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Observation and Forecast","monthly_downloads":0,"total_dependent_repos":0,"total_dependent_packages":0,"readme":"# NSF NCAR MILES Community Research Earth Digital Intelligence Twin (CREDIT)\n\n[![DOI](https://zenodo.org/badge/710968229.svg)](https://doi.org/10.5281/zenodo.14361005)\n\n[PyPI](https://pypi.org/project/miles-credit/)\n\n[CREDIT npj Climate and Atmospheric Science Article](nature.com/articles/s41612-025-01125-6)\n\n## About\nCREDIT is an open software platform to train and deploy AI atmospheric prediction models. CREDIT offers fast models\nthat can be flexibly configured both in terms of input data and neural network architecture. The interface is designed\nto be user-friendly and enable fast spin-up and iteration. CREDIT is backed by the AI and atmospheric science expertise\nof the MILES group and the NSF National Center for Atmospheric Research, leading to design choices that balance advanced\nAI/ML with our physical knowledge of the atmosphere.\n\nCREDIT has reached its first stable release with a full set of models, training, and deployment options. It continues\nto be under active development. Please contact [the MILES group](mailto:milescore@ucar.edu) if you have any questions about CREDIT.\n\n**New to CREDIT?** See [QUICKSTART.md](QUICKSTART.md) to get up and running locally, or the [full online Quickstart](https://miles-credit.readthedocs.io/en/latest/quickstart.html) for detailed guidance.\n\n## AI assistant\n\n`credit ask` is a unified AI assistant — it automatically runs in agent mode (reads your\nfiles, runs shell commands, iterates until it has a confident answer) when an Anthropic key\nis available, or falls back to simple chat (Groq, OpenRouter, Gemini, or OpenAI) otherwise.\n\n```bash\npip install \"miles-credit[ask]\"\n\n# Free — no card needed (pick either)\nexport GROQ_API_KEY=gsk_...          # https://console.groq.com\nexport OPENROUTER_API_KEY=sk-or-...  # https://openrouter.ai\n\n# Or use your own Anthropic key for full agent mode (~$0.01–0.05/session)\nexport ANTHROPIC_API_KEY=sk-ant-...  # https://console.anthropic.com\n\ncredit ask \"why is my loss not decreasing?\"\ncredit ask -c my_run.yml \"why did my training run crash?\"\n```\n\nThe assistant picks the first provider with an available API key. Supported keys:\n\n| Env var | Provider / model | Mode |\n|---------|------------------|------|\n| `ANTHROPIC_API_KEY` | Anthropic (Claude) | full agent mode |\n| `GROQ_API_KEY` | Groq (Llama 3, free) | simple chat |\n| `OPENROUTER_API_KEY` | OpenRouter (Qwen3-Next-80B, free) | simple chat |\n| `GOOGLE_API_KEY` | Google (Gemini) | simple chat |\n| `OPENAI_API_KEY` | OpenAI (GPT-4o) | simple chat |\n\nSee the [AI Assistant documentation](https://miles-credit.readthedocs.io/en/latest/agent.html) for the full reference.\n\nMILES CREDIT also provides more detailed [documentation](https://miles-credit.readthedocs.io/en/latest/) with installation\ninstructions, how to get started training and deploying models, how to interpret the config files, and full API docs.\n\n## Citing CREDIT\nIf you are interested in using CREDIT as part of your research, please cite the following paper:\nSchreck, J.S., Sha, Y., Chapman, W. et al. Community Research Earth Digital Intelligence Twin: a scalable framework \nfor AI-driven Earth System Modeling. npj Clim Atmos Sci 8, 239 (2025). https://doi.org/10.1038/s41612-025-01125-6\n\n# Model Weights and Data\nModel weights for the CREDIT 6-hour WXFormer and FuXi models and the 1-hour WXFormer are available on huggingface.\n\n* [6-Hour WXFormer](https://huggingface.co/djgagne2/wxformer_6h)\n* [1-Hour WXFormer](https://huggingface.co/djgagne2/wxformer_1h)\n* [6-Hour FuXi](https://huggingface.co/djgagne2/fuxi_6h)\n\nProcessed ERA5 Zarr Data are available for download through Globus (requires free account) through the [CREDIT ERA5 Zarr Files](https://app.globus.org/file-manager/collections/2fc90d8f-10b7-44e1-a6a5-cf844112822e/overview) collection.\n\nScaling/transform values for normalizing the data are available through Globus [here](https://app.globus.org/file-manager/collections/c5a23e21-1bee-4d1e-bb59-77c5dcee7c76). \n\nCREDIT also supports realtime runs generated from deterministic [Google Cloud GFS files](https://console.cloud.google.com/marketplace/product/noaa-public/gfs)\nand raw cube sphere [GEFS files](https://console.cloud.google.com/marketplace/product/noaa-public/gfs-ensemble-forecast-system).\n\n# Support\nThis software is based upon work supported by the NSF National Center for Atmospheric Research, a major facility sponsored by the \nU.S. National Science Foundation  under Cooperative Agreement No. 1852977 and managed by the University Corporation for Atmospheric Research. Any opinions, findings and conclusions or recommendations \nexpressed in this material do not necessarily reflect the views of NSF. Additional support for development was provided by \nThe NSF AI Institute for Research on Trustworthy AI for Weather, Climate, and Coastal Oceanography (AI2ES)  with grant\nnumber RISE-2019758 and by Schmidt Sciences, LLC. \n","funding_links":[],"readme_doi_urls":["https://doi.org/10.5281/zenodo.14361005","https://doi.org/10.1038/s41612-025-01125-6"],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":["grib","weather","hugo"],"project_url":"https://ost.ecosyste.ms/api/v1/projects/316810","html_url":"https://ost.ecosyste.ms/projects/316810"}