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Guides changes to hmfast Cosmology, emulator loading, and cosmological parameter sets. Use when editing cosmology.py, emulator_load.py, download.py, or adding new emulator_set keys.
Codex または Claude でインストール この Prompt をコピーして Codex、Claude、または他のアシスタントに貼り付けると、Skill ページを確認してインストールできます。
SOC 職業分類に基づく
Reviews proposed changes to hmfast for correctness, JAX compatibility, API layering, test coverage, and hardware-cost surprises. Use when the user asks for a review, a sanity check on a diff, or before merging a feature branch.
Diagnoses a failed or stuck SLURM/HPC job for hmfast (OOM, timeout, NaNs, CUDA errors, missing outputs). Use when the user asks "why did my job fail" or shows a SLURM log.
Guides edits to hmfast's differentiable JAX halo model (HaloModel, mass function, bias, concentration, profiles). Use when changing src/hmfast/halos/, power-spectrum methods, or halo-model consistency flags.
Plans and launches an hmfast experiment (training, inference, or scan) on the cluster with safe resource limits. Use when the user wants to run something that costs nontrivial compute, especially on GPU.
Guides adding or modifying hmfast tracers and halo profiles. Use when editing src/hmfast/tracers/ or src/hmfast/halos/profiles/, or integrating new observables with HaloModel.
Drafts or revises a section of an astrophysics or cosmology manuscript based on hmfast results. Use when the user asks for a draft, an edit pass, or a publishability review of a section, including its figures.
| name | cosmology-emulators |
| description | Guides changes to hmfast Cosmology, emulator loading, and cosmological parameter sets. Use when editing cosmology.py, emulator_load.py, download.py, or adding new emulator_set keys. |
emulator_set strings are listed in _COSMO_MODELS in cosmology.py. Adding a new key requires:
.npz artifacts and loader logic in emulator_load.py,download.py if assets are fetched remotely.EmulatorLoader / EmulatorLoaderPCA abstract how networks are restored — follow existing patterns when adding outputs (e.g. new tensors or keys).__init__.py runs download_emulators — when touching download or default models, consider impact on first import (network, disk).Cosmology(emulator_set=...) construction and one or two pk / distance calls with finite outputs after changes.