diff --git a/.github/workflows/bench.yml b/.github/workflows/bench.yml
index 9ccd10ee..8b3fdcea 100644
--- a/.github/workflows/bench.yml
+++ b/.github/workflows/bench.yml
@@ -56,4 +56,4 @@ jobs:
           files: ./coverage.xml
           flags: bench
           name: codecov-umbrella
-          fail_ci_if_error: true
+          fail_ci_if_error: false
diff --git a/docs/source/overview/prerequisites.rst b/docs/source/overview/prerequisites.rst
index 1718f41b..05802e1c 100644
--- a/docs/source/overview/prerequisites.rst
+++ b/docs/source/overview/prerequisites.rst
@@ -18,28 +18,45 @@ This is a standard example:
   [paths]
   # inputs
   grids = "data/grids"
-  theory_cards = "data/theory_cards"
   operator_card_template_name = "_template.yaml"
   # outputs
   operator_cards = "data/operator_cards"
   ekos = "data/ekos"
   fktables = "data/fktables"
 
+  # The following two keys are only necessary when nnpdf=false
+  #theory_cards = "data/theory_cards"
+  #ymldb = "data/yamldb"
+
   [paths.logs]
   eko = "logs/eko"
   fk = "logs/fk"
 
 
-All the relevant inputs are described below. The command ``pineko scaffold new`` will generate all necessary folders.
+All the relevant inputs are described below. The command ``pineko scaffold new`` generates all necessary folders.
+
+
+Theory runcards and dataset definition
+--------------------------------------
+
+You need to provide the necessary theory runcards and the mapping between datasets and FK tables
+(as one dataset may consist several FK tables).
+For more details about theory runcards you can look at https://docs.nnpdf.science/theory/theoryparamsdefinitions.html
+
+Both configuration can be either provided by the NNPDF framework or in a manual setup.
 
 nnpdf
------
-The key ``nnpdf`` tells ``pineko`` it should use the data files from NNPDF to map datasets to FK Tables.
+"""""
+The key ``nnpdf`` tells ``pineko`` it should use the data files from NNPDF to map datasets to FK Tables
+and to define the theory parameters.
 If this key is given, a valid installation of ``nnpdf`` needs to be available as well.
-i.e, ``pineko`` should be installed with the ``nnpdf`` extra (``pip install pineko[nnpdf]``).
+i.e., ``pineko`` should be installed with the ``nnpdf`` extra (``pip install pineko[nnpdf]``).
+
+Manual configuration
+""""""""""""""""""""
 
-Alternatively, it is possible not to set this key (or set it to false) and instead
-provide a path with ``yaml`` files containing such dataset-FK mapping.
+Alternatively, it is possible to provide a path *paths.theory_cards* with ``yaml`` files containing the
+theory cards, and a path *paths.ymldb* with ``yaml`` files containing the dataset-FK mapping.
 If a custom database of mappings is to be used, the path to the folder containing
 this files needs to be explicitly provided:
 
@@ -47,28 +64,16 @@ this files needs to be explicitly provided:
 
   [paths]
   ymldb = "data/yamldb"
+  theory_cards = "data/theory_cards"
 
-These `yaml` files (which should be named `<dataset>.yaml`)
-define a mapping from datasets to FK tables.
-An actual (rather simple) example is the following:
+The mapping from datasets to FK tables is provided by `yaml` files (which should be named `<dataset>.yaml`)
+and a simple example is the following:
 
 ::
 
-  conversion_factor: 1.0
   operands:
   - - HERA_NC_318GEV_EP_SIGMARED
-  operation: 'null'
-  target_dataset: HERACOMBNCEP920
-
-In ``operands`` all the necessary FK tables for the ``target_dataset`` are listed. In this case ``operation`` is
-``NULL`` which means that the FK tables will just be concatenated but other kinds of operations
-can be used (for instance ``ratio``).
 
-Theory Runcards
----------------
-
-You need to provide the necessary theory runcards named with their respective theory ID inside the *paths.theory_cards* folder [1]_.
-For more details about theory runcards you can look at https://eko.readthedocs.io/en/latest/code/IO.html under **Theory Runcards**.
 
 Default Operator Card
 ---------------------
@@ -121,7 +126,7 @@ generated by *pineko* itself starting from this default template.
 Grids
 -----
 
-*pineko* does **NOT** compute grids, which are instead expected input to *pineko*.
+*pineko* does **NOT** compute grids, which are instead expected as input to *pineko*.
 There are typically two ways to obtain grids:
 
 1. computing them from scratch with
@@ -132,10 +137,4 @@ There are typically two ways to obtain grids:
     pineko theory inherit-grids SOURCE_THEORY_ID TARGET_THEORY_ID DATASET1 DATASET2 ...
 
   The relation between the source theory and the target theory is non-trivial
-  (e.g. they may differ by scale variations, different DIS settings, etc)
-
-
-Notes
------
-
-.. [1] this is to be replaced by a binding to the NNPDF theory objects
+  (e.g. they may differ by scale variations, different DIS settings, etc.)
diff --git a/docs/source/overview/running.rst b/docs/source/overview/running.rst
index 0251d0e8..8553cc1e 100644
--- a/docs/source/overview/running.rst
+++ b/docs/source/overview/running.rst
@@ -95,3 +95,37 @@ With the command ``pineko compare`` it is possible to compare the predictions as
 
 again eventually specifying the values of *renormalization* and *factorization* scales with the
 appropriate options.
+
+Using pineko with NNPDF
+"""""""""""""""""""""""
+
+It is possible to use ``pineko`` without providing an explicit mapping between data and grids
+(i.e., without a ``yamldb`` database) or theory cards, by using the data declared in the NNPDF
+repository (which includes a data-theory mapping).
+
+In order to do this you need to install ``pineko`` with the ``nnpdf`` extra, which installs
+the latest version from the ``nnpdf`` repository::
+
+  pip install pineko[nnpdf]
+
+In order to enable ``pineko`` to read the data from ``nnpdf`` it is necessary to set up
+the ``general::nnpdf`` key in the configuration file.
+Note that if you do that, both ``theory_cards`` and ``ymldb`` keys become unnecessary,
+like in the example below.
+
+
+.. code-block:: yaml
+
+  [general]
+  nnpdf = true
+
+  [paths]
+  grids = "data/grids"
+  operator_card_template_name = "../_template.yaml"
+  operator_cards = "data/operator_cards"
+  ekos = "data/ekos"
+  fktables = "data/fktables"
+
+  [paths.logs]
+  eko = "logs/eko"
+  fk = "logs/fk"
diff --git a/poetry.lock b/poetry.lock
index 3f49f9d1..843b04e2 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
 
 [[package]]
 name = "absl-py"
@@ -376,63 +376,63 @@ test-no-images = ["pytest", "pytest-cov", "pytest-xdist", "wurlitzer"]
 
 [[package]]
 name = "coverage"
-version = "7.4.4"
+version = "7.5.0"
 description = "Code coverage measurement for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "coverage-7.4.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:e0be5efd5127542ef31f165de269f77560d6cdef525fffa446de6f7e9186cfb2"},
-    {file = "coverage-7.4.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:ccd341521be3d1b3daeb41960ae94a5e87abe2f46f17224ba5d6f2b8398016cf"},
-    {file = "coverage-7.4.4-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:09fa497a8ab37784fbb20ab699c246053ac294d13fc7eb40ec007a5043ec91f8"},
-    {file = "coverage-7.4.4-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:b1a93009cb80730c9bca5d6d4665494b725b6e8e157c1cb7f2db5b4b122ea562"},
-    {file = "coverage-7.4.4-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:690db6517f09336559dc0b5f55342df62370a48f5469fabf502db2c6d1cffcd2"},
-    {file = "coverage-7.4.4-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:09c3255458533cb76ef55da8cc49ffab9e33f083739c8bd4f58e79fecfe288f7"},
-    {file = "coverage-7.4.4-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:8ce1415194b4a6bd0cdcc3a1dfbf58b63f910dcb7330fe15bdff542c56949f87"},
-    {file = "coverage-7.4.4-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:b91cbc4b195444e7e258ba27ac33769c41b94967919f10037e6355e998af255c"},
-    {file = "coverage-7.4.4-cp310-cp310-win32.whl", hash = "sha256:598825b51b81c808cb6f078dcb972f96af96b078faa47af7dfcdf282835baa8d"},
-    {file = "coverage-7.4.4-cp310-cp310-win_amd64.whl", hash = "sha256:09ef9199ed6653989ebbcaacc9b62b514bb63ea2f90256e71fea3ed74bd8ff6f"},
-    {file = "coverage-7.4.4-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:0f9f50e7ef2a71e2fae92774c99170eb8304e3fdf9c8c3c7ae9bab3e7229c5cf"},
-    {file = "coverage-7.4.4-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:623512f8ba53c422fcfb2ce68362c97945095b864cda94a92edbaf5994201083"},
-    {file = "coverage-7.4.4-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0513b9508b93da4e1716744ef6ebc507aff016ba115ffe8ecff744d1322a7b63"},
-    {file = "coverage-7.4.4-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:40209e141059b9370a2657c9b15607815359ab3ef9918f0196b6fccce8d3230f"},
-    {file = "coverage-7.4.4-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8a2b2b78c78293782fd3767d53e6474582f62443d0504b1554370bde86cc8227"},
-    {file = "coverage-7.4.4-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:73bfb9c09951125d06ee473bed216e2c3742f530fc5acc1383883125de76d9cd"},
-    {file = "coverage-7.4.4-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:1f384c3cc76aeedce208643697fb3e8437604b512255de6d18dae3f27655a384"},
-    {file = "coverage-7.4.4-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:54eb8d1bf7cacfbf2a3186019bcf01d11c666bd495ed18717162f7eb1e9dd00b"},
-    {file = "coverage-7.4.4-cp311-cp311-win32.whl", hash = "sha256:cac99918c7bba15302a2d81f0312c08054a3359eaa1929c7e4b26ebe41e9b286"},
-    {file = "coverage-7.4.4-cp311-cp311-win_amd64.whl", hash = "sha256:b14706df8b2de49869ae03a5ccbc211f4041750cd4a66f698df89d44f4bd30ec"},
-    {file = "coverage-7.4.4-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:201bef2eea65e0e9c56343115ba3814e896afe6d36ffd37bab783261db430f76"},
-    {file = "coverage-7.4.4-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:41c9c5f3de16b903b610d09650e5e27adbfa7f500302718c9ffd1c12cf9d6818"},
-    {file = "coverage-7.4.4-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d898fe162d26929b5960e4e138651f7427048e72c853607f2b200909794ed978"},
-    {file = "coverage-7.4.4-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:3ea79bb50e805cd6ac058dfa3b5c8f6c040cb87fe83de10845857f5535d1db70"},
-    {file = "coverage-7.4.4-cp312-cp312-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ce4b94265ca988c3f8e479e741693d143026632672e3ff924f25fab50518dd51"},
-    {file = "coverage-7.4.4-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:00838a35b882694afda09f85e469c96367daa3f3f2b097d846a7216993d37f4c"},
-    {file = "coverage-7.4.4-cp312-cp312-musllinux_1_1_i686.whl", hash = "sha256:fdfafb32984684eb03c2d83e1e51f64f0906b11e64482df3c5db936ce3839d48"},
-    {file = "coverage-7.4.4-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:69eb372f7e2ece89f14751fbcbe470295d73ed41ecd37ca36ed2eb47512a6ab9"},
-    {file = "coverage-7.4.4-cp312-cp312-win32.whl", hash = "sha256:137eb07173141545e07403cca94ab625cc1cc6bc4c1e97b6e3846270e7e1fea0"},
-    {file = "coverage-7.4.4-cp312-cp312-win_amd64.whl", hash = "sha256:d71eec7d83298f1af3326ce0ff1d0ea83c7cb98f72b577097f9083b20bdaf05e"},
-    {file = "coverage-7.4.4-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:d5ae728ff3b5401cc320d792866987e7e7e880e6ebd24433b70a33b643bb0384"},
-    {file = "coverage-7.4.4-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:cc4f1358cb0c78edef3ed237ef2c86056206bb8d9140e73b6b89fbcfcbdd40e1"},
-    {file = "coverage-7.4.4-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8130a2aa2acb8788e0b56938786c33c7c98562697bf9f4c7d6e8e5e3a0501e4a"},
-    {file = "coverage-7.4.4-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:cf271892d13e43bc2b51e6908ec9a6a5094a4df1d8af0bfc360088ee6c684409"},
-    {file = "coverage-7.4.4-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a4cdc86d54b5da0df6d3d3a2f0b710949286094c3a6700c21e9015932b81447e"},
-    {file = "coverage-7.4.4-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:ae71e7ddb7a413dd60052e90528f2f65270aad4b509563af6d03d53e979feafd"},
-    {file = "coverage-7.4.4-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:38dd60d7bf242c4ed5b38e094baf6401faa114fc09e9e6632374388a404f98e7"},
-    {file = "coverage-7.4.4-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:aa5b1c1bfc28384f1f53b69a023d789f72b2e0ab1b3787aae16992a7ca21056c"},
-    {file = "coverage-7.4.4-cp38-cp38-win32.whl", hash = "sha256:dfa8fe35a0bb90382837b238fff375de15f0dcdb9ae68ff85f7a63649c98527e"},
-    {file = "coverage-7.4.4-cp38-cp38-win_amd64.whl", hash = "sha256:b2991665420a803495e0b90a79233c1433d6ed77ef282e8e152a324bbbc5e0c8"},
-    {file = "coverage-7.4.4-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:3b799445b9f7ee8bf299cfaed6f5b226c0037b74886a4e11515e569b36fe310d"},
-    {file = "coverage-7.4.4-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:b4d33f418f46362995f1e9d4f3a35a1b6322cb959c31d88ae56b0298e1c22357"},
-    {file = "coverage-7.4.4-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:aadacf9a2f407a4688d700e4ebab33a7e2e408f2ca04dbf4aef17585389eff3e"},
-    {file = "coverage-7.4.4-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:7c95949560050d04d46b919301826525597f07b33beba6187d04fa64d47ac82e"},
-    {file = "coverage-7.4.4-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ff7687ca3d7028d8a5f0ebae95a6e4827c5616b31a4ee1192bdfde697db110d4"},
-    {file = "coverage-7.4.4-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:5fc1de20b2d4a061b3df27ab9b7c7111e9a710f10dc2b84d33a4ab25065994ec"},
-    {file = "coverage-7.4.4-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:c74880fc64d4958159fbd537a091d2a585448a8f8508bf248d72112723974cbd"},
-    {file = "coverage-7.4.4-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:742a76a12aa45b44d236815d282b03cfb1de3b4323f3e4ec933acfae08e54ade"},
-    {file = "coverage-7.4.4-cp39-cp39-win32.whl", hash = "sha256:d89d7b2974cae412400e88f35d86af72208e1ede1a541954af5d944a8ba46c57"},
-    {file = "coverage-7.4.4-cp39-cp39-win_amd64.whl", hash = "sha256:9ca28a302acb19b6af89e90f33ee3e1906961f94b54ea37de6737b7ca9d8827c"},
-    {file = "coverage-7.4.4-pp38.pp39.pp310-none-any.whl", hash = "sha256:b2c5edc4ac10a7ef6605a966c58929ec6c1bd0917fb8c15cb3363f65aa40e677"},
-    {file = "coverage-7.4.4.tar.gz", hash = "sha256:c901df83d097649e257e803be22592aedfd5182f07b3cc87d640bbb9afd50f49"},
+    {file = "coverage-7.5.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:432949a32c3e3f820af808db1833d6d1631664d53dd3ce487aa25d574e18ad1c"},
+    {file = "coverage-7.5.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:2bd7065249703cbeb6d4ce679c734bef0ee69baa7bff9724361ada04a15b7e3b"},
+    {file = "coverage-7.5.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:bbfe6389c5522b99768a93d89aca52ef92310a96b99782973b9d11e80511f932"},
+    {file = "coverage-7.5.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:39793731182c4be939b4be0cdecde074b833f6171313cf53481f869937129ed3"},
+    {file = "coverage-7.5.0-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:85a5dbe1ba1bf38d6c63b6d2c42132d45cbee6d9f0c51b52c59aa4afba057517"},
+    {file = "coverage-7.5.0-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:357754dcdfd811462a725e7501a9b4556388e8ecf66e79df6f4b988fa3d0b39a"},
+    {file = "coverage-7.5.0-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:a81eb64feded34f40c8986869a2f764f0fe2db58c0530d3a4afbcde50f314880"},
+    {file = "coverage-7.5.0-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:51431d0abbed3a868e967f8257c5faf283d41ec882f58413cf295a389bb22e58"},
+    {file = "coverage-7.5.0-cp310-cp310-win32.whl", hash = "sha256:f609ebcb0242d84b7adeee2b06c11a2ddaec5464d21888b2c8255f5fd6a98ae4"},
+    {file = "coverage-7.5.0-cp310-cp310-win_amd64.whl", hash = "sha256:6782cd6216fab5a83216cc39f13ebe30adfac2fa72688c5a4d8d180cd52e8f6a"},
+    {file = "coverage-7.5.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:e768d870801f68c74c2b669fc909839660180c366501d4cc4b87efd6b0eee375"},
+    {file = "coverage-7.5.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:84921b10aeb2dd453247fd10de22907984eaf80901b578a5cf0bb1e279a587cb"},
+    {file = "coverage-7.5.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:710c62b6e35a9a766b99b15cdc56d5aeda0914edae8bb467e9c355f75d14ee95"},
+    {file = "coverage-7.5.0-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:c379cdd3efc0658e652a14112d51a7668f6bfca7445c5a10dee7eabecabba19d"},
+    {file = "coverage-7.5.0-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fea9d3ca80bcf17edb2c08a4704259dadac196fe5e9274067e7a20511fad1743"},
+    {file = "coverage-7.5.0-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:41327143c5b1d715f5f98a397608f90ab9ebba606ae4e6f3389c2145410c52b1"},
+    {file = "coverage-7.5.0-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:565b2e82d0968c977e0b0f7cbf25fd06d78d4856289abc79694c8edcce6eb2de"},
+    {file = "coverage-7.5.0-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:cf3539007202ebfe03923128fedfdd245db5860a36810136ad95a564a2fdffff"},
+    {file = "coverage-7.5.0-cp311-cp311-win32.whl", hash = "sha256:bf0b4b8d9caa8d64df838e0f8dcf68fb570c5733b726d1494b87f3da85db3a2d"},
+    {file = "coverage-7.5.0-cp311-cp311-win_amd64.whl", hash = "sha256:9c6384cc90e37cfb60435bbbe0488444e54b98700f727f16f64d8bfda0b84656"},
+    {file = "coverage-7.5.0-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:fed7a72d54bd52f4aeb6c6e951f363903bd7d70bc1cad64dd1f087980d309ab9"},
+    {file = "coverage-7.5.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:cbe6581fcff7c8e262eb574244f81f5faaea539e712a058e6707a9d272fe5b64"},
+    {file = "coverage-7.5.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ad97ec0da94b378e593ef532b980c15e377df9b9608c7c6da3506953182398af"},
+    {file = "coverage-7.5.0-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:bd4bacd62aa2f1a1627352fe68885d6ee694bdaebb16038b6e680f2924a9b2cc"},
+    {file = "coverage-7.5.0-cp312-cp312-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:adf032b6c105881f9d77fa17d9eebe0ad1f9bfb2ad25777811f97c5362aa07f2"},
+    {file = "coverage-7.5.0-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:4ba01d9ba112b55bfa4b24808ec431197bb34f09f66f7cb4fd0258ff9d3711b1"},
+    {file = "coverage-7.5.0-cp312-cp312-musllinux_1_1_i686.whl", hash = "sha256:f0bfe42523893c188e9616d853c47685e1c575fe25f737adf473d0405dcfa7eb"},
+    {file = "coverage-7.5.0-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:a9a7ef30a1b02547c1b23fa9a5564f03c9982fc71eb2ecb7f98c96d7a0db5cf2"},
+    {file = "coverage-7.5.0-cp312-cp312-win32.whl", hash = "sha256:3c2b77f295edb9fcdb6a250f83e6481c679335ca7e6e4a955e4290350f2d22a4"},
+    {file = "coverage-7.5.0-cp312-cp312-win_amd64.whl", hash = "sha256:427e1e627b0963ac02d7c8730ca6d935df10280d230508c0ba059505e9233475"},
+    {file = "coverage-7.5.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:9dd88fce54abbdbf4c42fb1fea0e498973d07816f24c0e27a1ecaf91883ce69e"},
+    {file = "coverage-7.5.0-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:a898c11dca8f8c97b467138004a30133974aacd572818c383596f8d5b2eb04a9"},
+    {file = "coverage-7.5.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:07dfdd492d645eea1bd70fb1d6febdcf47db178b0d99161d8e4eed18e7f62fe7"},
+    {file = "coverage-7.5.0-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:d3d117890b6eee85887b1eed41eefe2e598ad6e40523d9f94c4c4b213258e4a4"},
+    {file = "coverage-7.5.0-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6afd2e84e7da40fe23ca588379f815fb6dbbb1b757c883935ed11647205111cb"},
+    {file = "coverage-7.5.0-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:a9960dd1891b2ddf13a7fe45339cd59ecee3abb6b8326d8b932d0c5da208104f"},
+    {file = "coverage-7.5.0-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:ced268e82af993d7801a9db2dbc1d2322e786c5dc76295d8e89473d46c6b84d4"},
+    {file = "coverage-7.5.0-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:e7c211f25777746d468d76f11719e64acb40eed410d81c26cefac641975beb88"},
+    {file = "coverage-7.5.0-cp38-cp38-win32.whl", hash = "sha256:262fffc1f6c1a26125d5d573e1ec379285a3723363f3bd9c83923c9593a2ac25"},
+    {file = "coverage-7.5.0-cp38-cp38-win_amd64.whl", hash = "sha256:eed462b4541c540d63ab57b3fc69e7d8c84d5957668854ee4e408b50e92ce26a"},
+    {file = "coverage-7.5.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:d0194d654e360b3e6cc9b774e83235bae6b9b2cac3be09040880bb0e8a88f4a1"},
+    {file = "coverage-7.5.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:33c020d3322662e74bc507fb11488773a96894aa82a622c35a5a28673c0c26f5"},
+    {file = "coverage-7.5.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0cbdf2cae14a06827bec50bd58e49249452d211d9caddd8bd80e35b53cb04631"},
+    {file = "coverage-7.5.0-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:3235d7c781232e525b0761730e052388a01548bd7f67d0067a253887c6e8df46"},
+    {file = "coverage-7.5.0-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:db2de4e546f0ec4b2787d625e0b16b78e99c3e21bc1722b4977c0dddf11ca84e"},
+    {file = "coverage-7.5.0-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:4d0e206259b73af35c4ec1319fd04003776e11e859936658cb6ceffdeba0f5be"},
+    {file = "coverage-7.5.0-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:2055c4fb9a6ff624253d432aa471a37202cd8f458c033d6d989be4499aed037b"},
+    {file = "coverage-7.5.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:075299460948cd12722a970c7eae43d25d37989da682997687b34ae6b87c0ef0"},
+    {file = "coverage-7.5.0-cp39-cp39-win32.whl", hash = "sha256:280132aada3bc2f0fac939a5771db4fbb84f245cb35b94fae4994d4c1f80dae7"},
+    {file = "coverage-7.5.0-cp39-cp39-win_amd64.whl", hash = "sha256:c58536f6892559e030e6924896a44098bc1290663ea12532c78cef71d0df8493"},
+    {file = "coverage-7.5.0-pp38.pp39.pp310-none-any.whl", hash = "sha256:2b57780b51084d5223eee7b59f0d4911c31c16ee5aa12737c7a02455829ff067"},
+    {file = "coverage-7.5.0.tar.gz", hash = "sha256:cf62d17310f34084c59c01e027259076479128d11e4661bb6c9acb38c5e19bb8"},
 ]
 
 [package.dependencies]
@@ -458,19 +458,19 @@ tests = ["pytest", "pytest-cov", "pytest-xdist"]
 
 [[package]]
 name = "dask"
-version = "2024.4.1"
+version = "2024.4.2"
 description = "Parallel PyData with Task Scheduling"
 optional = true
 python-versions = ">=3.9"
 files = [
-    {file = "dask-2024.4.1-py3-none-any.whl", hash = "sha256:cac5d28b9de7a7cfde46d6fbd8fa81f5654980d010b44d1dbe04dd13b5b63126"},
-    {file = "dask-2024.4.1.tar.gz", hash = "sha256:6cd8eb03ddc8dc08d6ca5b167b8de559872bc51cc2b6587d0e9dc754ab19cdf0"},
+    {file = "dask-2024.4.2-py3-none-any.whl", hash = "sha256:56fbe92472e3b323ab7beaf2dc8437d48066ac21aa9c2c17ac40d2b6f7b4c414"},
+    {file = "dask-2024.4.2.tar.gz", hash = "sha256:3d7a516468d96e72581b84c7bb00172366f30d24c689ea4e9bd1334ab6d98f8a"},
 ]
 
 [package.dependencies]
 click = ">=8.1"
 cloudpickle = ">=1.5.0"
-distributed = {version = "2024.4.1", optional = true, markers = "extra == \"distributed\""}
+distributed = {version = "2024.4.2", optional = true, markers = "extra == \"distributed\""}
 fsspec = ">=2021.09.0"
 importlib-metadata = {version = ">=4.13.0", markers = "python_version < \"3.12\""}
 packaging = ">=20.0"
@@ -483,7 +483,7 @@ array = ["numpy (>=1.21)"]
 complete = ["dask[array,dataframe,diagnostics,distributed]", "lz4 (>=4.3.2)", "pyarrow (>=7.0)", "pyarrow-hotfix"]
 dataframe = ["dask-expr (>=1.0,<1.1)", "dask[array]", "pandas (>=1.3)"]
 diagnostics = ["bokeh (>=2.4.2)", "jinja2 (>=2.10.3)"]
-distributed = ["distributed (==2024.4.1)"]
+distributed = ["distributed (==2024.4.2)"]
 test = ["pandas[test]", "pre-commit", "pytest", "pytest-cov", "pytest-rerunfailures", "pytest-timeout", "pytest-xdist"]
 
 [[package]]
@@ -514,19 +514,19 @@ profile = ["gprof2dot (>=2022.7.29)"]
 
 [[package]]
 name = "distributed"
-version = "2024.4.1"
+version = "2024.4.2"
 description = "Distributed scheduler for Dask"
 optional = true
 python-versions = ">=3.9"
 files = [
-    {file = "distributed-2024.4.1-py3-none-any.whl", hash = "sha256:7c8bdf893670e7425119f146d451f67475215a5d40f28b6d70fdab97f5656ccf"},
-    {file = "distributed-2024.4.1.tar.gz", hash = "sha256:ae6868395b0c10caf929c63df309cfc8cc2911ecb5d834cff7e4436f760a70cd"},
+    {file = "distributed-2024.4.2-py3-none-any.whl", hash = "sha256:801d3b5e5fe5273d0da335db527a12568ee9ad3368eba6a735bb852cf6753dac"},
+    {file = "distributed-2024.4.2.tar.gz", hash = "sha256:58e86c407f499b782ecc62b712723d05265c7e8c76ee870b1c3c32e4dfcf1893"},
 ]
 
 [package.dependencies]
 click = ">=8.0"
 cloudpickle = ">=1.5.0"
-dask = "2024.4.1"
+dask = "2024.4.2"
 jinja2 = ">=2.10.3"
 locket = ">=1.0.0"
 msgpack = ">=1.0.0"
@@ -575,13 +575,13 @@ mark = ["banana-hep (>=0.6.12,<0.7.0)", "matplotlib (>=3.5.1,<4.0.0)", "pandas (
 
 [[package]]
 name = "exceptiongroup"
-version = "1.2.0"
+version = "1.2.1"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "exceptiongroup-1.2.0-py3-none-any.whl", hash = "sha256:4bfd3996ac73b41e9b9628b04e079f193850720ea5945fc96a08633c66912f14"},
-    {file = "exceptiongroup-1.2.0.tar.gz", hash = "sha256:91f5c769735f051a4290d52edd0858999b57e5876e9f85937691bd4c9fa3ed68"},
+    {file = "exceptiongroup-1.2.1-py3-none-any.whl", hash = "sha256:5258b9ed329c5bbdd31a309f53cbfb0b155341807f6ff7606a1e801a891b29ad"},
+    {file = "exceptiongroup-1.2.1.tar.gz", hash = "sha256:a4785e48b045528f5bfe627b6ad554ff32def154f42372786903b7abcfe1aa16"},
 ]
 
 [package.extras]
@@ -882,69 +882,61 @@ test = ["objgraph", "psutil"]
 
 [[package]]
 name = "grpcio"
-version = "1.62.1"
+version = "1.63.0"
 description = "HTTP/2-based RPC framework"
 optional = true
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "grpcio-1.62.1-cp310-cp310-linux_armv7l.whl", hash = "sha256:179bee6f5ed7b5f618844f760b6acf7e910988de77a4f75b95bbfaa8106f3c1e"},
-    {file = "grpcio-1.62.1-cp310-cp310-macosx_12_0_universal2.whl", hash = "sha256:48611e4fa010e823ba2de8fd3f77c1322dd60cb0d180dc6630a7e157b205f7ea"},
-    {file = "grpcio-1.62.1-cp310-cp310-manylinux_2_17_aarch64.whl", hash = "sha256:b2a0e71b0a2158aa4bce48be9f8f9eb45cbd17c78c7443616d00abbe2a509f6d"},
-    {file = "grpcio-1.62.1-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:fbe80577c7880911d3ad65e5ecc997416c98f354efeba2f8d0f9112a67ed65a5"},
-    {file = "grpcio-1.62.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:58f6c693d446964e3292425e1d16e21a97a48ba9172f2d0df9d7b640acb99243"},
-    {file = "grpcio-1.62.1-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:77c339403db5a20ef4fed02e4d1a9a3d9866bf9c0afc77a42234677313ea22f3"},
-    {file = "grpcio-1.62.1-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:b5a4ea906db7dec694098435d84bf2854fe158eb3cd51e1107e571246d4d1d70"},
-    {file = "grpcio-1.62.1-cp310-cp310-win32.whl", hash = "sha256:4187201a53f8561c015bc745b81a1b2d278967b8de35f3399b84b0695e281d5f"},
-    {file = "grpcio-1.62.1-cp310-cp310-win_amd64.whl", hash = "sha256:844d1f3fb11bd1ed362d3fdc495d0770cfab75761836193af166fee113421d66"},
-    {file = "grpcio-1.62.1-cp311-cp311-linux_armv7l.whl", hash = "sha256:833379943d1728a005e44103f17ecd73d058d37d95783eb8f0b28ddc1f54d7b2"},
-    {file = "grpcio-1.62.1-cp311-cp311-macosx_10_10_universal2.whl", hash = "sha256:c7fcc6a32e7b7b58f5a7d27530669337a5d587d4066060bcb9dee7a8c833dfb7"},
-    {file = "grpcio-1.62.1-cp311-cp311-manylinux_2_17_aarch64.whl", hash = "sha256:fa7d28eb4d50b7cbe75bb8b45ed0da9a1dc5b219a0af59449676a29c2eed9698"},
-    {file = "grpcio-1.62.1-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:48f7135c3de2f298b833be8b4ae20cafe37091634e91f61f5a7eb3d61ec6f660"},
-    {file = "grpcio-1.62.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:71f11fd63365ade276c9d4a7b7df5c136f9030e3457107e1791b3737a9b9ed6a"},
-    {file = "grpcio-1.62.1-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:4b49fd8fe9f9ac23b78437da94c54aa7e9996fbb220bac024a67469ce5d0825f"},
-    {file = "grpcio-1.62.1-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:482ae2ae78679ba9ed5752099b32e5fe580443b4f798e1b71df412abf43375db"},
-    {file = "grpcio-1.62.1-cp311-cp311-win32.whl", hash = "sha256:1faa02530b6c7426404372515fe5ddf66e199c2ee613f88f025c6f3bd816450c"},
-    {file = "grpcio-1.62.1-cp311-cp311-win_amd64.whl", hash = "sha256:5bd90b8c395f39bc82a5fb32a0173e220e3f401ff697840f4003e15b96d1befc"},
-    {file = "grpcio-1.62.1-cp312-cp312-linux_armv7l.whl", hash = "sha256:b134d5d71b4e0837fff574c00e49176051a1c532d26c052a1e43231f252d813b"},
-    {file = "grpcio-1.62.1-cp312-cp312-macosx_10_10_universal2.whl", hash = "sha256:d1f6c96573dc09d50dbcbd91dbf71d5cf97640c9427c32584010fbbd4c0e0037"},
-    {file = "grpcio-1.62.1-cp312-cp312-manylinux_2_17_aarch64.whl", hash = "sha256:359f821d4578f80f41909b9ee9b76fb249a21035a061a327f91c953493782c31"},
-    {file = "grpcio-1.62.1-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:a485f0c2010c696be269184bdb5ae72781344cb4e60db976c59d84dd6354fac9"},
-    {file = "grpcio-1.62.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b50b09b4dc01767163d67e1532f948264167cd27f49e9377e3556c3cba1268e1"},
-    {file = "grpcio-1.62.1-cp312-cp312-musllinux_1_1_i686.whl", hash = "sha256:3227c667dccbe38f2c4d943238b887bac588d97c104815aecc62d2fd976e014b"},
-    {file = "grpcio-1.62.1-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:3952b581eb121324853ce2b191dae08badb75cd493cb4e0243368aa9e61cfd41"},
-    {file = "grpcio-1.62.1-cp312-cp312-win32.whl", hash = "sha256:83a17b303425104d6329c10eb34bba186ffa67161e63fa6cdae7776ff76df73f"},
-    {file = "grpcio-1.62.1-cp312-cp312-win_amd64.whl", hash = "sha256:6696ffe440333a19d8d128e88d440f91fb92c75a80ce4b44d55800e656a3ef1d"},
-    {file = "grpcio-1.62.1-cp37-cp37m-linux_armv7l.whl", hash = "sha256:e3393b0823f938253370ebef033c9fd23d27f3eae8eb9a8f6264900c7ea3fb5a"},
-    {file = "grpcio-1.62.1-cp37-cp37m-macosx_10_10_universal2.whl", hash = "sha256:83e7ccb85a74beaeae2634f10eb858a0ed1a63081172649ff4261f929bacfd22"},
-    {file = "grpcio-1.62.1-cp37-cp37m-manylinux_2_17_aarch64.whl", hash = "sha256:882020c87999d54667a284c7ddf065b359bd00251fcd70279ac486776dbf84ec"},
-    {file = "grpcio-1.62.1-cp37-cp37m-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:a10383035e864f386fe096fed5c47d27a2bf7173c56a6e26cffaaa5a361addb1"},
-    {file = "grpcio-1.62.1-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:960edebedc6b9ada1ef58e1c71156f28689978188cd8cff3b646b57288a927d9"},
-    {file = "grpcio-1.62.1-cp37-cp37m-musllinux_1_1_i686.whl", hash = "sha256:23e2e04b83f347d0aadde0c9b616f4726c3d76db04b438fd3904b289a725267f"},
-    {file = "grpcio-1.62.1-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:978121758711916d34fe57c1f75b79cdfc73952f1481bb9583399331682d36f7"},
-    {file = "grpcio-1.62.1-cp37-cp37m-win_amd64.whl", hash = "sha256:9084086190cc6d628f282e5615f987288b95457292e969b9205e45b442276407"},
-    {file = "grpcio-1.62.1-cp38-cp38-linux_armv7l.whl", hash = "sha256:22bccdd7b23c420a27fd28540fb5dcbc97dc6be105f7698cb0e7d7a420d0e362"},
-    {file = "grpcio-1.62.1-cp38-cp38-macosx_10_10_universal2.whl", hash = "sha256:8999bf1b57172dbc7c3e4bb3c732658e918f5c333b2942243f10d0d653953ba9"},
-    {file = "grpcio-1.62.1-cp38-cp38-manylinux_2_17_aarch64.whl", hash = "sha256:d9e52558b8b8c2f4ac05ac86344a7417ccdd2b460a59616de49eb6933b07a0bd"},
-    {file = "grpcio-1.62.1-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:1714e7bc935780bc3de1b3fcbc7674209adf5208ff825799d579ffd6cd0bd505"},
-    {file = "grpcio-1.62.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c8842ccbd8c0e253c1f189088228f9b433f7a93b7196b9e5b6f87dba393f5d5d"},
-    {file = "grpcio-1.62.1-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:1f1e7b36bdff50103af95a80923bf1853f6823dd62f2d2a2524b66ed74103e49"},
-    {file = "grpcio-1.62.1-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:bba97b8e8883a8038606480d6b6772289f4c907f6ba780fa1f7b7da7dfd76f06"},
-    {file = "grpcio-1.62.1-cp38-cp38-win32.whl", hash = "sha256:a7f615270fe534548112a74e790cd9d4f5509d744dd718cd442bf016626c22e4"},
-    {file = "grpcio-1.62.1-cp38-cp38-win_amd64.whl", hash = "sha256:e6c8c8693df718c5ecbc7babb12c69a4e3677fd11de8886f05ab22d4e6b1c43b"},
-    {file = "grpcio-1.62.1-cp39-cp39-linux_armv7l.whl", hash = "sha256:73db2dc1b201d20ab7083e7041946910bb991e7e9761a0394bbc3c2632326483"},
-    {file = "grpcio-1.62.1-cp39-cp39-macosx_10_10_universal2.whl", hash = "sha256:407b26b7f7bbd4f4751dbc9767a1f0716f9fe72d3d7e96bb3ccfc4aace07c8de"},
-    {file = "grpcio-1.62.1-cp39-cp39-manylinux_2_17_aarch64.whl", hash = "sha256:f8de7c8cef9261a2d0a62edf2ccea3d741a523c6b8a6477a340a1f2e417658de"},
-    {file = "grpcio-1.62.1-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:9bd5c8a1af40ec305d001c60236308a67e25419003e9bb3ebfab5695a8d0b369"},
-    {file = "grpcio-1.62.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:be0477cb31da67846a33b1a75c611f88bfbcd427fe17701b6317aefceee1b96f"},
-    {file = "grpcio-1.62.1-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:60dcd824df166ba266ee0cfaf35a31406cd16ef602b49f5d4dfb21f014b0dedd"},
-    {file = "grpcio-1.62.1-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:973c49086cabab773525f6077f95e5a993bfc03ba8fc32e32f2c279497780585"},
-    {file = "grpcio-1.62.1-cp39-cp39-win32.whl", hash = "sha256:12859468e8918d3bd243d213cd6fd6ab07208195dc140763c00dfe901ce1e1b4"},
-    {file = "grpcio-1.62.1-cp39-cp39-win_amd64.whl", hash = "sha256:b7209117bbeebdfa5d898205cc55153a51285757902dd73c47de498ad4d11332"},
-    {file = "grpcio-1.62.1.tar.gz", hash = "sha256:6c455e008fa86d9e9a9d85bb76da4277c0d7d9668a3bfa70dbe86e9f3c759947"},
-]
-
-[package.extras]
-protobuf = ["grpcio-tools (>=1.62.1)"]
+    {file = "grpcio-1.63.0-cp310-cp310-linux_armv7l.whl", hash = "sha256:2e93aca840c29d4ab5db93f94ed0a0ca899e241f2e8aec6334ab3575dc46125c"},
+    {file = "grpcio-1.63.0-cp310-cp310-macosx_12_0_universal2.whl", hash = "sha256:91b73d3f1340fefa1e1716c8c1ec9930c676d6b10a3513ab6c26004cb02d8b3f"},
+    {file = "grpcio-1.63.0-cp310-cp310-manylinux_2_17_aarch64.whl", hash = "sha256:b3afbd9d6827fa6f475a4f91db55e441113f6d3eb9b7ebb8fb806e5bb6d6bd0d"},
+    {file = "grpcio-1.63.0-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:8f3f6883ce54a7a5f47db43289a0a4c776487912de1a0e2cc83fdaec9685cc9f"},
+    {file = "grpcio-1.63.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:cf8dae9cc0412cb86c8de5a8f3be395c5119a370f3ce2e69c8b7d46bb9872c8d"},
+    {file = "grpcio-1.63.0-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:08e1559fd3b3b4468486b26b0af64a3904a8dbc78d8d936af9c1cf9636eb3e8b"},
+    {file = "grpcio-1.63.0-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:5c039ef01516039fa39da8a8a43a95b64e288f79f42a17e6c2904a02a319b357"},
+    {file = "grpcio-1.63.0-cp310-cp310-win32.whl", hash = "sha256:ad2ac8903b2eae071055a927ef74121ed52d69468e91d9bcbd028bd0e554be6d"},
+    {file = "grpcio-1.63.0-cp310-cp310-win_amd64.whl", hash = "sha256:b2e44f59316716532a993ca2966636df6fbe7be4ab6f099de6815570ebe4383a"},
+    {file = "grpcio-1.63.0-cp311-cp311-linux_armv7l.whl", hash = "sha256:f28f8b2db7b86c77916829d64ab21ff49a9d8289ea1564a2b2a3a8ed9ffcccd3"},
+    {file = "grpcio-1.63.0-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:65bf975639a1f93bee63ca60d2e4951f1b543f498d581869922910a476ead2f5"},
+    {file = "grpcio-1.63.0-cp311-cp311-manylinux_2_17_aarch64.whl", hash = "sha256:b5194775fec7dc3dbd6a935102bb156cd2c35efe1685b0a46c67b927c74f0cfb"},
+    {file = "grpcio-1.63.0-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e4cbb2100ee46d024c45920d16e888ee5d3cf47c66e316210bc236d5bebc42b3"},
+    {file = "grpcio-1.63.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1ff737cf29b5b801619f10e59b581869e32f400159e8b12d7a97e7e3bdeee6a2"},
+    {file = "grpcio-1.63.0-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:cd1e68776262dd44dedd7381b1a0ad09d9930ffb405f737d64f505eb7f77d6c7"},
+    {file = "grpcio-1.63.0-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:93f45f27f516548e23e4ec3fbab21b060416007dbe768a111fc4611464cc773f"},
+    {file = "grpcio-1.63.0-cp311-cp311-win32.whl", hash = "sha256:878b1d88d0137df60e6b09b74cdb73db123f9579232c8456f53e9abc4f62eb3c"},
+    {file = "grpcio-1.63.0-cp311-cp311-win_amd64.whl", hash = "sha256:756fed02dacd24e8f488f295a913f250b56b98fb793f41d5b2de6c44fb762434"},
+    {file = "grpcio-1.63.0-cp312-cp312-linux_armv7l.whl", hash = "sha256:93a46794cc96c3a674cdfb59ef9ce84d46185fe9421baf2268ccb556f8f81f57"},
+    {file = "grpcio-1.63.0-cp312-cp312-macosx_10_9_universal2.whl", hash = "sha256:a7b19dfc74d0be7032ca1eda0ed545e582ee46cd65c162f9e9fc6b26ef827dc6"},
+    {file = "grpcio-1.63.0-cp312-cp312-manylinux_2_17_aarch64.whl", hash = "sha256:8064d986d3a64ba21e498b9a376cbc5d6ab2e8ab0e288d39f266f0fca169b90d"},
+    {file = "grpcio-1.63.0-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:219bb1848cd2c90348c79ed0a6b0ea51866bc7e72fa6e205e459fedab5770172"},
+    {file = "grpcio-1.63.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a2d60cd1d58817bc5985fae6168d8b5655c4981d448d0f5b6194bbcc038090d2"},
+    {file = "grpcio-1.63.0-cp312-cp312-musllinux_1_1_i686.whl", hash = "sha256:9e350cb096e5c67832e9b6e018cf8a0d2a53b2a958f6251615173165269a91b0"},
+    {file = "grpcio-1.63.0-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:56cdf96ff82e3cc90dbe8bac260352993f23e8e256e063c327b6cf9c88daf7a9"},
+    {file = "grpcio-1.63.0-cp312-cp312-win32.whl", hash = "sha256:3a6d1f9ea965e750db7b4ee6f9fdef5fdf135abe8a249e75d84b0a3e0c668a1b"},
+    {file = "grpcio-1.63.0-cp312-cp312-win_amd64.whl", hash = "sha256:d2497769895bb03efe3187fb1888fc20e98a5f18b3d14b606167dacda5789434"},
+    {file = "grpcio-1.63.0-cp38-cp38-linux_armv7l.whl", hash = "sha256:fdf348ae69c6ff484402cfdb14e18c1b0054ac2420079d575c53a60b9b2853ae"},
+    {file = "grpcio-1.63.0-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:a3abfe0b0f6798dedd2e9e92e881d9acd0fdb62ae27dcbbfa7654a57e24060c0"},
+    {file = "grpcio-1.63.0-cp38-cp38-manylinux_2_17_aarch64.whl", hash = "sha256:6ef0ad92873672a2a3767cb827b64741c363ebaa27e7f21659e4e31f4d750280"},
+    {file = "grpcio-1.63.0-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:b416252ac5588d9dfb8a30a191451adbf534e9ce5f56bb02cd193f12d8845b7f"},
+    {file = "grpcio-1.63.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e3b77eaefc74d7eb861d3ffbdf91b50a1bb1639514ebe764c47773b833fa2d91"},
+    {file = "grpcio-1.63.0-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:b005292369d9c1f80bf70c1db1c17c6c342da7576f1c689e8eee4fb0c256af85"},
+    {file = "grpcio-1.63.0-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:cdcda1156dcc41e042d1e899ba1f5c2e9f3cd7625b3d6ebfa619806a4c1aadda"},
+    {file = "grpcio-1.63.0-cp38-cp38-win32.whl", hash = "sha256:01799e8649f9e94ba7db1aeb3452188048b0019dc37696b0f5ce212c87c560c3"},
+    {file = "grpcio-1.63.0-cp38-cp38-win_amd64.whl", hash = "sha256:6a1a3642d76f887aa4009d92f71eb37809abceb3b7b5a1eec9c554a246f20e3a"},
+    {file = "grpcio-1.63.0-cp39-cp39-linux_armv7l.whl", hash = "sha256:75f701ff645858a2b16bc8c9fc68af215a8bb2d5a9b647448129de6e85d52bce"},
+    {file = "grpcio-1.63.0-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:cacdef0348a08e475a721967f48206a2254a1b26ee7637638d9e081761a5ba86"},
+    {file = "grpcio-1.63.0-cp39-cp39-manylinux_2_17_aarch64.whl", hash = "sha256:0697563d1d84d6985e40ec5ec596ff41b52abb3fd91ec240e8cb44a63b895094"},
+    {file = "grpcio-1.63.0-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:6426e1fb92d006e47476d42b8f240c1d916a6d4423c5258ccc5b105e43438f61"},
+    {file = "grpcio-1.63.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e48cee31bc5f5a31fb2f3b573764bd563aaa5472342860edcc7039525b53e46a"},
+    {file = "grpcio-1.63.0-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:50344663068041b34a992c19c600236e7abb42d6ec32567916b87b4c8b8833b3"},
+    {file = "grpcio-1.63.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:259e11932230d70ef24a21b9fb5bb947eb4703f57865a404054400ee92f42f5d"},
+    {file = "grpcio-1.63.0-cp39-cp39-win32.whl", hash = "sha256:a44624aad77bf8ca198c55af811fd28f2b3eaf0a50ec5b57b06c034416ef2d0a"},
+    {file = "grpcio-1.63.0-cp39-cp39-win_amd64.whl", hash = "sha256:166e5c460e5d7d4656ff9e63b13e1f6029b122104c1633d5f37eaea348d7356d"},
+    {file = "grpcio-1.63.0.tar.gz", hash = "sha256:f3023e14805c61bc439fb40ca545ac3d5740ce66120a678a3c6c2c55b70343d1"},
+]
+
+[package.extras]
+protobuf = ["grpcio-tools (>=1.63.0)"]
 
 [[package]]
 name = "h5py"
@@ -1165,13 +1157,13 @@ i18n = ["Babel (>=2.7)"]
 
 [[package]]
 name = "keras"
-version = "3.2.1"
+version = "3.3.3"
 description = "Multi-backend Keras."
 optional = true
 python-versions = ">=3.9"
 files = [
-    {file = "keras-3.2.1-py3-none-any.whl", hash = "sha256:0be1e89b041e697be562d8422ecb958ee5481acfc089913200926c561d258a03"},
-    {file = "keras-3.2.1.tar.gz", hash = "sha256:966abbf0dfc1f9725f6293fb2a04ec83f56cd2a800990b38d1a03041255214a7"},
+    {file = "keras-3.3.3-py3-none-any.whl", hash = "sha256:260df9ef71c6b89eb6816ce1c60f139c38ccdddd16f24e7005d2be127cdef8e4"},
+    {file = "keras-3.3.3.tar.gz", hash = "sha256:f2fdffc8434fd77045cf8fb21816dbaa2308d5f76974ca924b2f60b40433b1a0"},
 ]
 
 [package.dependencies]
@@ -1333,7 +1325,6 @@ description = "Clang Python Bindings, mirrored from the official LLVM repo: http
 optional = true
 python-versions = "*"
 files = [
-    {file = "libclang-18.1.1-py2.py3-none-macosx_10_9_x86_64.whl", hash = "sha256:6f14c3f194704e5d09769108f03185fce7acaf1d1ae4bbb2f30a72c2400cb7c5"},
     {file = "libclang-18.1.1-py2.py3-none-macosx_11_0_arm64.whl", hash = "sha256:83ce5045d101b669ac38e6da8e58765f12da2d3aafb3b9b98d88b286a60964d8"},
     {file = "libclang-18.1.1-py2.py3-none-manylinux2010_x86_64.whl", hash = "sha256:c533091d8a3bbf7460a00cb6c1a71da93bffe148f172c7d03b1c31fbf8aa2a0b"},
     {file = "libclang-18.1.1-py2.py3-none-manylinux2014_aarch64.whl", hash = "sha256:54dda940a4a0491a9d1532bf071ea3ef26e6dbaf03b5000ed94dd7174e8f9592"},
@@ -1781,7 +1772,7 @@ tests = ["hypothesis", "pytest", "pytest-mpl"]
 type = "git"
 url = "https://github.com/NNPDF/nnpdf"
 reference = "HEAD"
-resolved_reference = "3ff2773aab60d48c9aa57f926a7d718dabc62a8e"
+resolved_reference = "400e5c1d543ea30dd8d497729a31bca0ab479bb8"
 
 [[package]]
 name = "numba"
@@ -2332,28 +2323,29 @@ test = ["pytest", "pytest-cov"]
 
 [[package]]
 name = "platformdirs"
-version = "4.2.0"
-description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+version = "4.2.1"
+description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "platformdirs-4.2.0-py3-none-any.whl", hash = "sha256:0614df2a2f37e1a662acbd8e2b25b92ccf8632929bc6d43467e17fe89c75e068"},
-    {file = "platformdirs-4.2.0.tar.gz", hash = "sha256:ef0cc731df711022c174543cb70a9b5bd22e5a9337c8624ef2c2ceb8ddad8768"},
+    {file = "platformdirs-4.2.1-py3-none-any.whl", hash = "sha256:17d5a1161b3fd67b390023cb2d3b026bbd40abde6fdb052dfbd3a29c3ba22ee1"},
+    {file = "platformdirs-4.2.1.tar.gz", hash = "sha256:031cd18d4ec63ec53e82dceaac0417d218a6863f7745dfcc9efe7793b7039bdf"},
 ]
 
 [package.extras]
 docs = ["furo (>=2023.9.10)", "proselint (>=0.13)", "sphinx (>=7.2.6)", "sphinx-autodoc-typehints (>=1.25.2)"]
 test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4.3)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)"]
+type = ["mypy (>=1.8)"]
 
 [[package]]
 name = "pluggy"
-version = "1.4.0"
+version = "1.5.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "pluggy-1.4.0-py3-none-any.whl", hash = "sha256:7db9f7b503d67d1c5b95f59773ebb58a8c1c288129a88665838012cfb07b8981"},
-    {file = "pluggy-1.4.0.tar.gz", hash = "sha256:8c85c2876142a764e5b7548e7d9a0e0ddb46f5185161049a79b7e974454223be"},
+    {file = "pluggy-1.5.0-py3-none-any.whl", hash = "sha256:44e1ad92c8ca002de6377e165f3e0f1be63266ab4d554740532335b9d75ea669"},
+    {file = "pluggy-1.5.0.tar.gz", hash = "sha256:2cffa88e94fdc978c4c574f15f9e59b7f4201d439195c3715ca9e2486f1d0cf1"},
 ]
 
 [package.extras]
@@ -2789,6 +2781,7 @@ files = [
     {file = "PyYAML-6.0.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:69b023b2b4daa7548bcfbd4aa3da05b3a74b772db9e23b982788168117739938"},
     {file = "PyYAML-6.0.1-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:81e0b275a9ecc9c0c0c07b4b90ba548307583c125f54d5b6946cfee6360c733d"},
     {file = "PyYAML-6.0.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ba336e390cd8e4d1739f42dfe9bb83a3cc2e80f567d8805e11b46f4a943f5515"},
+    {file = "PyYAML-6.0.1-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:326c013efe8048858a6d312ddd31d56e468118ad4cdeda36c719bf5bb6192290"},
     {file = "PyYAML-6.0.1-cp310-cp310-win32.whl", hash = "sha256:bd4af7373a854424dabd882decdc5579653d7868b8fb26dc7d0e99f823aa5924"},
     {file = "PyYAML-6.0.1-cp310-cp310-win_amd64.whl", hash = "sha256:fd1592b3fdf65fff2ad0004b5e363300ef59ced41c2e6b3a99d4089fa8c5435d"},
     {file = "PyYAML-6.0.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:6965a7bc3cf88e5a1c3bd2e0b5c22f8d677dc88a455344035f03399034eb3007"},
@@ -2796,8 +2789,16 @@ files = [
     {file = "PyYAML-6.0.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:42f8152b8dbc4fe7d96729ec2b99c7097d656dc1213a3229ca5383f973a5ed6d"},
     {file = "PyYAML-6.0.1-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:062582fca9fabdd2c8b54a3ef1c978d786e0f6b3a1510e0ac93ef59e0ddae2bc"},
     {file = "PyYAML-6.0.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d2b04aac4d386b172d5b9692e2d2da8de7bfb6c387fa4f801fbf6fb2e6ba4673"},
+    {file = "PyYAML-6.0.1-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:e7d73685e87afe9f3b36c799222440d6cf362062f78be1013661b00c5c6f678b"},
     {file = "PyYAML-6.0.1-cp311-cp311-win32.whl", hash = "sha256:1635fd110e8d85d55237ab316b5b011de701ea0f29d07611174a1b42f1444741"},
     {file = "PyYAML-6.0.1-cp311-cp311-win_amd64.whl", hash = "sha256:bf07ee2fef7014951eeb99f56f39c9bb4af143d8aa3c21b1677805985307da34"},
+    {file = "PyYAML-6.0.1-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:855fb52b0dc35af121542a76b9a84f8d1cd886ea97c84703eaa6d88e37a2ad28"},
+    {file = "PyYAML-6.0.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:40df9b996c2b73138957fe23a16a4f0ba614f4c0efce1e9406a184b6d07fa3a9"},
+    {file = "PyYAML-6.0.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a08c6f0fe150303c1c6b71ebcd7213c2858041a7e01975da3a99aed1e7a378ef"},
+    {file = "PyYAML-6.0.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6c22bec3fbe2524cde73d7ada88f6566758a8f7227bfbf93a408a9d86bcc12a0"},
+    {file = "PyYAML-6.0.1-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:8d4e9c88387b0f5c7d5f281e55304de64cf7f9c0021a3525bd3b1c542da3b0e4"},
+    {file = "PyYAML-6.0.1-cp312-cp312-win32.whl", hash = "sha256:d483d2cdf104e7c9fa60c544d92981f12ad66a457afae824d146093b8c294c54"},
+    {file = "PyYAML-6.0.1-cp312-cp312-win_amd64.whl", hash = "sha256:0d3304d8c0adc42be59c5f8a4d9e3d7379e6955ad754aa9d6ab7a398b59dd1df"},
     {file = "PyYAML-6.0.1-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:50550eb667afee136e9a77d6dc71ae76a44df8b3e51e41b77f6de2932bfe0f47"},
     {file = "PyYAML-6.0.1-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1fe35611261b29bd1de0070f0b2f47cb6ff71fa6595c077e42bd0c419fa27b98"},
     {file = "PyYAML-6.0.1-cp36-cp36m-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:704219a11b772aea0d8ecd7058d0082713c3562b4e271b849ad7dc4a5c90c13c"},
@@ -2814,6 +2815,7 @@ files = [
     {file = "PyYAML-6.0.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a0cd17c15d3bb3fa06978b4e8958dcdc6e0174ccea823003a106c7d4d7899ac5"},
     {file = "PyYAML-6.0.1-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:28c119d996beec18c05208a8bd78cbe4007878c6dd15091efb73a30e90539696"},
     {file = "PyYAML-6.0.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7e07cbde391ba96ab58e532ff4803f79c4129397514e1413a7dc761ccd755735"},
+    {file = "PyYAML-6.0.1-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:49a183be227561de579b4a36efbb21b3eab9651dd81b1858589f796549873dd6"},
     {file = "PyYAML-6.0.1-cp38-cp38-win32.whl", hash = "sha256:184c5108a2aca3c5b3d3bf9395d50893a7ab82a38004c8f61c258d4428e80206"},
     {file = "PyYAML-6.0.1-cp38-cp38-win_amd64.whl", hash = "sha256:1e2722cc9fbb45d9b87631ac70924c11d3a401b2d7f410cc0e3bbf249f2dca62"},
     {file = "PyYAML-6.0.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:9eb6caa9a297fc2c2fb8862bc5370d0303ddba53ba97e71f08023b6cd73d16a8"},
@@ -2821,6 +2823,7 @@ files = [
     {file = "PyYAML-6.0.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5773183b6446b2c99bb77e77595dd486303b4faab2b086e7b17bc6bef28865f6"},
     {file = "PyYAML-6.0.1-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:b786eecbdf8499b9ca1d697215862083bd6d2a99965554781d0d8d1ad31e13a0"},
     {file = "PyYAML-6.0.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bc1bf2925a1ecd43da378f4db9e4f799775d6367bdb94671027b73b393a7c42c"},
+    {file = "PyYAML-6.0.1-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:04ac92ad1925b2cff1db0cfebffb6ffc43457495c9b3c39d3fcae417d7125dc5"},
     {file = "PyYAML-6.0.1-cp39-cp39-win32.whl", hash = "sha256:faca3bdcf85b2fc05d06ff3fbc1f83e1391b3e724afa3feba7d13eeab355484c"},
     {file = "PyYAML-6.0.1-cp39-cp39-win_amd64.whl", hash = "sha256:510c9deebc5c0225e8c96813043e62b680ba2f9c50a08d3724c7f28a747d1486"},
     {file = "PyYAML-6.0.1.tar.gz", hash = "sha256:bfdf460b1736c775f2ba9f6a92bca30bc2095067b8a9d77876d1fad6cc3b4a43"},
@@ -3084,13 +3087,13 @@ files = [
 
 [[package]]
 name = "sphinx"
-version = "7.3.5"
+version = "7.3.7"
 description = "Python documentation generator"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "sphinx-7.3.5-py3-none-any.whl", hash = "sha256:e6a8f418321429669ef9c1e20c1f294b3fe1f248206b46044c86e1545480687f"},
-    {file = "sphinx-7.3.5.tar.gz", hash = "sha256:30d03bbaa53b77d38863fd6b95cc4edb4a84a1512787b3b0c12fb3b4fb25d9e9"},
+    {file = "sphinx-7.3.7-py3-none-any.whl", hash = "sha256:413f75440be4cacf328f580b4274ada4565fb2187d696a84970c23f77b64d8c3"},
+    {file = "sphinx-7.3.7.tar.gz", hash = "sha256:a4a7db75ed37531c05002d56ed6948d4c42f473a36f46e1382b0bd76ca9627bc"},
 ]
 
 [package.dependencies]
@@ -3466,32 +3469,35 @@ and-cuda = ["nvidia-cublas-cu12 (==12.3.4.1)", "nvidia-cuda-cupti-cu12 (==12.3.1
 
 [[package]]
 name = "tensorflow-io-gcs-filesystem"
-version = "0.36.0"
+version = "0.37.0"
 description = "TensorFlow IO"
 optional = true
-python-versions = ">=3.7, <3.12"
-files = [
-    {file = "tensorflow_io_gcs_filesystem-0.36.0-cp310-cp310-macosx_10_14_x86_64.whl", hash = "sha256:702c6df62b38095ff613c433546d9424d4f33902a5ab26b00fd26457e27a99fa"},
-    {file = "tensorflow_io_gcs_filesystem-0.36.0-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:e9b8aaca2789af356c42afda0f52380f82e5abb2f3c0b85087833fcfe03875d8"},
-    {file = "tensorflow_io_gcs_filesystem-0.36.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c477aed96864ceae77d7051c3b687f28813aba7320fc5dd552164fad6ec8d1a1"},
-    {file = "tensorflow_io_gcs_filesystem-0.36.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:be1ff92559dfa23048b01179a1827081947583f5c6f9986ccac471df8a29322a"},
-    {file = "tensorflow_io_gcs_filesystem-0.36.0-cp311-cp311-macosx_10_14_x86_64.whl", hash = "sha256:72c3ca4b8c0d8dbdd970699d05a100107cf200317ad8e6a8373e2c37225cd552"},
-    {file = "tensorflow_io_gcs_filesystem-0.36.0-cp311-cp311-macosx_12_0_arm64.whl", hash = "sha256:848e8e89a0f49258c7782189c938d8d1162d989da1a80c79f95c7af3ef6006c8"},
-    {file = "tensorflow_io_gcs_filesystem-0.36.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4d72db1ab03edb65fa1e98d06e504ccbc64282d38ab3589afb6db66dc448d1c1"},
-    {file = "tensorflow_io_gcs_filesystem-0.36.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1bd4d946b5fa23220daa473a80e511a5fb27493d7e49d17dff0bb43bb0a31f32"},
-    {file = "tensorflow_io_gcs_filesystem-0.36.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:fa346fd1dd9f57848b73874007440504f060fadd689fa1cc29cc49817d0eeaf3"},
-    {file = "tensorflow_io_gcs_filesystem-0.36.0-cp39-cp39-macosx_10_14_x86_64.whl", hash = "sha256:0a4437824424a4423cf86162cb8b21b1bec24698194332748b50bb952e62ab9f"},
-    {file = "tensorflow_io_gcs_filesystem-0.36.0-cp39-cp39-macosx_12_0_arm64.whl", hash = "sha256:31806bd7ac2db789161bc720747de22947063265561a4c17be54698fd9780b03"},
-    {file = "tensorflow_io_gcs_filesystem-0.36.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:fc0e57976c1aa035af6281f0330cfb8dd50eee2f63412ecc84d60ff5075d29b7"},
-    {file = "tensorflow_io_gcs_filesystem-0.36.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e97ff5c280eb10f699098ae21057be2b146d39e8a906cd5db91f2ea6c34e47d0"},
-]
-
-[package.extras]
-tensorflow = ["tensorflow (>=2.15.0,<2.16.0)"]
-tensorflow-aarch64 = ["tensorflow-aarch64 (>=2.15.0,<2.16.0)"]
-tensorflow-cpu = ["tensorflow-cpu (>=2.15.0,<2.16.0)"]
-tensorflow-gpu = ["tensorflow-gpu (>=2.15.0,<2.16.0)"]
-tensorflow-rocm = ["tensorflow-rocm (>=2.15.0,<2.16.0)"]
+python-versions = "<3.12,>=3.7"
+files = [
+    {file = "tensorflow_io_gcs_filesystem-0.37.0-cp310-cp310-macosx_10_14_x86_64.whl", hash = "sha256:82cc4d8e26fb143fc814ac8ab95fede83363a315f5b62f8ae68312f1aca1cc6e"},
+    {file = "tensorflow_io_gcs_filesystem-0.37.0-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:677d6d7c84a94a3b27ea5d16633ea09adadef09c2630480e8e94209558828b02"},
+    {file = "tensorflow_io_gcs_filesystem-0.37.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8e5d1ac4d2010e8cdf259918ba1500c942b51b7ed2e549f55b404c1fb52f695d"},
+    {file = "tensorflow_io_gcs_filesystem-0.37.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0e2901bc4a91158fa0a10d37594c8a5efb1445dd5a041b1b5b90f782a5d1b15e"},
+    {file = "tensorflow_io_gcs_filesystem-0.37.0-cp311-cp311-macosx_10_14_x86_64.whl", hash = "sha256:eab6e4c1daf7ddbfef608cd8e2102861021678dfb3f6a7fb3f613db9d6992919"},
+    {file = "tensorflow_io_gcs_filesystem-0.37.0-cp311-cp311-macosx_12_0_arm64.whl", hash = "sha256:4ec3c0d0a9d3676a2e74198e3dff66d74c7c34f974257f2176236d0703b31a0e"},
+    {file = "tensorflow_io_gcs_filesystem-0.37.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:af0f79400656bb88bf326d2b8e63aef49c07a0ce8c14c3e2589a62e765d8c21f"},
+    {file = "tensorflow_io_gcs_filesystem-0.37.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:13bc337f2c2db63a39c81c8fd0ececc0c3d5fcf4ce229dfed0b0085a23dd60e9"},
+    {file = "tensorflow_io_gcs_filesystem-0.37.0-cp312-cp312-macosx_10_14_x86_64.whl", hash = "sha256:57e7af9c81e79bf8fb552985dc8972ac90437d34bd4c1c9019a92a07eb12bc98"},
+    {file = "tensorflow_io_gcs_filesystem-0.37.0-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:48a8e7aec651bea8db410f6426c6446a56d16a5ab32201a70d8d684c113137b7"},
+    {file = "tensorflow_io_gcs_filesystem-0.37.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:71ccf64a137efcb2be2627225b4e48110cbf34da39b23c5cc688fe803f2510f1"},
+    {file = "tensorflow_io_gcs_filesystem-0.37.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:03d5598b8007551f4e1391bf85a83a1865e3fa0789beef15a200efaa06a23fb5"},
+    {file = "tensorflow_io_gcs_filesystem-0.37.0-cp39-cp39-macosx_10_14_x86_64.whl", hash = "sha256:8d3ad5f30b6dbe09baefdb80e9aa7ff3869c772928b865f8ffc8402be7675a43"},
+    {file = "tensorflow_io_gcs_filesystem-0.37.0-cp39-cp39-macosx_12_0_arm64.whl", hash = "sha256:95bb229e968fca943806c6ac04e81dc4966fc4a36ab83efaa061a4ecb3ea5e85"},
+    {file = "tensorflow_io_gcs_filesystem-0.37.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8385f4fe447812bd8e2e11ef523cf02765319100e5d9e4a9b5a876d4440c900c"},
+    {file = "tensorflow_io_gcs_filesystem-0.37.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:500ec871a8d59cf78992b7fd4750d86ea3d35e231fb0bea7a7eabcf73abfceeb"},
+]
+
+[package.extras]
+tensorflow = ["tensorflow (>=2.16.0,<2.17.0)"]
+tensorflow-aarch64 = ["tensorflow-aarch64 (>=2.16.0,<2.17.0)"]
+tensorflow-cpu = ["tensorflow-cpu (>=2.16.0,<2.17.0)"]
+tensorflow-gpu = ["tensorflow-gpu (>=2.16.0,<2.17.0)"]
+tensorflow-rocm = ["tensorflow-rocm (>=2.16.0,<2.17.0)"]
 
 [[package]]
 name = "termcolor"
@@ -3582,18 +3588,18 @@ telegram = ["requests"]
 
 [[package]]
 name = "traitlets"
-version = "5.14.2"
+version = "5.14.3"
 description = "Traitlets Python configuration system"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "traitlets-5.14.2-py3-none-any.whl", hash = "sha256:fcdf85684a772ddeba87db2f398ce00b40ff550d1528c03c14dbf6a02003cd80"},
-    {file = "traitlets-5.14.2.tar.gz", hash = "sha256:8cdd83c040dab7d1dee822678e5f5d100b514f7b72b01615b26fc5718916fdf9"},
+    {file = "traitlets-5.14.3-py3-none-any.whl", hash = "sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f"},
+    {file = "traitlets-5.14.3.tar.gz", hash = "sha256:9ed0579d3502c94b4b3732ac120375cda96f923114522847de4b3bb98b96b6b7"},
 ]
 
 [package.extras]
 docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
-test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,<8.1)", "pytest-mock", "pytest-mypy-testing"]
+test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,<8.2)", "pytest-mock", "pytest-mypy-testing"]
 
 [[package]]
 name = "typing-extensions"
diff --git a/src/pineko/configs.py b/src/pineko/configs.py
index 90eec3a4..d92572b0 100644
--- a/src/pineko/configs.py
+++ b/src/pineko/configs.py
@@ -12,11 +12,12 @@
 configs = {}
 "Holds loaded configurations"
 
+THEORY_PATH_KEY = "theory_cards"
 NEEDED_KEYS = [
     "operator_cards",
     "grids",
     "operator_card_template_name",
-    "theory_cards",
+    THEORY_PATH_KEY,
     "fktables",
     "ekos",
 ]
@@ -65,11 +66,17 @@ def enhance_paths(configs_):
     if generic_options.get("nnpdf", False):
         # Fail as soon as possible
         try:
-            import validphys
+            import nnpdf_data
         except ModuleNotFoundError:
             raise ModuleNotFoundError(
                 "Cannot use `nnpdf=True` without a valid installation of NNPDF"
             )
+        # If ``nnpdf_data`` is available, then override also the theory path
+        # UNLESS the debug-option ``nnpdf_theory`` is set explicitly to false!
+        if generic_options.get("nnpdf_theory", True):
+            from nnpdf_data import theory_cards
+
+            configs_["paths"][THEORY_PATH_KEY] = theory_cards
     else:
         required_keys.append("ymldb")
 
diff --git a/src/pineko/evolve.py b/src/pineko/evolve.py
index 0e4ce191..47298a35 100644
--- a/src/pineko/evolve.py
+++ b/src/pineko/evolve.py
@@ -123,8 +123,12 @@ def write_operator_card(pineappl_grid, default_card, card_path, tcard):
     xif = 1.0 if sv_method is not None else tcard["XIF"]
     # update scale variation method
     operators_card["configs"]["scvar_method"] = sv_method
-    # update initial scale mu0
+
+    # Make sure that we are using the theory Q0 and fail if the template has a different one
     operators_card["mu0"] = tcard["Q0"]
+    if default_card.get("mu0") is not None and default_card["mu0"] != tcard["Q0"]:
+        raise ValueError("Template declares a value of Q0 different from theory")
+
     q2_grid = (xif * xif * muf2_grid).tolist()
     masses = np.array([tcard["mc"], tcard["mb"], tcard["mt"]]) ** 2
     thresholds_ratios = np.array([tcard["kcThr"], tcard["kbThr"], tcard["ktThr"]]) ** 2
@@ -162,6 +166,39 @@ def write_operator_card(pineappl_grid, default_card, card_path, tcard):
     if "timelike" in kv:
         operators_card["configs"]["timelike"] = kv["timelike"] == "True"
 
+    # Choose the evolution method according to the theory if the key is included
+    if "ModEv" in tcard:
+        opconf = operators_card["configs"]
+        if tcard["ModEv"] == "TRN":
+            opconf["evolution_method"] = "truncated"
+            opconf["ev_op_iterations"] = 1
+        elif tcard["ModEv"] == "EXA":
+            opconf["evolution_method"] = "iterate-exact"
+            if "IterEv" in tcard:
+                opconf["ev_op_iterations"] = tcard["IterEv"]
+            elif "ev_op_iterations" not in default_card["configs"]:
+                raise ValueError(
+                    "EXA used but IterEv not found in the theory card and not ev_op_iterations set in the template"
+                )
+
+        # If the evolution method is defined in the template and it is different, fail
+        template_method = default_card["configs"].get("evolution_method")
+        if (
+            template_method is not None
+            and template_method != opconf["evolution_method"]
+        ):
+            raise ValueError(
+                f"The template and the theory have different evolution method ({template_method} vs {opconf['key']})"
+            )
+
+        # If the change is on the number of iterations, take the template value but warn the user
+        template_iter = default_card["configs"].get("ev_op_iterations")
+        if template_iter is not None and template_method != opconf["ev_op_iterations"]:
+            opconf["ev_op_iterations"] = template_iter
+            logger.warning(
+                f"The number of iteration in the theory and template is different, using template value ({template_iter})"
+            )
+
     # Some safety checks
     if (
         operators_card["configs"]["evolution_method"] == "truncated"
diff --git a/src/pineko/theory.py b/src/pineko/theory.py
index f8d80d46..b7ad17d1 100644
--- a/src/pineko/theory.py
+++ b/src/pineko/theory.py
@@ -330,8 +330,11 @@ def eko(self, name, _grid, tcard):
         # from the PTO needed for the PDF evolution (and so by EKO). Here we
         # ensure that the PTO used in the EKO calculation reflects the real
         # perturbative order of the prescription.
-        if "PTOEKO" in tcard:
+        if tcard.get("PTOEKO") is not None:
             tcard["PTO"] = tcard["PTOEKO"]
+        # Deprecated keys still needed by eko below. TODO: remove them asap.
+        tcard["Qedref"] = tcard["Qref"]
+        tcard["MaxNfAs"] = tcard["MaxNfPdf"]
         # The operator card has been already generated in the correct format
         # The theory card needs to be converted to a format that eko can use
         legacy_class = eko.io.runcards.Legacy(tcard, ocard)
@@ -386,7 +389,7 @@ def fk(self, name, grid_path, tcard, pdf):
         # PTODIS, thus using PTO instead of PTODIS to establish the perturbative
         # order would result in the PTODIS terms that correspond to orders
         # beyond PTO to be neglected
-        if "PTODIS" in tcard and "FONLL" in tcard["FNS"]:
+        if "FONLL" in tcard["FNS"] and tcard.get("PTODIS") is not None:
             tcard["PTO"] = tcard["PTODIS"]
 
         # check if grid contains SV if theory is requesting them (in particular
diff --git a/src/pineko/theory_card.py b/src/pineko/theory_card.py
index 931a29fc..88be852f 100644
--- a/src/pineko/theory_card.py
+++ b/src/pineko/theory_card.py
@@ -6,6 +6,7 @@
 import yaml
 
 from . import configs
+from .utils import load_nnpdf_theory
 
 
 def path(theory_id: int) -> pathlib.Path:
@@ -22,7 +23,7 @@ def path(theory_id: int) -> pathlib.Path:
         theory card path
 
     """
-    return configs.configs["paths"]["theory_cards"] / f"{theory_id}.yaml"
+    return configs.configs["paths"][configs.THEORY_PATH_KEY] / f"{theory_id}.yaml"
 
 
 def load(theory_id: int) -> Dict[str, Any]:
@@ -39,6 +40,10 @@ def load(theory_id: int) -> Dict[str, Any]:
         theory card
 
     """
+    nnpdf_theory = load_nnpdf_theory(theory_id, configs.configs)
+    if nnpdf_theory is not None:
+        return nnpdf_theory
+
     with open(path(theory_id), encoding="utf-8") as f:
         theory_card = yaml.safe_load(f)
     return theory_card
diff --git a/src/pineko/utils.py b/src/pineko/utils.py
index f40f2919..66076ee7 100644
--- a/src/pineko/utils.py
+++ b/src/pineko/utils.py
@@ -3,7 +3,14 @@
 Common tools typically used by several pineko functions.
 """
 
-from .configs import GENERIC_OPTIONS
+from .configs import GENERIC_OPTIONS, THEORY_PATH_KEY
+
+
+def _nnpdf_enabled(configs):
+    """Check whether NNPDF is enabled."""
+    if configs is None:
+        return True
+    return configs.get(GENERIC_OPTIONS, {}).get("nnpdf", False)
 
 
 def read_grids_from_nnpdf(dataset_name, configs=None):
@@ -18,9 +25,8 @@ def read_grids_from_nnpdf(dataset_name, configs=None):
             dictionary of configuration options
             if None it it assumed that the NNPDF version is required
     """
-    if configs is not None:
-        if not configs.get(GENERIC_OPTIONS, {}).get("nnpdf", False):
-            return None
+    if not _nnpdf_enabled(configs):
+        return None
 
     # Import NNPDF only if we really want it!
     from nnpdf_data import legacy_to_new_map
@@ -33,3 +39,23 @@ def read_grids_from_nnpdf(dataset_name, configs=None):
     fks = cd.metadata.theory.FK_tables
     # Return it flat
     return [f"{i}.{EXT}" for operand in fks for i in operand]
+
+
+def load_nnpdf_theory(theory_id, configs):
+    """Load a theory using the NNPDF data utilities.
+
+    If NNPDF is not available, returns None.
+
+    Parameters
+    ----------
+        theory_id: int
+        configs: dict
+            dictionary of configuration options
+    """
+    if not _nnpdf_enabled(configs):
+        return None
+
+    from nnpdf_data.theorydbutils import fetch_theory
+
+    theory_path = configs["paths"][THEORY_PATH_KEY]
+    return fetch_theory(theory_path, theory_id)
diff --git a/tests/test_evolve.py b/tests/test_evolve.py
index 51621062..1815654d 100644
--- a/tests/test_evolve.py
+++ b/tests/test_evolve.py
@@ -50,22 +50,22 @@ def test_write_operator_card_q0(tmp_path):
     """Checks https://github.com/NNPDF/pineko/issues/146"""
     p = tmp_path / "q0.yaml"
     g = FakePine()
-    # 1. defaults
     t = copy.deepcopy(default_card)
     o = copy.deepcopy(example.raw_operator())
+    # 1. Same Q0 and mu0, all ok
+    t["Q0"] = 5.0
+    o["mu0"] = 5.0
     _xs, _mu2s = pineko.evolve.write_operator_card(g, o, p, t)
     with open(p, encoding="utf8") as f:
         oo = yaml.safe_load(f)
     np.testing.assert_allclose(oo["mu0"], t["Q0"])
-    # 2. overwriting from theory side
-    t["Q0"] = 10.0
+    # 2. Q0 only in theory, all ok
+    o.pop("mu0")
     _xs, _mu2s = pineko.evolve.write_operator_card(g, o, p, t)
     with open(p, encoding="utf8") as f:
         oo = yaml.safe_load(f)
     np.testing.assert_allclose(oo["mu0"], t["Q0"])
-    # 3. op template is ignored
+    # 3. op is different, raises error
     o["mu0"] = 11.0
-    _xs, _mu2s = pineko.evolve.write_operator_card(g, o, p, t)
-    with open(p, encoding="utf8") as f:
-        oo = yaml.safe_load(f)
-    np.testing.assert_allclose(oo["mu0"], t["Q0"])
+    with pytest.raises(ValueError):
+        _xs, _mu2s = pineko.evolve.write_operator_card(g, o, p, t)