tested env

.gitignore

@@ -0,0 +1,162 @@
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+
+# pdm
+#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#pdm.lock
+#   pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
+#   in version control.
+#   https://pdm.fming.dev/#use-with-ide
+.pdm.toml
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#  and can be added to the global gitignore or merged into this file.  For a more nuclear
+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+.idea/
+.venv/
+env/

LICENSE

@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2023 Théo VINCENT
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.

README.md

@@ -37,9 +37,9 @@ The training code is available soon ⏳
 The episodic returns and lenghts are available in the [evaluations](./evaluations/) folder 🔬
 
 ## User installation
-Python 3.10 is recommended. Create a Python virtual environment, activate it, update pip and install the package and its dependencies in editable mode:
+Python 3.11 is recommended. Create a Python virtual environment, activate it, update pip and install the package and its dependencies in editable mode:
 ```bash
-python3.10 -m venv env
+python3 -m venv env
 source env/bin/activate
 pip install --upgrade pip setuptools wheel
 pip install -r requirements.txt

evaluate.ipynb

@@ -24,7 +24,7 @@
     "\n",
     "# ------- START TO MODIFY ------- #\n",
     "ALGO = \"eaudedqn\" # choose between eaudedqn, polyprunedqn, dqn, eaudecql, polyprunecql, and cql.\n",
-    "GAME = \"SpaceInvaders\" # choose between BeamRider, MsPacman, Qbert, Pong, Enduro, SpaceInvaders, Assault, CrazyClimber, Boxing, and VideoPinball.\n",
+    "GAME = \"BeamRider\" # choose between BeamRider, MsPacman, Qbert, Pong, Enduro, SpaceInvaders, Assault, CrazyClimber, Boxing, and VideoPinball.\n",
     "FEATURE_SIZE = 32 # choose between 32, 512, and 2048.\n",
     "NETWORK_SEED = 1 # choose between 1, 2, 3, 4, and 5.\n",
     "EVALUATION_SEED = 0\n",

requirements.txt

@@ -0,0 +1,88 @@
+absl-py==2.1.0
+ale-py==0.10.1
+asttokens==3.0.0
+box2d-py==2.3.5
+chex==0.1.89
+cloudpickle==3.1.1
+comm==0.2.2
+contourpy==1.3.1
+cycler==0.12.1
+debugpy==1.8.13
+decorator==5.2.1
+etils==1.12.2
+executing==2.2.0
+Farama-Notifications==0.0.4
+flax==0.10.2
+fonttools==4.56.0
+fsspec==2025.3.0
+gymnasium==1.0.0
+humanize==4.12.1
+imageio==2.37.0
+imageio-ffmpeg==0.6.0
+importlib_resources==6.5.2
+ipykernel==6.29.5
+ipython==9.0.2
+ipython_pygments_lexers==1.1.1
+jax==0.5.2
+jax-cuda12-pjrt==0.5.1
+jax-cuda12-plugin==0.5.1
+jaxlib==0.5.1
+jedi==0.19.2
+jupyter_client==8.6.3
+jupyter_core==5.7.2
+kiwisolver==1.4.8
+markdown-it-py==3.0.0
+matplotlib==3.10.1
+matplotlib-inline==0.1.7
+mdurl==0.1.2
+ml_dtypes==0.5.1
+moviepy==2.1.2
+msgpack==1.1.0
+nest-asyncio==1.6.0
+numpy==2.2.3
+nvidia-cublas-cu12==12.8.4.1
+nvidia-cuda-cupti-cu12==12.8.90
+nvidia-cuda-nvcc-cu12==12.8.93
+nvidia-cuda-runtime-cu12==12.8.90
+nvidia-cudnn-cu12==9.8.0.87
+nvidia-cufft-cu12==11.3.3.83
+nvidia-cusolver-cu12==11.7.3.90
+nvidia-cusparse-cu12==12.5.8.93
+nvidia-nccl-cu12==2.26.2
+nvidia-nvjitlink-cu12==12.8.93
+opencv-python==4.10.0.84
+opt_einsum==3.4.0
+optax==0.2.4
+orbax-checkpoint==0.11.8
+packaging==24.2
+parso==0.8.4
+pexpect==4.9.0
+pillow==10.4.0
+platformdirs==4.3.6
+proglog==0.1.10
+prompt_toolkit==3.0.50
+protobuf==6.30.0
+psutil==7.0.0
+ptyprocess==0.7.0
+pure_eval==0.2.3
+pygame==2.6.1
+Pygments==2.19.1
+pyparsing==3.2.1
+python-dateutil==2.9.0.post0
+python-dotenv==1.0.1
+PyYAML==6.0.2
+pyzmq==26.3.0
+rich==13.9.4
+scipy==1.15.2
+simplejson==3.20.1
+six==1.17.0
+stack-data==0.6.3
+swig==4.3.0
+tensorstore==0.1.72
+toolz==1.0.0
+tornado==6.4.2
+tqdm==4.67.1
+traitlets==5.14.3
+typing_extensions==4.12.2
+wcwidth==0.2.13
+zipp==3.21.0