diff --git a/environment.yml b/environment.yml
new file mode 100644
index 0000000..92bdbcf
--- /dev/null
+++ b/environment.yml
@@ -0,0 +1,184 @@
+name: clean_issl
+channels:
+  - pytorch
+  - defaults
+dependencies:
+  - _libgcc_mutex=0.1=main
+  - _openmp_mutex=5.1=1_gnu
+  - asttokens=2.0.5=pyhd3eb1b0_0
+  - backcall=0.2.0=pyhd3eb1b0_0
+  - black=22.6.0=py310h06a4308_0
+  - blas=1.0=mkl
+  - brotlipy=0.7.0=py310h7f8727e_1002
+  - bzip2=1.0.8=h7b6447c_0
+  - ca-certificates=2022.07.19=h06a4308_0
+  - certifi=2022.6.15=py310h06a4308_0
+  - cffi=1.15.1=py310h74dc2b5_0
+  - charset-normalizer=2.0.4=pyhd3eb1b0_0
+  - click=8.0.4=py310h06a4308_0
+  - cryptography=37.0.1=py310h9ce1e76_0
+  - cudatoolkit=11.3.1=h2bc3f7f_2
+  - debugpy=1.5.1=py310h295c915_0
+  - decorator=5.1.1=pyhd3eb1b0_0
+  - entrypoints=0.4=py310h06a4308_0
+  - executing=0.8.3=pyhd3eb1b0_0
+  - ffmpeg=4.3=hf484d3e_0
+  - flake8=4.0.1=pyhd3eb1b0_1
+  - freetype=2.11.0=h70c0345_0
+  - giflib=5.2.1=h7b6447c_0
+  - gmp=6.2.1=h295c915_3
+  - gnutls=3.6.15=he1e5248_0
+  - idna=3.3=pyhd3eb1b0_0
+  - importlib-metadata=4.11.3=py310h06a4308_0
+  - intel-openmp=2021.4.0=h06a4308_3561
+  - ipykernel=6.9.1=py310h06a4308_0
+  - ipython=8.4.0=py310h06a4308_0
+  - isort=5.9.3=pyhd3eb1b0_0
+  - jedi=0.18.1=py310h06a4308_1
+  - jpeg=9e=h7f8727e_0
+  - jupyter_client=7.2.2=py310h06a4308_0
+  - jupyter_core=4.10.0=py310h06a4308_0
+  - lame=3.100=h7b6447c_0
+  - lcms2=2.12=h3be6417_0
+  - ld_impl_linux-64=2.38=h1181459_1
+  - lerc=3.0=h295c915_0
+  - libdeflate=1.8=h7f8727e_5
+  - libffi=3.3=he6710b0_2
+  - libgcc-ng=11.2.0=h1234567_1
+  - libgomp=11.2.0=h1234567_1
+  - libiconv=1.16=h7f8727e_2
+  - libidn2=2.3.2=h7f8727e_0
+  - libpng=1.6.37=hbc83047_0
+  - libsodium=1.0.18=h7b6447c_0
+  - libstdcxx-ng=11.2.0=h1234567_1
+  - libtasn1=4.16.0=h27cfd23_0
+  - libtiff=4.4.0=hecacb30_0
+  - libunistring=0.9.10=h27cfd23_0
+  - libuuid=1.0.3=h7f8727e_2
+  - libwebp=1.2.2=h55f646e_0
+  - libwebp-base=1.2.2=h7f8727e_0
+  - lz4-c=1.9.3=h295c915_1
+  - matplotlib-inline=0.1.2=pyhd3eb1b0_2
+  - mccabe=0.7.0=pyhd3eb1b0_0
+  - mkl=2021.4.0=h06a4308_640
+  - mkl-service=2.4.0=py310h7f8727e_0
+  - mkl_fft=1.3.1=py310hd6ae3a3_0
+  - mkl_random=1.2.2=py310h00e6091_0
+  - mypy_extensions=0.4.3=py310h06a4308_0
+  - ncurses=6.3=h5eee18b_3
+  - nest-asyncio=1.5.5=py310h06a4308_0
+  - nettle=3.7.3=hbbd107a_1
+  - numpy=1.23.1=py310h1794996_0
+  - numpy-base=1.23.1=py310hcba007f_0
+  - openh264=2.1.1=h4ff587b_0
+  - openssl=1.1.1q=h7f8727e_0
+  - parso=0.8.3=pyhd3eb1b0_0
+  - pathspec=0.9.0=py310h06a4308_0
+  - pexpect=4.8.0=pyhd3eb1b0_3
+  - pickleshare=0.7.5=pyhd3eb1b0_1003
+  - pillow=9.2.0=py310hace64e9_1
+  - pip=22.1.2=py310h06a4308_0
+  - platformdirs=2.4.0=pyhd3eb1b0_0
+  - prompt-toolkit=3.0.20=pyhd3eb1b0_0
+  - ptyprocess=0.7.0=pyhd3eb1b0_2
+  - pure_eval=0.2.2=pyhd3eb1b0_0
+  - pycodestyle=2.8.0=pyhd3eb1b0_0
+  - pycparser=2.21=pyhd3eb1b0_0
+  - pyflakes=2.4.0=pyhd3eb1b0_0
+  - pygments=2.11.2=pyhd3eb1b0_0
+  - pyopenssl=22.0.0=pyhd3eb1b0_0
+  - pysocks=1.7.1=py310h06a4308_0
+  - python=3.10.4=h12debd9_0
+  - python-dateutil=2.8.2=pyhd3eb1b0_0
+  - pytorch=1.12.1=py3.10_cuda11.3_cudnn8.3.2_0
+  - pytorch-mutex=1.0=cuda
+  - pyzmq=23.2.0=py310h6a678d5_0
+  - readline=8.1.2=h7f8727e_1
+  - requests=2.28.1=py310h06a4308_0
+  - setuptools=61.2.0=py310h06a4308_0
+  - six=1.16.0=pyhd3eb1b0_1
+  - sqlite=3.39.2=h5082296_0
+  - stack_data=0.2.0=pyhd3eb1b0_0
+  - tk=8.6.12=h1ccaba5_0
+  - tomli=2.0.1=py310h06a4308_0
+  - torchvision=0.13.1=py310_cu113
+  - tornado=6.1=py310h7f8727e_0
+  - traitlets=5.1.1=pyhd3eb1b0_0
+  - typing_extensions=4.3.0=py310h06a4308_0
+  - tzdata=2022a=hda174b7_0
+  - urllib3=1.26.11=py310h06a4308_0
+  - wcwidth=0.2.5=pyhd3eb1b0_0
+  - wheel=0.37.1=pyhd3eb1b0_0
+  - xz=5.2.5=h7f8727e_1
+  - zeromq=4.3.4=h2531618_0
+  - zipp=3.8.0=py310h06a4308_0
+  - zlib=1.2.12=h7f8727e_2
+  - zstd=1.5.2=ha4553b6_0
+  - pip:
+    - absl-py==1.2.0
+    - aiohttp==3.8.1
+    - aiosignal==1.2.0
+    - antlr4-python3-runtime==4.9.3
+    - async-timeout==4.0.2
+    - attrs==22.1.0
+    - cachetools==5.2.0
+    - cloudpickle==2.1.0
+    - colorlog==6.6.0
+    - commonmark==0.9.1
+    - cycler==0.11.0
+    - docker-pycreds==0.4.0
+    - einops==0.4.1
+    - fonttools==4.36.0
+    - frozenlist==1.3.1
+    - fsspec==2022.7.1
+    - gitdb==4.0.9
+    - gitpython==3.1.27
+    - google-auth==2.11.0
+    - google-auth-oauthlib==0.4.6
+    - grpcio==1.47.0
+    - hydra-colorlog==1.2.0
+    - hydra-core==1.2.0
+    - hydra-submitit-launcher==1.2.0
+    - joblib==1.1.0
+    - kiwisolver==1.4.4
+    - markdown==3.4.1
+    - markupsafe==2.1.1
+    - matplotlib==3.5.3
+    - multidict==6.0.2
+    - oauthlib==3.2.0
+    - omegaconf==2.2.3
+    - packaging==21.3
+    - pandas==1.4.3
+    - pathtools==0.1.2
+    - promise==2.3
+    - protobuf==3.19.4
+    - psutil==5.9.1
+    - pyasn1==0.4.8
+    - pyasn1-modules==0.2.8
+    - pydeprecate==0.3.2
+    - pyparsing==3.0.9
+    - pytorch-lightning==1.7.2
+    - pytorch-lightning-bolts==0.3.2.post1
+    - pytz==2022.2.1
+    - pyyaml==6.0
+    - requests-oauthlib==1.3.1
+    - rich==12.5.1
+    - rsa==4.9
+    - scikit-learn==1.1.2
+    - scipy==1.9.0
+    - seaborn==0.11.2
+    - sentry-sdk==1.9.5
+    - setproctitle==1.3.2
+    - shortuuid==1.0.9
+    - smmap==5.0.0
+    - submitit==1.4.5
+    - tensorboard==2.10.0
+    - tensorboard-data-server==0.6.1
+    - tensorboard-plugin-wit==1.8.1
+    - threadpoolctl==3.1.0
+    - torchmetrics==0.9.3
+    - tqdm==4.64.0
+    - wandb==0.13.1
+    - werkzeug==2.2.2
+    - yarl==1.8.1
+prefix: /nlp/scr/yanndubs/miniconda3/envs/clean_issl