Changes for submission-more-result-reproducibility

wandb/latest-run

-run-20220327_121423-20ru5ce5
\ No newline at end of file

wandb/run-20220327_121423-20ru5ce5/files/config.yaml

-wandb_version: 1
-
-_wandb:
-  desc: null
-  value:
-    cli_version: 0.12.9
-    framework: torch
-    is_jupyter_run: false
-    is_kaggle_kernel: false
-    python_version: 3.8.10
-    start_time: 1648397663
-    t:
-      1:
-      - 1
-      - 5
-      2:
-      - 1
-      - 5
-      3:
-      - 3
-      - 13
-      4: 3.8.10
-      5: 0.12.9
-      8:
-      - 5

wandb/run-20220327_121423-20ru5ce5/files/requirements.txt

-absl-py==0.13.0
-affine==2.3.0
-aicrowd-cli==0.1.14
-aicrowd-gym==0.0.3
-aio-pika==6.8.1
-aiocache==0.11.1
-aiodns==3.0.0
-aiofile==3.7.4
-aiofiles==0.8.0
-aiohttp==3.6.2
-aiokafka==0.7.2
-aiopubsub==2.1.5
-aioredis==2.0.1
-aiormq==3.3.1
-aiosignal==1.2.0
-aiosmtplib==1.1.2
-ale-py==0.7.3
-alembic==1.3.3
-aniso8601==7.0.0
-anyio==3.5.0
-appdirs==1.4.4
-apscheduler==3.6.3
-arctic==1.80.1
-argon2-cffi==20.1.0
-arviz==0.11.4
-async-generator==1.10
-async-timeout==3.0.1
-asyncpg==0.25.0
-attrs==21.4.0
-ax-platform==0.2.3
-ax==0.52.0
-backcall==0.2.0
-backoff==1.11.1
-backports.zoneinfo==0.2.1
-base58==2.1.0
-bleach==4.1.0
-bluepy==1.3.0
-botorch==0.6.0
-cachetools==4.2.4
-caio==0.9.3
-casadi==3.5.5
-catboost==0.26.1
-cchardet==2.1.7
-ccxt==1.66.41
-certifi==2021.10.8
-cffi==1.15.0
-cftime==1.5.1.1
-chardet==3.0.4
-charset-normalizer==2.0.1
-click-plugins==1.1.1
-click==8.0.1
-cliff==3.8.0
-cligj==0.7.2
-cloudpickle==2.0.0
-cmaes==0.8.2
-cmd2==2.1.2
-colorama==0.4.4
-colorlog==6.4.1
-commonmark==0.9.1
-configargparse==1.5.3
-configparser==5.0.2
-coverage==6.2
-cryptofeed==2.1.2
-cryptography==35.0.0
-cvxpy==1.1.13
-cycler==0.11.0
-cytoolz==0.11.0
-dask==2021.10.0
-debugpy==1.5.1
-decorator==5.1.1
-defusedxml==0.7.1
-derivative==0.3.1
-dill==0.3.4
-docker-pycreds==0.4.0
-docopt==0.6.2
-dotmap==1.3.8
-ecos==2.0.7.post1
-entrypoints==0.3
-enum-compat==0.0.3
-et-xmlfile==1.1.0
-faiss-cpu==1.7.1.post2
-fastodeint==0.0.1
-fastprogress==1.0.0
-filelock==3.4.2
-flaml==0.10.0
-flatbuffers==2.0
-frozenlist==1.2.0
-fsspec==2022.1.0
-future==0.18.2
-gast==0.2.2
-gcloud-aio-auth==3.7.0
-gcloud-aio-pubsub==4.5.0
-geographiclib==1.52
-geopy==2.2.0
-gitdb==4.0.7
-gitpython==3.1.18
-google-api-core==2.3.2
-google-auth==2.3.3
-google-cloud-pubsub==2.9.0
-googleapis-common-protos==1.54.0
-gpytorch==1.6.0
-graphene-sqlalchemy==2.2.2
-graphene==2.1.8
-graphql-core==2.2.1
-graphql-relay==2.0.0
-graphql-server-core==1.1.3
-graphql-ws==0.3.0
-graphviz==0.17
-greenlet==1.1.1
-grpc-google-iam-v1==0.12.3
-grpcio-status==1.43.0
-grpcio-tools==1.41.0
-grpcio==1.43.0
-gunicorn==20.0.4
-gym==0.20.0
-h11==0.8.1
-h2==3.2.0
-h5py==2.10.0
-hiredis==2.0.0
-hivemind==0.10.0
-hpack==3.0.0
-httpcore==0.3.0
-httptools==0.3.0
-hyperframe==5.2.0
-idna==3.3
-imagecodecs==2021.8.26
-imageio==2.14.1
-importlib-metadata==4.8.2
-importlib-resources==5.4.0
-ipdb==0.13.9
-ipykernel==6.4.1
-ipython-genutils==0.2.0
-ipython==7.31.1
-ipywidgets==7.6.5
-jax==0.2.19
-jaxlib==0.1.70+cuda111
-jedi==0.18.1
-jinja2==3.0.3
-joblib==1.1.0
-jsonschema==3.2.0
-jupyter-client==7.1.2
-jupyter-core==4.9.1
-jupyter-resource-usage==0.6.1
-jupyter-server==1.13.5
-jupyterlab-pygments==0.1.2
-jupyterlab-widgets==1.0.2
-kafka-python==2.0.2
-kiwisolver==1.3.1
-libcst==0.3.23
-lightgbm==3.2.1
-locket==0.2.1
-loguru==0.4.1
-lz4==3.1.10
-mako==1.1.5
-markdown2==2.3.8
-markupsafe==2.0.1
-matplotlib-inline==0.1.2
-matplotlib==3.3.4
-minio==7.1.2
-mistune==0.8.4
-mkl-fft==1.3.1
-mkl-random==1.2.2
-mkl-service==2.4.0
-mock==4.0.3
-mockextras==1.0.2
-more-itertools==8.8.0
-motor==2.4.0
-mpctools==2.4.2
-msgpack-numpy==0.4.7.1
-msgpack==1.0.2
-multiaddr==0.0.9
-multidict==4.7.6
-mypy-extensions==0.4.3
-nbclient==0.5.3
-nbconvert==6.3.0
-nbformat==5.1.3
-nest-asyncio==1.5.1
-netaddr==0.8.0
-netcdf4==1.5.8
-networkx==2.6.3
-notebook-as-pdf==0.5.0
-notebook==6.4.8
-numexpr==2.8.1
-numpy==1.22.2
-olefile==0.46
-onnx==1.9.0
-onnxconverter-common==1.8.1
-onnxruntime==1.8.1
-opencv-python==4.5.4.58
-openpyxl==3.0.9
-opt-einsum==3.3.0
-optuna==2.8.0
-order-book==0.4.1
-osqp==0.6.2
-packaging==21.3
-pamqp==2.3.0
-pandas==1.4.1
-pandoc==2.0.1
-pandocfilters==1.5.0
-parso==0.8.3
-partd==1.2.0
-passlib==1.7.2
-pathtools==0.1.2
-patsy==0.5.2
-pbr==5.6.0
-pensimpy==1.2.5
-pexpect==4.8.0
-pickleshare==0.7.5
-pika==1.2.0
-pillow==9.0.1
-pip==21.3.1
-plotly==5.2.1
-pluggy==0.13.1
-plumbum==1.7.2
-ply==3.11
-prefetch-generator==1.0.1
-prettytable==2.1.0
-prometheus-client==0.13.1
-promise==2.3
-prompt-toolkit==3.0.20
-proto-plus==1.19.8
-protobuf==3.19.1
-psutil==5.8.0
-ptyprocess==0.7.0
-py-postgresql==1.2.1
-py==1.10.0
-pyarrow==6.0.1
-pyasn1-modules==0.2.8
-pyasn1==0.4.8
-pycares==4.1.2
-pycparser==2.21
-pydantic==1.8.2
-pydeprecate==0.3.2
-pyee==7.0.4
-pyglet==1.5.21
-pygments==2.11.2
-pyhdf==0.10.3
-pyjwt==2.3.0
-pymc3==3.11.4
-pymc==2.3.8
-pymongo==3.11.0
-pymultihash==0.8.2
-pyparsing==3.0.4
-pypdf2==1.26.0
-pyperclip==1.8.2
-pyppeteer==0.2.2
-pyproj==3.3.0
-pyrsistent==0.18.0
-pysindy==1.4.3
-pytest-cov==3.0.0
-pytest-runner==5.3.1
-pytest==5.4.3
-python-dateutil==2.8.2
-python-editor==1.0.4
-python-slugify==5.0.2
-pytorch-tabnet==3.1.1
-pytz-deprecation-shim==0.1.0.post0
-pytz==2021.3
-pywavelets==1.1.1
-pyyaml==6.0
-pyzmq==22.3.0
-qdldl==0.1.5
-rasterio==1.2.10
-requests-async==0.5.0
-requests-toolbelt==0.9.1
-requests==2.26.0
-rfc3986==1.5.0
-rich==10.16.2
-rioxarray==0.9.1
-rsa==4.0
-ruamel.yaml.clib==0.2.6
-ruamel.yaml==0.16.7
-rx==1.6.1
-sanic-compress==0.1.1
-sanic-cors==0.9.9.post4
-sanic-graphql==1.1.0
-sanic-jwt==1.4.0
-sanic-plugins-framework==0.9.5
-sanic==19.6.3
-scikit-image==0.18.3
-scikit-learn==1.0.2
-scipy==1.8.0
-scs==2.1.4
-seaborn==0.11.2
-semver==2.13.0
-send2trash==1.8.0
-sentry-sdk==1.3.0
-setuptools==58.0.4
-shortuuid==1.0.1
-singledispatch==3.7.0
-sip==4.19.13
-six==1.16.0
-skl2onnx==1.9.0
-sklearn==0.0
-smmap==4.0.0
-sniffio==1.2.0
-snuggs==1.4.7
-sortedcontainers==2.4.0
-sqlalchemy-utils==0.36.1
-sqlalchemy==1.3.13
-stable-baselines==2.10.2
-statsmodels==0.13.2
-stevedore==3.4.0
-stripe==2.42.0
-subprocess32==3.5.4
-tables==3.7.0
-tenacity==8.0.1
-tensorboardx==2.4.1
-termcolor==1.1.0
-terminado==0.13.1
-testpath==0.5.0
-text-unidecode==1.3
-theano-pymc==1.1.2
-threadpoolctl==2.2.0
-tifffile==2021.7.2
-timeout-decorator==0.5.0
-toml==0.10.2
-tomli==2.0.0
-toolz==0.11.2
-torch==1.10.1
-torchaudio==0.10.1
-torchdiffeq==0.2.2
-torchmetrics==0.7.2
-torchvision==0.11.2
-tornado==6.1
-tqdm==4.60.0
-traitlets==5.1.1
-turbo==0.0.1
-typeguard==2.13.3
-typing-extensions==3.10.0.2
-typing-inspect==0.7.1
-tzdata==2021.5
-tzlocal==4.1
-ujson==5.1.0
-urllib3==1.26.6
-uvloop==0.16.0
-varint==1.0.2
-wandb==0.12.9
-wcwidth==0.2.5
-webencodings==0.5.1
-websocket-client==0.58.0
-websockets==7.0
-wheel==0.37.1
-widgetsnbextension==3.5.2
-xarray==0.20.2
-xgboost==1.3.3
-xlrd==2.0.1
-yapic.json==1.7.2
-yarl==1.7.2
-yaspin==2.1.0
-zipp==3.7.0
-zmq==0.0.0
\ No newline at end of file

wandb/run-20220327_121423-20ru5ce5/files/run.py

-/home/xiaozhou/Documents/competitions/data-purchasing-challenge-2022-starter-kit/run.py
\ No newline at end of file

wandb/run-20220327_121423-20ru5ce5/files/wandb-metadata.json

-{
-    "os": "Linux-5.13.0-35-generic-x86_64-with-glibc2.17",
-    "python": "3.8.10",
-    "heartbeatAt": "2022-03-27T16:14:24.196500",
-    "startedAt": "2022-03-27T16:14:23.331165",
-    "docker": null,
-    "gpu": "NVIDIA GeForce RTX 3090",
-    "gpu_count": 1,
-    "cpu_count": 20,
-    "cuda": null,
-    "args": [],
-    "state": "running",
-    "program": "run.py",
-    "codePath": "run.py",
-    "git": {
-        "remote": "git@gitlab.aicrowd.com:xiaozhou_wang/data-purchasing-challenge-2022-starter-kit.git",
-        "commit": "5caca125e16fd5f0ced7b8b58342b8a77ebd0804"
-    },
-    "email": "xiaozhou@ualberta.ca",
-    "root": "/home/xiaozhou/Documents/competitions/data-purchasing-challenge-2022-starter-kit",
-    "host": "xiaozhou-Alienware-Aurora-R12",
-    "username": "xiaozhou",
-    "executable": "/home/xiaozhou/anaconda3/envs/default/bin/python"
-}

wandb/run-20220327_121423-20ru5ce5/files/wandb-summary.json

-{"F1": 0.27992349415816026, "accuracy_score": 0.5206666666666667, "hamming_loss_score": 0.126, "_wandb": {"runtime": 260}}
\ No newline at end of file