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Transfer","monthly_downloads":15730,"total_dependent_repos":0,"total_dependent_packages":1,"readme":"\u003cdiv align=\"center\"\u003e\n  \u003cimg src=\"docs/src/assets/logo.svg\" alt=\"RRTMGP.jl Logo\" width=\"128\" height=\"128\"\u003e\n\u003c/div\u003e\n\n# RRTMGP.jl\n\nThe `RRTMGP.jl` package is a Julia implementation of the radiative transfer\nsolver RTE (Radiative Transfer for Energetics) and the RRTMGP (RRTM for General\ncirculation model applications—Parallel) correlated-*k* gas optics\n([Pincus et al., 2019](https://doi.org/10.1029/2019MS001621)), based on the\nreference Fortran implementation\n[rte-rrtmgp](https://github.com/earth-system-radiation/rte-rrtmgp). It computes\nlongwave and shortwave radiative fluxes and heating rates for clear, cloudy,\nand aerosol-laden atmospheres, and is the radiation scheme of the\n[CliMA Earth System Model](https://clima.caltech.edu).\n\n|||\n|-----------------:|:-------------------------------------------------------------|\n| **Documentation**| [![stable][docs-stable-img]][docs-stable-url] [![dev][docs-dev-img]][docs-dev-url] |\n| **Version**      | [![version][version-img]][version-url]                       |\n| **License**      | [![license][license-img]][license-url]                       |\n| **Tests**        | [![gha ci][gha-ci-img]][gha-ci-url] [![buildkite][bk-ci-img]][bk-ci-url] |\n| **Code Coverage**| [![codecov][codecov-img]][codecov-url]                      |\n| **Downloads**    | [![Downloads][dlt-img]][dlt-url]                             |\n\n[docs-stable-img]: https://img.shields.io/badge/docs-stable-blue.svg\n[docs-stable-url]: https://CliMA.github.io/RRTMGP.jl/stable/\n[docs-dev-img]: https://img.shields.io/badge/docs-dev-blue.svg\n[docs-dev-url]: https://CliMA.github.io/RRTMGP.jl/dev/\n[version-img]: https://juliahub.com/docs/General/RRTMGP/stable/version.svg\n[version-url]: https://juliahub.com/ui/Packages/General/RRTMGP\n[license-img]: https://img.shields.io/badge/license-Apache%202.0-blue.svg\n[license-url]: https://github.com/CliMA/RRTMGP.jl/blob/main/LICENSE\n[gha-ci-img]: https://github.com/CliMA/RRTMGP.jl/actions/workflows/OS-UnitTests.yml/badge.svg\n[gha-ci-url]: https://github.com/CliMA/RRTMGP.jl/actions/workflows/OS-UnitTests.yml\n[bk-ci-img]: https://badge.buildkite.com/ee3a0c43cf4925ee14a966f794ac85d0b9439244d23e43b308.svg?branch=main\n[bk-ci-url]: https://buildkite.com/clima/rrtmgp-ci/builds?branch=main\n[codecov-img]: https://codecov.io/gh/CliMA/RRTMGP.jl/branch/main/graph/badge.svg\n[codecov-url]: https://codecov.io/gh/CliMA/RRTMGP.jl\n[dlt-img]: https://img.shields.io/badge/dynamic/json?url=http%3A%2F%2Fjuliapkgstats.com%2Fapi%2Fv1%2Ftotal_downloads%2FRRTMGP\u0026query=total_requests\u0026label=Downloads\n[dlt-url]: https://juliapkgstats.com/pkg/RRTMGP\n\n## Quick Start\n\n### Installation\n\n```julia\nusing Pkg\nPkg.add(\"RRTMGP\")\n```\n\n### Basic Usage\n\nThe standalone front door provides a quick start. A gray (single-band)\natmosphere uses analytic formulas:\n\n```julia\nusing RRTMGP\n\nout = RRTMGP.solve_gray(Float64; nlay = 60, ncol = 1)\nout.net          # net flux at each level [W/m²]\nout.heating_rate # radiative heating rate at each layer [K/s]\n```\n\nFor the full correlated-*k* gas optics, build an idealized clear-sky profile\nand solve it (the lookup tables are downloaded automatically; loading\n`NCDatasets` activates them):\n\n```julia\nusing RRTMGP, NCDatasets\n\nprofile = RRTMGP.standard_atmosphere(Float64; kind = :tropical)\nout = RRTMGP.solve(profile)\nout.lw_up[end, 1]   # outgoing longwave radiation at the top of the atmosphere [W/m²]\nout.heating_rate    # radiative heating rate at each layer [K/s]\n```\n\n### Host-Model Usage\n\nClimate models construct an `RRTMGPSolver` once, write their state through the\n[getter contract](https://clima.github.io/RRTMGP.jl/latest/getters/), and call\n`update_fluxes!(solver)` every radiation step:\n\n```julia\nsolver = RRTMGP.RRTMGPSolver(grid_params, method, params, bcs_lw, bcs_sw, as)\nRRTMGP.update_fluxes!(solver)          # allocation-free, in place\nF = RRTMGP.net_flux(solver)            # (nlev, ncol) view into solver memory\n```\n\n## Key Features\n\n- **Full RRTMGP gas optics**: longwave and shortwave correlated-*k* lookup\n  tables, clouds (with McICA sampling of partial cloudiness), and MERRA\n  aerosols, validated against the Fortran rte-rrtmgp reference fluxes.\n- **Gray radiation**: analytic single-band optics for idealized-climate and\n  teaching use.\n- **Two-stream and no-scattering solvers** for both bands, with optional\n  per-band (spectrally resolved) flux output.\n- **CPU and GPU**: the same code runs single-threaded, multi-threaded, and on\n  CUDA GPUs via [ClimaComms](https://github.com/CliMA/ClimaComms.jl).\n- **Zero-allocation driver**: `update_fluxes!` is allocation-free and\n  type-stable (asserted in CI with `@allocated` and JET), allowing it to run\n  fast within a climate simulation.\n- **Dual precision**: `Float32` and `Float64` throughout, with high accuracy\n  (~ 1e-3 W/m²) at `Float32` and an accuracy-ratchet test pinning the\n  `Float32`↔`Float64` flux differences.\n\n## Design\n\nRRTMGP.jl is organized in three layers:\n\n1. **Functional core**: `solve_lw!` / `solve_sw!` kernels acting on explicit\n   state (`AtmosphericState`, optics, sources, boundary conditions, flux\n   workspaces). See the [Functional core](https://clima.github.io/RRTMGP.jl/latest/functional_core/) page.\n2. **Solver aggregate**: `RRTMGPSolver` bundles the configuration, state, and\n   workspaces; hosts exchange data through documented\n   [getters](https://clima.github.io/RRTMGP.jl/latest/getters/) and drive it\n   with `update_fluxes!`.\n3. **Standalone front door**: `solve_gray(FT)`, `standard_atmosphere(FT)`, and\n   `solve(profile)` for classroom use, single-column experiments, and quick\n   starts.\n\nReaders coming from the Fortran implementation can use the\n[Fortran and paper concordance](https://clima.github.io/RRTMGP.jl/latest/concordance/)\nto map names between the two code bases and the underlying papers.\n\n## Documentation\n\n- **[Documentation home](https://clima.github.io/RRTMGP.jl/latest/)**: overview\n  and page index.\n- **[Functional core](https://clima.github.io/RRTMGP.jl/latest/functional_core/)**:\n  the solver kernels, with runnable gray and clear-sky examples.\n- **[Getter contract](https://clima.github.io/RRTMGP.jl/latest/getters/)**: the\n  host data-exchange interface.\n- **[API reference](https://clima.github.io/RRTMGP.jl/latest/api/)**: types and\n  functions.\n\n## Integration with Climate Models\n\nRRTMGP.jl provides radiative fluxes and heating rates for the\n[CliMA](https://github.com/CliMA) ecosystem, including:\n\n- [ClimaAtmos](https://github.com/CliMA/ClimaAtmos.jl)\n- [ClimaCoupler](https://github.com/CliMA/ClimaCoupler.jl)\n\n## Getting Help\n\nFor questions, check the [documentation](https://clima.github.io/RRTMGP.jl/latest/)\nor open an issue on [GitHub](https://github.com/CliMA/RRTMGP.jl).\n\n## Contributing\n\nContributors should follow the shared CliMA engineering standards in\n[`docs/dev-guides/`](docs/dev-guides/), which cover architecture, performance,\ncode quality, documentation, and workflows. These are vendored from\n[CliMA/DeveloperGuides](https://github.com/CliMA/DeveloperGuides). The repo's\n[`AGENTS.md`](AGENTS.md) is a starting point for AI agents with repo-specific\nguidance.\n\n## Acknowledgments\n\n- [Robert Pincus](https://github.com/RobertPincus) for his invaluable help.\n- Robert Pincus, Eli Mlawer, and Jennifer Delamere, the developers of RTE+RRTMGP\n  and its reference [Fortran implementation](https://github.com/earth-system-radiation/rte-rrtmgp),\n  on which this code is based.\n","funding_links":[],"readme_doi_urls":["https://doi.org/10.1029/2019MS001621"],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":["data-assimilation","pde","climate-modeling","atmospheric-modeling","numerical-methods","finite-difference","dynamical-core","aerosols","spectral-elements","cloud-microphysics"],"project_url":"https://ost.ecosyste.ms/api/v1/projects/20498","html_url":"https://ost.ecosyste.ms/projects/20498"}