Data

Tools

Indexes

Applications

Experiments

Open Source Science

https://github.com/axect/deeponet_from_scratch

Tutorial for DeepONet

https://github.com/axect/deeponet_from_scratch

Science Score: 26.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • ○
    CITATION.cff file
  • ✓
    codemeta.json file
    Found codemeta.json file
  • ✓
    .zenodo.json file
    Found .zenodo.json file
  • ○
    DOI references
  • ○
    Academic publication links
  • ○
    Committers with academic emails
  • ○
    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (1.0%) to scientific vocabulary
Last synced: 11 months ago · JSON representation

Repository

Tutorial for DeepONet

Basic Info
  • Host: GitHub
  • Owner: Axect
  • Language: Jupyter Notebook
  • Default Branch: main
  • Size: 28.4 MB
Statistics
  • Stars: 3
  • Watchers: 2
  • Forks: 0
  • Open Issues: 0
  • Releases: 0
Created over 2 years ago · Last pushed about 2 years ago
Metadata Files
Readme

README.md

DeepONet from Scratch

Data

  • Gaussian Random Field (GRF) for compact domain & compact range.
  • GRFs are generated by rugfield
  • For integral, the label for data is generated by integral of Cubic Hermite Splines.

GRFs

GRF_Integrals

Owner

  • Name: Tae-Geun Kim
  • Login: Axect
  • Kind: user
  • Location: Seoul, South Korea
  • Company: Yonsei Univ.

Ph.D student of particle physics & Rustacean

GitHub Events

Total
  • Watch event: 1
Last Year
  • Watch event: 1

Committers

Last synced: about 1 year ago

All Time
  • Total Commits: 61
  • Total Committers: 1
  • Avg Commits per committer: 61.0
  • Development Distribution Score (DDS): 0.0
Past Year
  • Commits: 0
  • Committers: 0
  • Avg Commits per committer: 0.0
  • Development Distribution Score (DDS): 0.0
Top Committers
Name Email Commits
axect a****t@o****r 61
Committer Domains (Top 20 + Academic)
outlook.kr: 1

Issues and Pull Requests

Last synced: about 1 year ago

All Time
  • Total issues: 0
  • Total pull requests: 0
  • Average time to close issues: N/A
  • Average time to close pull requests: N/A
  • Total issue authors: 0
  • Total pull request authors: 0
  • Average comments per issue: 0
  • Average comments per pull request: 0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 0
  • Pull requests: 0
  • Average time to close issues: N/A
  • Average time to close pull requests: N/A
  • Issue authors: 0
  • Pull request authors: 0
  • Average comments per issue: 0
  • Average comments per pull request: 0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
View more stats
Top Authors
Issue Authors
Pull Request Authors
Top Labels
Issue Labels
Pull Request Labels

Dependencies

Cargo.lock cargo
  • 153 dependencies
Cargo.toml cargo
requirements.txt pypi
  • aiohttp ==3.9.3
  • aiosignal ==1.3.1
  • alembic ==1.13.1
  • aniso8601 ==9.0.1
  • anyio ==4.3.0
  • appdirs ==1.4.4
  • argon2-cffi ==23.1.0
  • argon2-cffi-bindings ==21.2.0
  • arrow ==1.3.0
  • asttokens ==2.4.1
  • async-lru ==2.0.4
  • attrs ==23.2.0
  • ax-platform ==0.3.7
  • babel ==2.14.0
  • beautifulsoup4 ==4.12.3
  • bleach ==6.1.0
  • blinker ==1.7.0
  • botorch ==0.10.0
  • certifi ==2024.2.2
  • cffi ==1.16.0
  • charset-normalizer ==3.3.2
  • click ==8.1.7
  • cloudpickle ==3.0.0
  • colorlog ==6.8.2
  • comm ==0.2.2
  • contourpy ==1.2.0
  • cycler ==0.12.1
  • debugpy ==1.8.1
  • decorator ==5.1.1
  • defusedxml ==0.7.1
  • docker ==7.0.0
  • docker-pycreds ==0.4.0
  • entrypoints ==0.4
  • executing ==2.0.1
  • fastjsonschema ==2.19.1
  • filelock ==3.13.1
  • flask ==3.0.2
  • fonttools ==4.50.0
  • fqdn ==1.5.1
  • frozenlist ==1.4.1
  • fsspec ==2024.3.1
  • gitdb ==4.0.11
  • gitpython ==3.1.42
  • gpytorch ==1.11
  • graphene ==3.3
  • graphql-core ==3.2.3
  • graphql-relay ==3.2.0
  • greenlet ==3.0.3
  • gunicorn ==21.2.0
  • h11 ==0.14.0
  • httpcore ==1.0.4
  • httpx ==0.27.0
  • idna ==3.6
  • importlib-metadata ==7.1.0
  • ipykernel ==6.29.3
  • ipython ==8.22.2
  • ipywidgets ==8.1.2
  • isoduration ==20.11.0
  • itsdangerous ==2.1.2
  • jaxtyping ==0.2.28
  • jedi ==0.19.1
  • jinja2 ==3.1.3
  • joblib ==1.3.2
  • json5 ==0.9.24
  • jsonpointer ==2.4
  • jsonschema ==4.21.1
  • jsonschema-specifications ==2023.12.1
  • jupyter-client ==8.6.1
  • jupyter-core ==5.7.2
  • jupyter-events ==0.10.0
  • jupyter-lsp ==2.2.4
  • jupyter-server ==2.13.0
  • jupyter-server-terminals ==0.5.3
  • jupyterlab ==4.1.5
  • jupyterlab-pygments ==0.3.0
  • jupyterlab-server ==2.25.4
  • jupyterlab-widgets ==3.0.10
  • kiwisolver ==1.4.5
  • lightning ==2.2.1
  • lightning-utilities ==0.11.0
  • linear-operator ==0.5.1
  • mako ==1.3.2
  • markdown ==3.6
  • markdown-it-py ==3.0.0
  • markupsafe ==2.1.5
  • matplotlib ==3.8.3
  • matplotlib-inline ==0.1.6
  • mdurl ==0.1.2
  • mistune ==3.0.2
  • mlflow ==2.11.3
  • mpmath ==1.3.0
  • multidict ==6.0.5
  • multipledispatch ==1.0.0
  • mypy-extensions ==1.0.0
  • nbclient ==0.10.0
  • nbconvert ==7.16.3
  • nbformat ==5.10.3
  • nest-asyncio ==1.6.0
  • networkx ==3.2.1
  • notebook ==7.1.2
  • notebook-shim ==0.2.4
  • numpy ==1.26.4
  • nvidia-cublas-cu12 ==12.1.3.1
  • nvidia-cuda-cupti-cu12 ==12.1.105
  • nvidia-cuda-nvrtc-cu12 ==12.1.105
  • nvidia-cuda-runtime-cu12 ==12.1.105
  • nvidia-cudnn-cu12 ==8.9.2.26
  • nvidia-cufft-cu12 ==11.0.2.54
  • nvidia-curand-cu12 ==10.3.2.106
  • nvidia-cusolver-cu12 ==11.4.5.107
  • nvidia-cusparse-cu12 ==12.1.0.106
  • nvidia-nccl-cu12 ==2.19.3
  • nvidia-nvjitlink-cu12 ==12.4.99
  • nvidia-nvtx-cu12 ==12.1.105
  • opt-einsum ==3.3.0
  • optuna ==3.6.0
  • optuna-integration ==3.6.0
  • overrides ==7.7.0
  • packaging ==23.2
  • pandas ==2.2.1
  • pandocfilters ==1.5.1
  • parso ==0.8.3
  • pexpect ==4.9.0
  • pillow ==10.2.0
  • platformdirs ==4.2.0
  • plotly ==5.20.0
  • polars ==0.20.16
  • prometheus-client ==0.20.0
  • prompt-toolkit ==3.0.43
  • protobuf ==4.25.3
  • psutil ==5.9.8
  • ptyprocess ==0.7.0
  • pure-eval ==0.2.2
  • pyarrow ==15.0.2
  • pycparser ==2.21
  • pygments ==2.17.2
  • pyparsing ==3.1.2
  • pyre-extensions ==0.0.30
  • pyro-api ==0.1.2
  • pyro-ppl ==1.9.0
  • python-dateutil ==2.9.0.post0
  • python-json-logger ==2.0.7
  • pytorch-lightning ==2.2.1
  • pytz ==2024.1
  • pyyaml ==6.0.1
  • pyzmq ==25.1.2
  • querystring-parser ==1.2.4
  • referencing ==0.34.0
  • requests ==2.31.0
  • rfc3339-validator ==0.1.4
  • rfc3986-validator ==0.1.1
  • rich ==13.7.1
  • rpds-py ==0.18.0
  • scienceplots ==2.1.1
  • scikit-learn ==1.4.1.post1
  • scipy ==1.12.0
  • send2trash ==1.8.2
  • sentry-sdk ==1.43.0
  • setproctitle ==1.3.3
  • setuptools ==69.2.0
  • six ==1.16.0
  • smmap ==5.0.1
  • sniffio ==1.3.1
  • soupsieve ==2.5
  • sqlalchemy ==2.0.29
  • sqlparse ==0.4.4
  • stack-data ==0.6.3
  • sympy ==1.12
  • tenacity ==8.2.3
  • terminado ==0.18.1
  • threadpoolctl ==3.4.0
  • tinycss2 ==1.2.1
  • torch ==2.2.1
  • torchmetrics ==1.3.2
  • tornado ==6.4
  • tqdm ==4.66.2
  • traitlets ==5.14.2
  • triton ==2.2.0
  • typeguard ==2.13.3
  • types-python-dateutil ==2.9.0.20240316
  • typing-extensions ==4.10.0
  • typing-inspect ==0.9.0
  • tzdata ==2024.1
  • uri-template ==1.3.0
  • urllib3 ==2.2.1
  • wandb ==0.16.4
  • wcwidth ==0.2.13
  • webcolors ==1.13
  • webencodings ==0.5.1
  • websocket-client ==1.7.0
  • werkzeug ==3.0.1
  • widgetsnbextension ==4.0.10
  • yarl ==1.9.4
  • zipp ==3.18.1