菜单
Use when working in SIMPLE's src/main/stream subsystem, including online/mini-stream orchestration, chunk and microchunk processing, staged pipeline steps, watchers, queue/message definitions, and streaming variants of preprocessing and cluster2D workflows.
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
Use when working in SIMPLE's src/main/nano subsystem, including nanoparticle and molecule data structures, graphene and time-series helpers, and the SINGLE-specific domain logic that supports liquid-cell and nanoparticle workflows.
Use when working on SIMPLE's abinitio2D workflow and its cluster2D stages, including 2D search strategies, probabilistic 2D sampling, class-average restoration, distributed partial class-average assembly, online matcher particle I/O, project updates, and streaming/rejection helpers.
Use when working on SIMPLE's model_cavgs_rejection application, simple_cavg_quality feature-space selector, class-average quality selection, quality_mode=analyze outputs, cavgs_quality feature/reference tables, chunk vs pool rejection tuning, or microchunk quality-vector integration.
Use when studying, explaining, or modifying SIMPLE's fractional-update and trailing-reconstruction workflow, including update_frac sampling, sampled/updatecnt bookkeeping, matcher reconstruction I/O, partial even/odd reconstruction handoff, rec3D/volassemble ownership, downsampling compatibility, obsfield mirrors, and stage-to-stage previous-reference contracts.
Use when working on SIMPLE's streaming microchunk class-average rejection, simple_microchunked2D lifecycle sentinels, pass-1/pass-2/refchunk/match generation, skip_pass_2 behavior, simple_cluster2D_rejector criteria, or boundaries with model_cavgs_rejection.
Use when working on SIMPLE's refine3D workflow, including CLI/UI entrypoints, commanders, probabilistic pre-alignment, 3D search and matcher strategies, online partial reconstruction, volassemble, automasking, nonuniform filtering, multi-state behavior, distributed execution, and related abinitio3D refinement code paths.
| name | simple-main-stream |
| description | Use when working in SIMPLE's src/main/stream subsystem, including online/mini-stream orchestration, chunk and microchunk processing, staged pipeline steps, watchers, queue/message definitions, and streaming variants of preprocessing and cluster2D workflows. |
src/main/streamThis folder owns the streaming pipeline.
simple_stream_p00_master.f90simple_stream_p01_preprocess.f90simple_stream_p02_assign_optics.f90simple_stream_p03_opening2D.f90simple_stream_p04_refpick_extract.f90simple_stream_p05_sieve_cavgs.f90simple_stream_p06_pool2D.f90_new variants exist; compare carefully before changing shared behaviorFor simple_microchunked2D rejection, read .github/skills/simple-microchunk-rejection/SKILL.md and doc/microchunk_and_rejection/microchunk_rejection_policy.md before editing. Preserve sentinel-driven restart behavior and the skip_pass_2 direct pass-1-to-ref/match path.
Do not assume batch semantics apply unchanged to stream code; stage boundaries and artifact cadence matter here.