fix(readme): update the paper to cite

.pre-commit-config.yaml

@@ -8,8 +8,8 @@ repos:
     rev: 22.3.0
     hooks:
     - id: black
-      language_version: python3.8
-      args: ["--target-version", "py38"]
+      language_version: python3.9
+      args: ["--target-version", "py39"]
 -   repo: https://github.com/PyCQA/flake8
     rev: 3.8.4
     hooks:

.readthedocs.yaml

@@ -8,7 +8,7 @@ version: 2
 build:
   os: ubuntu-20.04
   tools:
-    python: "3.8"
+    python: "3.9"
   apt_packages:
     - swig
 

README.md

@@ -164,11 +164,13 @@ Issues and contributions are welcome. Please refer to the [contribution guide](h
 ## Citing QDax
 If you use QDax in your research and want to cite it in your work, please use:
 ```
-@article{lim2022accelerated,
-  title={Accelerated Quality-Diversity for Robotics through Massive Parallelism},
-  author={Lim, Bryan and Allard, Maxime and Grillotti, Luca and Cully, Antoine},
-  journal={arXiv preprint arXiv:2202.01258},
-  year={2022}
+@misc{chalumeau2023qdax,
+    title={QDax: A Library for Quality-Diversity and Population-based Algorithms with Hardware Acceleration},
+    author={Felix Chalumeau and Bryan Lim and Raphael Boige and Maxime Allard and Luca Grillotti and Manon Flageat and Valentin Macé and Arthur Flajolet and Thomas Pierrot and Antoine Cully},
+    year={2023},
+    eprint={2308.03665},
+    archivePrefix={arXiv},
+    primaryClass={cs.AI}
 }
 ```
 

dev.Dockerfile

@@ -1,4 +1,4 @@
-FROM mambaorg/micromamba:0.22.0 as conda
+FROM mambaorg/micromamba:1.5.1 as conda
 
 # Speed up the build, and avoid unnecessary writes to disk
 ENV LANG=C.UTF-8 LC_ALL=C.UTF-8 PYTHONDONTWRITEBYTECODE=1 PYTHONUNBUFFERED=1 CONDA_DIR=/opt/conda
@@ -16,7 +16,7 @@ RUN micromamba create -y --file /tmp/environment.yaml \
 
 
 FROM python as test-image
-ENV PATH=/opt/conda/envs/qdaxpy38/bin/:$PATH APP_FOLDER=/app
+ENV PATH=/opt/conda/envs/qdaxpy39/bin/:$PATH APP_FOLDER=/app
 ENV PYTHONPATH=$APP_FOLDER:$PYTHONPATH
 
 COPY --from=conda /opt/conda/envs/. /opt/conda/envs/
@@ -25,8 +25,8 @@ COPY requirements-dev.txt ./
 RUN pip install -r requirements-dev.txt
 
 
-FROM nvidia/cuda:11.4.1-cudnn8-devel-ubuntu20.04 as cuda-image
-ENV PATH=/opt/conda/envs/qdaxpy38/bin/:$PATH APP_FOLDER=/app
+FROM nvidia/cuda:11.5.2-cudnn8-devel-ubuntu20.04 as cuda-image
+ENV PATH=/opt/conda/envs/qdaxpy39/bin/:$PATH APP_FOLDER=/app
 ENV PYTHONPATH=$APP_FOLDER:$PYTHONPATH
 
 
@@ -40,7 +40,7 @@ ENV LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/usr/local/cuda-11.0/targets/x86_64-linux/l
 
 ENV TZ=Europe/Paris
 RUN ln -snf /usr/share/zoneinfo/$TZ /etc/localtime && echo $TZ > /etc/timezone
-RUN pip --no-cache-dir install jaxlib==0.3.15+cuda11.cudnn82 \
+RUN pip --no-cache-dir install jaxlib==0.4.16+cuda11.cudnn86 \
     -f https://storage.googleapis.com/jax-releases/jax_cuda_releases.html \
     && rm -rf /tmp/*
 
@@ -70,7 +70,7 @@ RUN apt-get update && \
     libosmesa6-dev \
     patchelf \
     python3-opengl \
-    python3-dev=3.8* \
+    python3-dev=3.9* \
     python3-pip \
     screen \
     sudo \

docs/installation.md

@@ -139,7 +139,7 @@ git clone git@github.com:adaptive-intelligent-robotics/QDax.git
 
 2. Activate the environment and manually install the package qdax
     ```zsh
-    conda activate qdaxpy38
+    conda activate qdaxpy39
     pip install -e .
     ```
 

environment.yaml

@@ -1,9 +1,9 @@
-name: qdaxpy38
+name: qdaxpy39
 channels:
 - defaults
 - conda-forge
 dependencies:
-- python=3.8
+- python=3.9
 - pip>=20.3.3
 - conda>=4.9.2
 - pip:

requirements.txt

@@ -1,19 +1,19 @@
 absl-py==1.0.0
-brax==0.0.15
-chex==0.1.5
-dm-haiku==0.0.5
-flax==0.6.0
-gym==0.23.1
+brax==0.1.2
+chex==0.1.83
+dm-haiku==0.0.10
+flax==0.7.4
+gym==0.26.2
 ipython
-jax==0.3.17
-jaxlib==0.3.15
+jax==0.4.16
+jaxlib==0.4.16
 jumanji==0.1.3
 jupyter
-numpy==1.22.3
-optax==0.1.4
+numpy==1.24.1
+optax==0.1.7
 protobuf==3.19.4
 scikit-learn==1.0.2
 scipy==1.8.0
 seaborn==0.11.2
-tensorflow-probability==0.15.0
+tensorflow-probability==0.19.0
 typing-extensions==4.3.0

tool.Dockerfile

@@ -1,4 +1,4 @@
-FROM python:3.8.13-slim
+FROM python:3.9.18-slim
 
 ENV LANG=C.UTF-8 LC_ALL=C.UTF-8 PYTHONDONTWRITEBYTECODE=1 PYTHONUNBUFFERED=1
 ENV PIPENV_VENV_IN_PROJECT=true PIP_NO_CACHE_DIR=false PIP_DISABLE_PIP_VERSION_CHECK=1