279e1071df"
diff --git a/pyproject.toml b/pyproject.toml
index 3c014da3a..30b575b94 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -17,7 +17,7 @@ classifiers = [
 
 [tool.poetry.dependencies]
 python = ">=3.9,<3.12"
-qibolab = "^0.1.2"
+qibolab = "^0.1.5"
 qibo = "^0.2.1"
 numpy = "^1.24.0"
 scipy = "^1.10.1"
diff --git a/src/qibocal/cli/acquisition.py b/src/qibocal/cli/acquisition.py
index fdce5cd47..0fbc09eeb 100644
--- a/src/qibocal/cli/acquisition.py
+++ b/src/qibocal/cli/acquisition.py
@@ -3,7 +3,7 @@
 from dataclasses import asdict
 
 import yaml
-from qibolab.serialize import dump_runcard
+from qibolab.serialize import dump_platform
 
 from ..auto.execute import Executor
 from ..auto.history import add_timings_to_meta
@@ -39,7 +39,8 @@ def acquire(runcard, folder, force):
     meta = generate_meta(backend, platform, path)
     # dump platform
     if backend.name == "qibolab":
-        dump_runcard(platform, path / PLATFORM)
+        (path / PLATFORM).mkdir(parents=True, exist_ok=True)
+        dump_platform(platform, path / PLATFORM)
 
     # dump action runcard
     (path / RUNCARD).write_text(yaml.safe_dump(asdict(runcard)))
@@ -51,8 +52,6 @@ def acquire(runcard, folder, force):
     # connect and initialize platform
     if platform is not None:
         platform.connect()
-        platform.setup()
-        platform.start()
 
     # run protocols
     list(executor.run(mode=ExecutionMode.acquire))
@@ -62,7 +61,6 @@ def acquire(runcard, folder, force):
 
     # stop and disconnect platform
     if platform is not None:
-        platform.stop()
         platform.disconnect()
 
     # dump updated meta
diff --git a/src/qibocal/cli/autocalibration.py b/src/qibocal/cli/autocalibration.py
index 520ad2348..a119b819d 100644
--- a/src/qibocal/cli/autocalibration.py
+++ b/src/qibocal/cli/autocalibration.py
@@ -3,7 +3,7 @@
 from dataclasses import asdict
 
 import yaml
-from qibolab.serialize import dump_runcard
+from qibolab.serialize import dump_platform
 
 from ..auto.execute import Executor
 from ..auto.history import add_timings_to_meta
@@ -41,7 +41,8 @@ def autocalibrate(runcard, folder, force, update):
     meta = generate_meta(backend, platform, path)
     # dump platform
     if backend.name == "qibolab":
-        dump_runcard(platform, path / PLATFORM)
+        (path / PLATFORM).mkdir(parents=True, exist_ok=True)
+        dump_platform(platform, path / PLATFORM)
 
     # dump action runcard
     (path / RUNCARD).write_text(yaml.safe_dump(asdict(runcard)))
@@ -54,26 +55,23 @@ def autocalibrate(runcard, folder, force, update):
     # connect and initialize platform
     if platform is not None:
         platform.connect()
-        platform.setup()
-        platform.start()
 
     # run protocols
     for _ in executor.run(mode=ExecutionMode.autocalibration):
         report = ReportBuilder(path, qubits, executor, meta, executor.history)
         report.run(path)
-
-    e = datetime.datetime.now(datetime.timezone.utc)
-    meta["end-time"] = e.strftime("%H:%M:%S")
+        # meta needs to be updated after each report to show correct end-time
+        e = datetime.datetime.now(datetime.timezone.utc)
+        meta["end-time"] = e.strftime("%H:%M:%S")
+        # dump updated meta
+        meta = add_timings_to_meta(meta, executor.history)
+        (path / META).write_text(json.dumps(meta, indent=4))
 
     # stop and disconnect platform
     if platform is not None:
-        platform.stop()
         platform.disconnect()
 
     # dump updated runcard
     if platform is not None:
-        dump_runcard(platform, path / UPDATED_PLATFORM)
-
-    # dump updated meta
-    meta = add_timings_to_meta(meta, executor.history)
-    (path / META).write_text(json.dumps(meta, indent=4))
+        (path / UPDATED_PLATFORM).mkdir(parents=True, exist_ok=True)
+        dump_platform(platform, path / UPDATED_PLATFORM)
diff --git a/src/qibocal/cli/upload.py b/src/qibocal/cli/upload.py
index d0bb3f4de..a78b36f11 100644
--- a/src/qibocal/cli/upload.py
+++ b/src/qibocal/cli/upload.py
@@ -91,3 +91,4 @@ def upload_report(path: pathlib.Path, tag: str, author: str):
 
     url = urljoin(ROOT_URL, randname)
     log.info(f"Upload completed. The result is available at:\n{url}")
+    return url
diff --git a/src/qibocal/cli/utils.py b/src/qibocal/cli/utils.py
index f3fd6eb95..89a4e2d67 100644
--- a/src/qibocal/cli/utils.py
+++ b/src/qibocal/cli/utils.py
@@ -10,8 +10,8 @@
 from qibocal.utils import allocate_qubits_pairs, allocate_single_qubits
 
 RUNCARD = "runcard.yml"
-UPDATED_PLATFORM = "new_platform.yml"
-PLATFORM = "platform.yml"
+UPDATED_PLATFORM = "new_platform"
+PLATFORM = "platform"
 META = "meta.json"
 
 
diff --git a/src/qibocal/protocols/characterization/allxy/allxy.py b/src/qibocal/protocols/characterization/allxy/allxy.py
index be4fc2594..c9a0c6b84 100644
--- a/src/qibocal/protocols/characterization/allxy/allxy.py
+++ b/src/qibocal/protocols/characterization/allxy/allxy.py
@@ -17,6 +17,9 @@ class AllXYParameters(Parameters):
 
     beta_param: float = None
     """Beta parameter for drag pulse."""
+    unrolling: bool = False
+    """If ``True`` it uses sequence unrolling to deploy multiple sequences in a single instrument call.
+    Defaults to ``False``."""
 
 
 @dataclass
@@ -80,31 +83,38 @@ def _acquisition(
 
     # repeat the experiment as many times as defined by software_averages
     # for iteration in range(params.software_averages):
+    sequences, all_ro_pulses = [], []
     for gates in gatelist:
-        # create a sequence of pulses
-        ro_pulses = {}
-        sequence = PulseSequence()
+        sequences.append(PulseSequence())
+        all_ro_pulses.append({})
         for qubit in qubits:
-            sequence, ro_pulses[qubit] = add_gate_pair_pulses_to_sequence(
-                platform, gates, qubit, sequence, params.beta_param
+            sequences[-1], all_ro_pulses[-1][qubit] = add_gate_pair_pulses_to_sequence(
+                platform, gates, qubit, sequences[-1], params.beta_param
             )
-        # execute the pulse sequence
-        results = platform.execute_pulse_sequence(
-            sequence,
-            ExecutionParameters(
-                nshots=params.nshots,
-                averaging_mode=AveragingMode.CYCLIC,
-            ),
-        )
-
-        # retrieve the results for every qubit
+
+    # execute the pulse sequence
+    options = ExecutionParameters(
+        nshots=params.nshots, averaging_mode=AveragingMode.CYCLIC
+    )
+    if params.unrolling:
+        results = platform.execute_pulse_sequences(sequences, options)
+    else:
+        results = [
+            platform.execute_pulse_sequence(sequence, options) for sequence in sequences
+        ]
+
+    for ig, (gates, ro_pulses) in enumerate(zip(gatelist, all_ro_pulses)):
+        gate = "-".join(gates)
         for qubit in qubits:
-            z_proj = 2 * results[ro_pulses[qubit].serial].probability(0) - 1
-            # store the results
-            gate = "-".join(gates)
+            serial = ro_pulses[qubit].serial
+            if params.unrolling:
+                z_proj = 2 * results[serial][ig].probability(0) - 1
+            else:
+                z_proj = 2 * results[ig][serial].probability(0) - 1
             data.register_qubit(
                 AllXYType, (qubit), dict(prob=np.array([z_proj]), gate=np.array([gate]))
             )
+
     # finally, save the remaining data
     return data
 
diff --git a/src/qibocal/protocols/characterization/rabi/amplitude.py b/src/qibocal/protocols/characterization/rabi/amplitude.py
index 68de5974a..7bcc8e228 100644
--- a/src/qibocal/protocols/characterization/rabi/amplitude.py
+++ b/src/qibocal/protocols/characterization/rabi/amplitude.py
@@ -150,7 +150,7 @@ def _fit(data: RabiAmplitudeData) -> RabiAmplitudeResults:
         index = local_maxima[0] if len(local_maxima) > 0 else None
         # 0.5 hardcoded guess for less than one oscillation
         f = x[index] / (x[1] - x[0]) if index is not None else 0.5
-        pguess = [0.5, 0.5, 1 / f, np.pi / 2]
+        pguess = [0.5, 0.5, 1 / f, 0]
         try:
             popt, perr = curve_fit(
                 utils.rabi_amplitude_function,
@@ -165,7 +165,9 @@ def _fit(data: RabiAmplitudeData) -> RabiAmplitudeResults:
                 sigma=qubit_data.error,
             )
             perr = np.sqrt(np.diag(perr))
-            pi_pulse_parameter = np.abs(popt[2] / 2)
+            pi_pulse_parameter = (
+                popt[2] / 2 * utils.period_correction_factor(phase=popt[3])
+            )
 
         except:
             log.warning("rabi_fit: the fitting was not succesful")
diff --git a/src/qibocal/protocols/characterization/rabi/amplitude_signal.py b/src/qibocal/protocols/characterization/rabi/amplitude_signal.py
index 5447cd65f..5c896f1c0 100644
--- a/src/qibocal/protocols/characterization/rabi/amplitude_signal.py
+++ b/src/qibocal/protocols/characterization/rabi/amplitude_signal.py
@@ -136,7 +136,7 @@ def _fit(data: RabiAmplitudeVoltData) -> RabiAmplitudeVoltResults:
         index = local_maxima[0] if len(local_maxima) > 0 else None
         # 0.5 hardcoded guess for less than one oscillation
         f = x[index] / (x[1] - x[0]) if index is not None else 0.5
-        pguess = [0.5, 1, 1 / f, np.pi / 2]
+        pguess = [0.5, 1, 1 / f, 0]
         try:
             popt, _ = curve_fit(
                 utils.rabi_amplitude_function,
@@ -155,7 +155,11 @@ def _fit(data: RabiAmplitudeVoltData) -> RabiAmplitudeVoltResults:
                 popt[2] * (x_max - x_min),
                 popt[3] - 2 * np.pi * x_min / (x_max - x_min) / popt[2],
             ]
-            pi_pulse_parameter = np.abs((translated_popt[2]) / 2)
+            pi_pulse_parameter = (
+                translated_popt[2]
+                / 2
+                * utils.period_correction_factor(phase=translated_popt[3])
+            )
 
         except:
             log.warning("rabi_fit: the fitting was not succesful")
diff --git a/src/qibocal/protocols/characterization/rabi/length.py b/src/qibocal/protocols/characterization/rabi/length.py
index 126a359bc..a0a8f0662 100644
--- a/src/qibocal/protocols/characterization/rabi/length.py
+++ b/src/qibocal/protocols/characterization/rabi/length.py
@@ -169,7 +169,9 @@ def _fit(data: RabiLengthData) -> RabiLengthResults:
                 sigma=qubit_data.error,
             )
             perr = np.sqrt(np.diag(perr))
-            pi_pulse_parameter = np.abs(popt[2] / 2)
+            pi_pulse_parameter = (
+                popt[2] / 2 * utils.period_correction_factor(phase=popt[3])
+            )
         except:
             log.warning("rabi_fit: the fitting was not succesful")
             pi_pulse_parameter = 0
diff --git a/src/qibocal/protocols/characterization/rabi/length_signal.py b/src/qibocal/protocols/characterization/rabi/length_signal.py
index 37757a72a..9e635cbbb 100644
--- a/src/qibocal/protocols/characterization/rabi/length_signal.py
+++ b/src/qibocal/protocols/characterization/rabi/length_signal.py
@@ -144,7 +144,7 @@ def _fit(data: RabiLengthVoltData) -> RabiLengthVoltResults:
         pguess = [0, np.sign(y[0]) * 0.5, 1 / f, 0, 0]
         try:
             popt, _ = curve_fit(
-                utils.rabi_amplitude_function,
+                utils.rabi_length_function,
                 x,
                 y,
                 p0=pguess,
@@ -161,7 +161,12 @@ def _fit(data: RabiLengthVoltData) -> RabiLengthVoltResults:
                 popt[3] - 2 * np.pi * x_min / popt[2] / (x_max - x_min),
                 popt[4] / (x_max - x_min),
             ]
-            pi_pulse_parameter = np.abs(translated_popt[2] / 2)
+            pi_pulse_parameter = (
+                translated_popt[2]
+                / 2
+                * utils.period_correction_factor(phase=translated_popt[3])
+            )
+
         except:
             log.warning("rabi_fit: the fitting was not succesful")
             pi_pulse_parameter = 0
diff --git a/src/qibocal/protocols/characterization/rabi/utils.py b/src/qibocal/protocols/characterization/rabi/utils.py
index 00b1e8aeb..433d6eb73 100644
--- a/src/qibocal/protocols/characterization/rabi/utils.py
+++ b/src/qibocal/protocols/characterization/rabi/utils.py
@@ -12,7 +12,7 @@ def rabi_amplitude_function(x, offset, amplitude, period, phase):
     Args:
         x: Input data.
     """
-    return offset + amplitude * np.sin(2 * np.pi * x / period + phase)
+    return offset + amplitude * np.cos(2 * np.pi * x / period + phase)
 
 
 def rabi_length_function(x, offset, amplitude, period, phase, t2_inv):
@@ -190,3 +190,28 @@ def extract_rabi(data):
     if "RabiLength" in data.__class__.__name__:
         return "length", "Time [ns]", rabi_length_function
     raise RuntimeError("Data has to be a data structure of the Rabi routines.")
+
+
+def period_correction_factor(phase: float):
+    r"""Correct period by taking phase into account.
+
+    https://github.com/qiboteam/qibocal/issues/656
+
+    We want to find the first maximum or minimum which will
+    correspond to an exchange of population between 0 and 1.
+    To find it we need to solve the following equation
+    :math:`\cos(2 \pi x / T + \phi) = \pm 1` which will give us
+    the following solution
+
+    .. math::
+
+        x = ( k - \phi / \pi) T / 2
+
+
+    for integer :math:`k`, which is chosen such that we get the smallest
+    multiplicative correction compared to :math:`T/2`.
+
+    """
+
+    x = phase / np.pi
+    return np.round(1 + x) - x
diff --git a/src/qibocal/protocols/characterization/resonator_spectroscopy_attenuation.py b/src/qibocal/protocols/characterization/resonator_spectroscopy_attenuation.py
index 71d1fd37a..9c7c8f370 100644
--- a/src/qibocal/protocols/characterization/resonator_spectroscopy_attenuation.py
+++ b/src/qibocal/protocols/characterization/resonator_spectroscopy_attenuation.py
@@ -90,9 +90,9 @@ def _acquisition(
         amplitudes[qubit] = ro_pulses[qubit].amplitude
 
         if params.attenuation is not None:
-            platform.set_attenuation(qubit, params.attenuation)
+            qubits[qubit].readout.attenuation = params.attenuation
 
-        attenuations[qubit] = platform.get_attenuation(qubit)
+        attenuations[qubit] = qubits[qubit].readout.attenuation
 
         sequence.add(ro_pulses[qubit])
 
diff --git a/src/qibocal/protocols/characterization/signal_experiments/time_of_flight_readout.py b/src/qibocal/protocols/characterization/signal_experiments/time_of_flight_readout.py
index 4e9d6bd3e..6c701b362 100644
--- a/src/qibocal/protocols/characterization/signal_experiments/time_of_flight_readout.py
+++ b/src/qibocal/protocols/characterization/signal_experiments/time_of_flight_readout.py
@@ -74,7 +74,7 @@ def _acquisition(
     )
 
     data = TimeOfFlightReadoutData(
-        windows_size=params.window_size, sampling_rate=platform.settings.sampling_rate
+        windows_size=params.window_size, sampling_rate=platform.sampling_rate
     )
 
     # retrieve and store the results for every qubit
diff --git a/src/qibocal/protocols/characterization/two_qubit_interaction/chevron.py b/src/qibocal/protocols/characterization/two_qubit_interaction/chevron.py
index dd17d998e..31cbb5150 100644
--- a/src/qibocal/protocols/characterization/two_qubit_interaction/chevron.py
+++ b/src/qibocal/protocols/characterization/two_qubit_interaction/chevron.py
@@ -126,9 +126,7 @@ def _aquisition(
         # Patch to get the coupler until the routines use QubitPair
         if platform.couplers:
             sequence.add(
-                cz.coupler_pulses(
-                    platform.pairs[tuple(sorted(ordered_pair))].coupler.name
-                )
+                cz.coupler_pulses(platform.pairs[tuple(ordered_pair)].coupler.name)
             )
 
         if params.parking:
diff --git a/src/qibocal/update.py b/src/qibocal/update.py
index d7004b0e4..b7c685cf0 100644
--- a/src/qibocal/update.py
+++ b/src/qibocal/update.py
@@ -113,8 +113,6 @@ def virtual_phases(phases: dict[QubitId, float], platform: Platform, pair: Qubit
 
 def CZ_duration(duration: int, platform: Platform, pair: QubitPairId):
     """Update CZ duration for specific pair."""
-    if pair not in platform.pairs:
-        pair = (pair[1], pair[0])
     for pulse in platform.pairs[pair].native_gates.CZ.pulses:
         if pulse.qubit.name == pair[1]:
             pulse.duration = int(duration)
@@ -122,8 +120,6 @@ def CZ_duration(duration: int, platform: Platform, pair: QubitPairId):
 
 def CZ_amplitude(amp: float, platform: Platform, pair: QubitPairId):
     """Update CZ amplitude for specific pair."""
-    if pair not in platform.pairs:
-        pair = (pair[1], pair[0])
     for pulse in platform.pairs[pair].native_gates.CZ.pulses:
         if pulse.qubit.name == pair[1]:
             pulse.amplitude = float(amp)
diff --git a/src/qibocal/utils.py b/src/qibocal/utils.py
index 85bfa7329..45d90a9c4 100644
--- a/src/qibocal/utils.py
+++ b/src/qibocal/utils.py
@@ -15,7 +15,7 @@ def allocate_qubits_pairs(
     platform: Optional[Platform], qubit_pairs_ids: list[tuple[QubitId, QubitId]]
 ) -> dict[tuple[QubitId, QubitId], QubitPair]:
     """Construct the map from the chosen id pairs to the corresponding physical qubit pairs available on the platform."""
-    return {tuple(qq): platform.pairs[tuple(sorted(qq))] for qq in qubit_pairs_ids}
+    return {tuple(qq): platform.pairs[tuple(qq)] for qq in qubit_pairs_ids}
 
 
 def allocate_single_qubits_lists(
diff --git a/src/qibocal/web/templates/autocalibration.html b/src/qibocal/web/templates/autocalibration.html
deleted file mode 100644
index 3731fd924..000000000
--- a/src/qibocal/web/templates/autocalibration.html
+++ /dev/null
@@ -1,245 +0,0 @@
-<!doctype html>
-<html lang="en">
-
-<head>
-  <meta charset="UTF-8">
-  <meta name="viewport" content="width=device-width, initial-scale=1">
-
-  {% if report %}
-  <title>{{ report.title }}</title>
-  {% else %}
-  <title>Qibocal {{version}}</title>
-  {% endif %}
-
-  <link rel="icon" type="image/x-icon" href="/_favicon.ico?v=2.6.0">
-  <link href="https://cdn.jsdelivr.net/npm/bootstrap@5.2.0/dist/css/bootstrap.min.css" rel="stylesheet"
-    integrity="sha384-gH2yIJqKdNHPEq0n4Mqa/HGKIhSkIHeL5AyhkYV8i59U5AR6csBvApHHNl/vI1Bx" crossorigin="anonymous">
-
-  <script src="https://cdnjs.cloudflare.com/ajax/libs/jspdf/1.5.3/jspdf.min.js"></script>
-
-  {% if is_static %}
-  <script type="text/javascript">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>
-  <!-- Reading the plotly js library from online to save space (not the latest version) -->
-  <!-- This is required for the report plots to remain interactive -->
-  <script type="text/javascript" src="https://cdn.plot.ly/plotly-latest.min.js"></script>
-  {{ css_styles }}
-  {% else %}
-  <link rel="stylesheet" href="/static/styles.css">
-  {% endif %}
-
-</head>
-
-<body>
-
-  <header class="navbar navbar-dark sticky-top p-0">
-    <a class="navbar-brand col-md-3 col-lg-2 me-0 px-3 fs-6" href="/"><span class="fs-4">Qibocal Reports</span></a>
-    <button class="navbar-toggler position-absolute d-md-none collapsed" type="button" data-bs-toggle="collapse"
-      data-bs-target="#sidebarMenu" aria-controls="sidebarMenu" aria-expanded="false" aria-label="Toggle navigation">
-      <span class="navbar-toggler-icon"></span>
-    </button>
-  </header>
-
-  <div class="container-fluid">
-
-    <nav id="sidebarMenu" class="col-md-3 col-lg-2 d-md-block bg-light sidebar collapse">
-      <div class="position-sticky pt-4 p-2 sidebar-sticky">
-        <ul class="list-unstyled ps-0">
-          {% if report %}
-          <li class="mb-1">
-            <buttom class="btn btn-toggle d-inline-flex align-items-center rounded border-0" data-bs-toggle="collapse"
-              data-bs-target="#home-collapse" aria-expanded="true">
-              Home
-            </buttom>
-            <div class="collapse show" id="home-collapse">
-              <ul class="btn-toggle-nav list-unstyled fw-normal pb-1 small">
-                <li><a href="#" class="link-dark d-inline-flex text-decoration-none rounded">
-                    Timestamp</a></li>
-                <li><a href="#summary" class="link-dark d-inline-flex text-decoration-none rounded">
-                    Summary</a></li>
-              </ul>
-            </div>
-          </li>
-          <li class="mb-1">
-            <button class="btn btn-toggle d-inline-flex align-items-center rounded border-0" data-bs-toggle="collapse"
-              data-bs-target="#actions-collapse" aria-expanded="true">
-              Actions
-            </button>
-            <div class="collapse show" id="actions-collapse">
-              {% for routine, iteration in report.history %}
-              <ul class="btn-toggle-nav list-unstyled fw-normal pb-1 small">
-                <!-- <li><a href="#{{ routine }}" class="link-dark d-inline-flex text-decoration-none rounded">{{
-                    report.routine_name(routine, iteration) }}</a></li> -->
-                <ul class="btn-toggle-nav list-unstyled fw-normal pb-1 small">
-                  <li><a class="link-dark d-inline-flex text-decoration-none rounded"
-                      href="#{{ routine }}-{{ iteration }}">  {{ report.routine_name(routine, iteration) }}</a></li>
-                </ul>
-              </ul>
-              {% endfor %}
-            </div>
-          </li>
-          <li class="border-top my-3"></li>
-          {% endif %}
-          {% if not is_static %}
-          <li class="mb-1">
-            <button class="btn btn-toggle d-inline-flex align-items-center rounded border-0 collapsed"
-              data-bs-toggle="collapse" data-bs-target="#saved-reports" aria-expanded="true">
-              Saved reports
-            </button>
-            <div class="collapse show list-group" id="saved-reports">
-              <ul class="btn-toggle-nav list-unstyled fw-normal pb-1 small">
-                {% for folder in folders %}
-                <li><a id="reports" href="{{ url_for('page', path=folder) }}"
-                    class="link-dark d-inline-flex text-decoration-none rounded list-group-item {{ 'active' if folder == report.path else '' }}">{{ folder }}</a></li>
-                {% endfor %}
-              </ul>
-            </div>
-          </li>
-          {% endif %}
-        </ul>
-
-      </div>
-
-    </nav>
-
-    <main class="col-md-9 ms-sm-auto col-lg-10 px-md-4">
-
-      {% if report.path %}
-      <div
-        class="d-flex justify-content-between flex-wrap flex-md-nowrap align-items-center pt-3 pb-2 mb-3 border-bottom">
-        <h1>{{ report.title }}</h1>
-        <button class="button-export" id="export-pdf">Export to pdf</button>
-      </div>
-      <p>
-        Platform: {{ report.metadata.get('platform')}}<br>
-        Run date: {{ report.metadata.get('date') }}<br>
-        Start time (UTC): {{ report.metadata.get('start-time') }}<br>
-        End time (UTC): {{ report.metadata.get('end-time') }}
-      </p>
-      <h3 id="summary" style="scroll-margin-top: 2.5em;"
-        class="d-flex justify-content-between flex-wrap flex-md-nowrap align-items-center pt-3 pb-2 mb-3 border-bottom">
-        Summary</h3>
-
-      <p>In the table below we show the libraries and respective versions used in {{ report.title }}.</p>
-
-      <div class="table-responsive col-md-5 col-lg-3">
-        <table class="table table-striped table-sm">
-          <thead>
-            <tr>
-              <th scope="col">Library</th>
-              <th scope="col">Version</th>
-            </tr>
-          </thead>
-          <tbody>
-            {% for library, version in report.metadata.get('versions').items() %}
-            <tr>
-              <td>{{ library }}</td>
-              <td>{{ version }}</td>
-            </tr>
-            {% endfor %}
-          </tbody>
-        </table>
-      </div>
-
-      <h3 id="actions"
-        class="d-flex justify-content-between flex-wrap flex-md-nowrap align-items-center pt-3 pb-2 mb-3 border-bottom">
-        Actions</h3>
-      <p>Please find below data generated by actions:</p>
-
-      {% for task in report.history %}
-
-      <div id="{{ routine }}-{{ iteration}}" style="scroll-margin-top: 4em;">
-        <h4
-          class="d-flex justify-content-between flex-wrap flex-md-nowrap align-items-center pt-3 pb-2 mb-3 border-bottom">
-          {{ report.routine_name(*task) }}</h4>
-        {% set local_qubits=report.routine_qubits(task) %}
-        {% set qubits = local_qubits if local_qubits != [] else report.qubits%}
-        {% for qubit in report.routine_qubits(task) %}
-        <div id="{{ routine }}-{{ iteration }}-{{ qubit }}" style="scroll-margin-top: 4em;">
-            <h5
-              class="d-flex justify-content-between flex-wrap flex-md-nowrap align-items-center pt-3 pb-2 mb-3 border-bottom">
-              {{ header }} - Qubit {{ qubit }}</h5>
-
-
-            {% set figures, fitting_report = report.plot(task, qubit) %}
-            {% if "No fitting data" not in fitting_report %}
-                                    {% set fitting_params= fitting_report.split('<br>') %}
-                                      <div class="div-fitting">
-                                        <table class="fitting-table">
-                                          <thead>
-                                            <tr>
-                                              <th class="th_styles">qubit </th>
-                                              <th class="th_styles">Fitting Parameter	</th>
-                                              <th class="th_styles">Value</th>
-                                            </tr>
-                                          </thead>
-                                          <tbody>
-                                            {% for row in fitting_params %}
-                                              {% if row != '' %}
-                                                {% set run = row.split('|') %}
-                                                {% set fparam_value = run[1].split(':') %}
-                                                <tr>
-                                                  <td class="td_styles">{{ run[0] }}</td>
-                                                  <td class="td_styles">{{ fparam_value[0] }}</td>
-                                                  <td class="td_styles">{{ fparam_value[1] }}</td>
-                                                </tr>
-                                              {% endif %}
-                                            {% endfor %}
-                                          </tbody>
-                                        </table>
-                                      </div>
-                                  {% endif %}
-                                  {{ figures }}
-
-            </div>
-            {% endfor %}
-      </div>
-      {% endfor %}
-      {% endif %}
-    </main>
-  </div>
-
-  <script src="https://cdn.jsdelivr.net/npm/bootstrap@5.2.0/dist/js/bootstrap.bundle.min.js"
-    integrity="sha384-A3rJD856KowSb7dwlZdYEkO39Gagi7vIsF0jrRAoQmDKKtQBHUuLZ9AsSv4jD4Xa"
-    crossorigin="anonymous"></script>
-
-  <script>
-
-       var exportPDFButton = document.getElementById("export-pdf");
-
-       exportPDFButton.addEventListener("click", function() {
-
-        document.body.classList.add("impresion");
-
-        var doc = new jsPDF({orientation: 'landscape',});
-
-        var iframes = document.querySelectorAll("iframe.gh-fit")
-        source = ""
-        for(var id = 0; id < iframes.length; id++) {
-            var win = iframes[id].contentWindow
-            var doc = win.document
-            var html = doc.documentElement
-            var body = doc.body
-            var ifrm = iframes[id] // or win.frameElement
-            source = source + html
-        }
-
-        print(source)
-
-        doc.fromHTML(source, 0, 0, {
-        width: 210,
-        margins: {
-            left: 10,
-            right: 10,
-            top: 10,
-            bottom: 10
-        }
-        });
-
-        // Guardar el PDF
-        doc.save("report.pdf");
-    });
-    </script>
-
-</body>
-
-</html>
diff --git a/src/qibocal/web/templates/template.html b/src/qibocal/web/templates/template.html
index 245a00069..fb1daefda 100644
--- a/src/qibocal/web/templates/template.html
+++ b/src/qibocal/web/templates/template.html
@@ -63,15 +63,13 @@
               Actions
             </button>
             <div class="collapse show" id="actions-collapse">
-              {% for routine, iteration in report.history %}
-              <ul class="btn-toggle-nav list-unstyled fw-normal pb-1 small">
-                <!-- <li><a href="#{{ routine }}" class="link-dark d-inline-flex text-decoration-none rounded">{{
-                    report.routine_name(routine, iteration) }}</a></li> -->
+              {% for task_uid in report.history  %}
                 <ul class="btn-toggle-nav list-unstyled fw-normal pb-1 small">
-                  <li><a class="link-dark d-inline-flex text-decoration-none rounded"
-                      href="#{{ routine }}-{{ iteration }}">  {{ report.routine_name(routine, iteration) }}</a></li>
+                  <ul class="btn-toggle-nav list-unstyled fw-normal pb-1 small">
+                    <li><a class="link-dark d-inline-flex text-decoration-none rounded"
+                        href="#{{report.routine_name(*task_uid)}}"> {{report.routine_name(*task_uid)}}</a></li>
+                  </ul>
                 </ul>
-              </ul>
               {% endfor %}
             </div>
           </li>
@@ -132,7 +130,7 @@ <h1>{{ report.title }}</h1>
 
       {% for task_uid in report.history %}
 
-      <div id="{{ routine }}-{{ iteration}}" style="scroll-margin-top: 4em;">
+      <div id="{{report.routine_name(*task_uid)}}" style="scroll-margin-top: 4em;">
         <h4
           class="d-flex justify-content-between flex-wrap flex-md-nowrap align-items-center pt-3 pb-2 mb-3 border-bottom">
           {{ report.routine_name(*task_uid) }}</h4>
diff --git a/tests/runcards/protocols.yml b/tests/runcards/protocols.yml
index 9cde41d4b..874eb5dc5 100644
--- a/tests/runcards/protocols.yml
+++ b/tests/runcards/protocols.yml
@@ -432,6 +432,13 @@ actions:
       beta_param: null
       nshots: 10
 
+  - id: allXY unrolling
+    priority: 0
+    operation: allxy
+    parameters:
+      beta_param: null
+      unrolling: True
+      nshots: 10
 
   - id: allxy_drag_pulse_tuning
     priority: 0
@@ -524,7 +531,7 @@ actions:
   - id: chevron id
     priority: 0
     operation: chevron
-    qubits: [[0, 2],[1,2],[3,2], [2,3]]
+    qubits: [[0, 2],[1,2]]
     parameters:
       amplitude_min: 0.1
       amplitude_max: 0.6
diff --git a/tests/test_update.py b/tests/test_update.py
index a3b7f181c..0038f6ae4 100644
--- a/tests/test_update.py
+++ b/tests/test_update.py
@@ -100,14 +100,15 @@ def test_virtual_phases_update(pair):
 
 @pytest.mark.parametrize("pair", PAIRS)
 def test_CZ_params_update(pair):
-    update.CZ_amplitude(RANDOM_FLOAT, PLATFORM, pair)
-    update.CZ_duration(RANDOM_INT, PLATFORM, pair)
+    if hasattr(PLATFORM.pairs[pair].native_gates, "CZ"):
+        if PLATFORM.pairs[pair].native_gates.CZ is not None:
+            update.CZ_amplitude(RANDOM_FLOAT, PLATFORM, pair)
+            update.CZ_duration(RANDOM_INT, PLATFORM, pair)
 
-    if PLATFORM.pairs[pair].native_gates.CZ is not None:
-        for pulse in PLATFORM.pairs[pair].native_gates.CZ.pulses:
-            if pulse.qubit.name == pair[1]:
-                assert pulse.duration == RANDOM_INT
-                assert pulse.amplitude == RANDOM_FLOAT
+            for pulse in PLATFORM.pairs[pair].native_gates.CZ.pulses:
+                if pulse.qubit.name == pair[1]:
+                    assert pulse.duration == RANDOM_INT
+                    assert pulse.amplitude == RANDOM_FLOAT
 
 
 @pytest.mark.parametrize("qubit", QUBITS)