diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index cc340bd..360c211 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -14,8 +14,7 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        environment: [py309, py310, py311, py312]
-
+        environment: [py309, py310, py311, py312, py313]
     steps:
       - name: Checkout
         uses: actions/checkout@v4
diff --git a/README.md b/README.md
index d928d31..2c236a0 100644
--- a/README.md
+++ b/README.md
@@ -9,7 +9,7 @@
 [![GitHub release](https://img.shields.io/github/release/blooop/template_rocker.svg)](https://GitHub.com/blooop/template_rocker/releases/)
 [![License](https://img.shields.io/github/license/blooop/template_rocker
 )](https://opensource.org/license/mit/)
-[![Python](https://img.shields.io/badge/python-3.8%20%7C%203.9%20%7C%203.10%20%7C%203.11%20%7C%203.12-blue)](https://www.python.org/downloads/)
+[![Python](https://img.shields.io/badge/python-3.9%20%7C%203.10%20%7C%203.11%20%7C%203.12%20%7C%203.13-blue)](https://www.python.org/downloads/)
 [![Pixi Badge](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/prefix-dev/pixi/main/assets/badge/v0.json)](https://pixi.sh)
 
 ## Intro
diff --git a/pixi.lock b/pixi.lock
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-  sha256: 90d558489962fd4918143277a773316e56c72da56ec7aa3dc3dbbe20fdfed15b
+  version: 3.4.0
+  url: https://files.pythonhosted.org/packages/eb/5b/6f10bad0f6461fa272bfbbdf5d0023b5fb9bc6217c92bf068fa5a99820f5/charset_normalizer-3.4.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+  sha256: 3710a9751938947e6327ea9f3ea6332a09bf0ba0c09cae9cb1f250bd1f1549bc
+  requires_python: '>=3.7.0'
+- kind: pypi
+  name: charset-normalizer
+  version: 3.4.0
+  url: https://files.pythonhosted.org/packages/f8/01/344ec40cf5d85c1da3c1f57566c59e0c9b56bcc5566c08804a95a6cc8257/charset_normalizer-3.4.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+  sha256: 7f683ddc7eedd742e2889d2bfb96d69573fde1d92fcb811979cdb7165bb9c7d3
   requires_python: '>=3.7.0'
 - kind: pypi
   name: click
@@ -577,6 +664,14 @@ packages:
   requires_dist:
   - tomli ; python_full_version <= '3.11' and extra == 'toml'
   requires_python: '>=3.8'
+- kind: pypi
+  name: coverage
+  version: 7.6.1
+  url: https://files.pythonhosted.org/packages/f7/95/d2fd31f1d638df806cae59d7daea5abf2b15b5234016a5ebb502c2f3f7ee/coverage-7.6.1-cp313-cp313-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+  sha256: 78b260de9790fd81e69401c2dc8b17da47c8038176a79092a89cb2b7d945d060
+  requires_dist:
+  - tomli ; python_full_version <= '3.11' and extra == 'toml'
+  requires_python: '>=3.8'
 - kind: pypi
   name: dill
   version: 0.3.9
@@ -692,12 +787,12 @@ packages:
 - kind: conda
   name: ld_impl_linux-64
   version: '2.43'
-  build: h712a8e2_1
-  build_number: 1
+  build: h712a8e2_2
+  build_number: 2
   subdir: linux-64
-  url: https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.43-h712a8e2_1.conda
-  sha256: 0c21387f9a411e3d1f7f2969026bacfece133c8f1e72faea9cde29c0c19e1f3a
-  md5: 83e1364586ceb8d0739fbc85b5c95837
+  url: https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.43-h712a8e2_2.conda
+  sha256: 7c91cea91b13f4314d125d1bedb9d03a29ebbd5080ccdea70260363424646dbe
+  md5: 048b02e3962f066da18efe3a21b77672
   depends:
   - __glibc >=2.17,<3.0.a0
   constrains:
@@ -705,8 +800,8 @@ packages:
   license: GPL-3.0-only
   license_family: GPL
   purls: []
-  size: 669616
-  timestamp: 1727304687962
+  size: 669211
+  timestamp: 1729655358674
 - kind: conda
   name: libexpat
   version: 2.6.3
@@ -743,56 +838,72 @@ packages:
   timestamp: 1636488182923
 - kind: conda
   name: libgcc
-  version: 14.1.0
+  version: 14.2.0
   build: h77fa898_1
   build_number: 1
   subdir: linux-64
-  url: https://conda.anaconda.org/conda-forge/linux-64/libgcc-14.1.0-h77fa898_1.conda
-  sha256: 10fa74b69266a2be7b96db881e18fa62cfa03082b65231e8d652e897c4b335a3
-  md5: 002ef4463dd1e2b44a94a4ace468f5d2
+  url: https://conda.anaconda.org/conda-forge/linux-64/libgcc-14.2.0-h77fa898_1.conda
+  sha256: 53eb8a79365e58849e7b1a068d31f4f9e718dc938d6f2c03e960345739a03569
+  md5: 3cb76c3f10d3bc7f1105b2fc9db984df
   depends:
   - _libgcc_mutex 0.1 conda_forge
   - _openmp_mutex >=4.5
   constrains:
-  - libgomp 14.1.0 h77fa898_1
-  - libgcc-ng ==14.1.0=*_1
+  - libgomp 14.2.0 h77fa898_1
+  - libgcc-ng ==14.2.0=*_1
   license: GPL-3.0-only WITH GCC-exception-3.1
   license_family: GPL
   purls: []
-  size: 846380
-  timestamp: 1724801836552
+  size: 848745
+  timestamp: 1729027721139
 - kind: conda
   name: libgcc-ng
-  version: 14.1.0
+  version: 14.2.0
   build: h69a702a_1
   build_number: 1
   subdir: linux-64
-  url: https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-14.1.0-h69a702a_1.conda
-  sha256: b91f7021e14c3d5c840fbf0dc75370d6e1f7c7ff4482220940eaafb9c64613b7
-  md5: 1efc0ad219877a73ef977af7dbb51f17
+  url: https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-14.2.0-h69a702a_1.conda
+  sha256: 3a76969c80e9af8b6e7a55090088bc41da4cffcde9e2c71b17f44d37b7cb87f7
+  md5: e39480b9ca41323497b05492a63bc35b
   depends:
-  - libgcc 14.1.0 h77fa898_1
+  - libgcc 14.2.0 h77fa898_1
   license: GPL-3.0-only WITH GCC-exception-3.1
   license_family: GPL
   purls: []
-  size: 52170
-  timestamp: 1724801842101
+  size: 54142
+  timestamp: 1729027726517
 - kind: conda
   name: libgomp
-  version: 14.1.0
+  version: 14.2.0
   build: h77fa898_1
   build_number: 1
   subdir: linux-64
-  url: https://conda.anaconda.org/conda-forge/linux-64/libgomp-14.1.0-h77fa898_1.conda
-  sha256: c96724c8ae4ee61af7674c5d9e5a3fbcf6cd887a40ad5a52c99aa36f1d4f9680
-  md5: 23c255b008c4f2ae008f81edcabaca89
+  url: https://conda.anaconda.org/conda-forge/linux-64/libgomp-14.2.0-h77fa898_1.conda
+  sha256: 1911c29975ec99b6b906904040c855772ccb265a1c79d5d75c8ceec4ed89cd63
+  md5: cc3573974587f12dda90d96e3e55a702
   depends:
   - _libgcc_mutex 0.1 conda_forge
   license: GPL-3.0-only WITH GCC-exception-3.1
   license_family: GPL
   purls: []
-  size: 460218
-  timestamp: 1724801743478
+  size: 460992
+  timestamp: 1729027639220
+- kind: conda
+  name: libmpdec
+  version: 4.0.0
+  build: h4bc722e_0
+  subdir: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/libmpdec-4.0.0-h4bc722e_0.conda
+  sha256: d02d1d3304ecaf5c728e515eb7416517a0b118200cd5eacbe829c432d1664070
+  md5: aeb98fdeb2e8f25d43ef71fbacbeec80
+  depends:
+  - __glibc >=2.17,<3.0.a0
+  - libgcc-ng >=12
+  license: BSD-2-Clause
+  license_family: BSD
+  purls: []
+  size: 89991
+  timestamp: 1723817448345
 - kind: conda
   name: libnsl
   version: 2.0.1
@@ -810,20 +921,20 @@ packages:
   timestamp: 1697359010159
 - kind: conda
   name: libsqlite
-  version: 3.46.1
+  version: 3.47.0
   build: hadc24fc_0
   subdir: linux-64
-  url: https://conda.anaconda.org/conda-forge/linux-64/libsqlite-3.46.1-hadc24fc_0.conda
-  sha256: 9851c049abafed3ee329d6c7c2033407e2fc269d33a75c071110ab52300002b0
-  md5: 36f79405ab16bf271edb55b213836dac
+  url: https://conda.anaconda.org/conda-forge/linux-64/libsqlite-3.47.0-hadc24fc_0.conda
+  sha256: 76ffc7a5823b51735c11d535f3666b3c9c7d1519f9fbb6fa9cdff79db01960b9
+  md5: 540296f0ce9d3352188c15a89b30b9ac
   depends:
   - __glibc >=2.17,<3.0.a0
   - libgcc >=13
   - libzlib >=1.3.1,<2.0a0
   license: Unlicense
   purls: []
-  size: 865214
-  timestamp: 1725353659783
+  size: 874704
+  timestamp: 1729591931557
 - kind: conda
   name: libuuid
   version: 2.38.1
@@ -1060,12 +1171,12 @@ packages:
 - kind: conda
   name: python
   version: 3.10.15
-  build: h4a871b0_1_cpython
-  build_number: 1
+  build: h4a871b0_2_cpython
+  build_number: 2
   subdir: linux-64
-  url: https://conda.anaconda.org/conda-forge/linux-64/python-3.10.15-h4a871b0_1_cpython.conda
-  sha256: 7611846de94e1b7c41b308dc6788e65227e8c65bd2f1575e1753acc9a3129fd9
-  md5: 9e1b028075ff7348a194d524b6910f12
+  url: https://conda.anaconda.org/conda-forge/linux-64/python-3.10.15-h4a871b0_2_cpython.conda
+  sha256: c1e5e93b887d8cd1aa31d24b9620cb7eb6645c08c97b15ffc844fd6c29051420
+  md5: 98059097f62e97be9aed7ec904055825
   depends:
   - __glibc >=2.17,<3.0.a0
   - bzip2 >=1.0.8,<2.0a0
@@ -1087,17 +1198,17 @@ packages:
   - python_abi 3.10.* *_cp310
   license: Python-2.0
   purls: []
-  size: 25198492
-  timestamp: 1727719762520
+  size: 25321141
+  timestamp: 1729042931665
 - kind: conda
   name: python
   version: 3.11.10
-  build: hc5c86c4_2_cpython
-  build_number: 2
+  build: hc5c86c4_3_cpython
+  build_number: 3
   subdir: linux-64
-  url: https://conda.anaconda.org/conda-forge/linux-64/python-3.11.10-hc5c86c4_2_cpython.conda
-  sha256: 06aef8aee7d379851df48e78eec81820817aaf7e4788dde1b945d903cd4af7ea
-  md5: 2a07cf98fe8c2f039a1ccfea22eaaad4
+  url: https://conda.anaconda.org/conda-forge/linux-64/python-3.11.10-hc5c86c4_3_cpython.conda
+  sha256: b7fa3bd48e3a3d30f65608e07759cefd27885c6388b3f612af85ce40282e6936
+  md5: 9e1ad55c87368e662177661a998feed5
   depends:
   - __glibc >=2.17,<3.0.a0
   - bzip2 >=1.0.8,<2.0a0
@@ -1120,8 +1231,8 @@ packages:
   - python_abi 3.11.* *_cp311
   license: Python-2.0
   purls: []
-  size: 30574701
-  timestamp: 1727721739918
+  size: 30543977
+  timestamp: 1729043512711
 - kind: conda
   name: python
   version: 3.12.7
@@ -1154,6 +1265,53 @@ packages:
   purls: []
   size: 31574780
   timestamp: 1728059777603
+- kind: conda
+  name: python
+  version: 3.13.0
+  build: h9ebbce0_100_cp313
+  build_number: 100
+  subdir: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/python-3.13.0-h9ebbce0_100_cp313.conda
+  sha256: 6ab5179679f0909db828d8316f3b8b379014a82404807310fe7df5a6cf303646
+  md5: 08e9aef080f33daeb192b2ddc7e4721f
+  depends:
+  - __glibc >=2.17,<3.0.a0
+  - bzip2 >=1.0.8,<2.0a0
+  - ld_impl_linux-64 >=2.36.1
+  - libexpat >=2.6.3,<3.0a0
+  - libffi >=3.4,<4.0a0
+  - libgcc >=13
+  - libmpdec >=4.0.0,<5.0a0
+  - libsqlite >=3.46.1,<4.0a0
+  - libuuid >=2.38.1,<3.0a0
+  - libzlib >=1.3.1,<2.0a0
+  - ncurses >=6.5,<7.0a0
+  - openssl >=3.3.2,<4.0a0
+  - python_abi 3.13.* *_cp313
+  - readline >=8.2,<9.0a0
+  - tk >=8.6.13,<8.7.0a0
+  - tzdata
+  - xz >=5.2.6,<6.0a0
+  license: Python-2.0
+  purls: []
+  size: 33112481
+  timestamp: 1728419573472
+- kind: conda
+  name: python_abi
+  version: '3.13'
+  build: 5_cp313
+  build_number: 5
+  subdir: linux-64
+  url: https://conda.anaconda.org/conda-forge/linux-64/python_abi-3.13-5_cp313.conda
+  sha256: 438225b241c5f9bddae6f0178a97f5870a89ecf927dfca54753e689907331442
+  md5: 381bbd2a92c863f640a55b6ff3c35161
+  constrains:
+  - python 3.13.* *_cp313
+  license: BSD-3-Clause
+  license_family: BSD
+  purls: []
+  size: 6217
+  timestamp: 1723823393322
 - kind: conda
   name: readline
   version: '8.2'
@@ -1213,7 +1371,7 @@ packages:
   name: template-rocker
   version: 0.0.1
   path: .
-  sha256: aebf0df93fb9eb44a0378c342f122016d7f5485ff4d3993668afdcae4c676df9
+  sha256: aa45510259c8d58665eae8ab9ce58cdea0c80d4aaf36a4e58e3e637cf0df188c
   requires_dist:
   - rocker>=0.2.17
   - black>=23,<=24.8.0 ; extra == 'test'
diff --git a/pyproject.toml b/pyproject.toml
index 353f49a..51a106b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -27,6 +27,8 @@ python = "3.10.*"
 python = "3.11.*"
 [tool.pixi.feature.py312.dependencies]
 python = "3.12.*"
+[tool.pixi.feature.py313.dependencies]
+python = "3.13.*"
 
 
 [tool.pixi.pypi-dependencies]
@@ -60,6 +62,7 @@ py309 = ["py309","test"]
 py310 = ["py310","test"]
 py311 = ["py311","test"]
 py312 = ["py312","test"]
+py313 = ["py313","test"]
 
 
 [tool.pixi.tasks]
diff --git a/scripts/setup_host.sh b/scripts/setup_host.sh
index 75d6173..246ae2d 100755
--- a/scripts/setup_host.sh
+++ b/scripts/setup_host.sh
@@ -9,8 +9,8 @@
 for pkg in docker.io docker-doc docker-compose docker-compose-v2 podman-docker containerd runc; do sudo apt-get remove $pkg; done
 
 # Add Docker's official GPG key:
-sudo apt-get update
-sudo apt-get install ca-certificates curl
+sudo apt update
+sudo apt install -y ca-certificates curl
 sudo install -m 0755 -d /etc/apt/keyrings
 sudo curl -fsSL https://download.docker.com/linux/ubuntu/gpg -o /etc/apt/keyrings/docker.asc
 sudo chmod a+r /etc/apt/keyrings/docker.asc
@@ -20,15 +20,13 @@ echo \
   "deb [arch=$(dpkg --print-architecture) signed-by=/etc/apt/keyrings/docker.asc] https://download.docker.com/linux/ubuntu \
   $(. /etc/os-release && echo "$VERSION_CODENAME") stable" | \
   sudo tee /etc/apt/sources.list.d/docker.list > /dev/null
-sudo apt-get update
+sudo apt update
 
 # Install docker
-sudo apt-get install docker-ce docker-ce-cli containerd.io docker-buildx-plugin docker-compose-plugin
+sudo apt install -y docker-ce docker-ce-cli containerd.io docker-buildx-plugin docker-compose-plugin
 #END OFFICIAL DOCKER INSTALL
 
-sudo groupadd docker
-sudo usermod -aG docker $USER
-newgrp docker
+
 
 #INSTALL NVIDIA DOCKER 
 #https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/latest/install-guide.html
@@ -36,12 +34,12 @@ curl -fsSL https://nvidia.github.io/libnvidia-container/gpgkey | sudo gpg --dear
   && curl -s -L https://nvidia.github.io/libnvidia-container/stable/deb/nvidia-container-toolkit.list | \
     sed 's#deb https://#deb [signed-by=/usr/share/keyrings/nvidia-container-toolkit-keyring.gpg] https://#g' | \
     sudo tee /etc/apt/sources.list.d/nvidia-container-toolkit.list
-sudo apt-get update
-sudo apt-get install -y nvidia-container-toolkit
+sudo apt update
+sudo apt install -y nvidia-docker2 nvidia-container-toolkit
 sudo nvidia-ctk runtime configure --runtime=docker
 sudo systemctl restart docker
 
-sudo apt install git-lfs
+sudo apt install -y git-lfs
 
 #Install rocker and rocker extensions which are used to launch the devcontainer
 # pip install rocker off-your-rocker git+https://github.com/blooop/deps_rocker
@@ -55,3 +53,7 @@ echo "you may need to restart your machine"
 #INSTALL PIXI
 curl -fsSL https://pixi.sh/install.sh | bash
 echo 'eval "$(pixi completion --shell bash)"' >> ~/.bashrc
+
+sudo groupadd docker
+sudo usermod -aG docker $USER
+newgrp docker || true
\ No newline at end of file