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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.
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.
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.
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.
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 | tracers-and-profiles |
| description | 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. |
Tracer from tracers/base_tracer.py._required_profile_type to the correct HaloProfile subclass (pressure vs density vs matter, etc.).kernel(self, cosmology, z) with the same JAX/numpy conventions as sibling tracers.tracers/__init__.py and __all__._load_dndz_data / _normalize_dndz when working with n(z) files like existing galaxy tracers.halos/profiles/, inheriting from the appropriate base (HaloProfile, pressure, density, matter, HOD modules).halos/profiles/__init__.py if needed for clean imports.Tracer.profile.tsz.py, galaxy_hod.py, cmb_lensing.py) for how Cosmology, data paths, and Const are used.tests/ (kernels shapes, normalization, or finite outputs at reference z).