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simple-main-pca

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Mis à jour27 juin 2026 à 23:43

Use when working in SIMPLE's src/main/pca subsystem, including PCA, PPCA, complex PPCA, kernel PCA, diffusion maps, and SVD-backed dimensionality-reduction code used in analysis and denoising workflows.

Installation

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Source

hael

hael/SIMPLE

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Métiers associésSOC

Basé sur la classification professionnelle SOC

Biologistes, autresSciences de la vie, physiques et sociales·SOC 19-1029

SKILL.md

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name	simple-main-pca
description	Use when working in SIMPLE's src/main/pca subsystem, including PCA, PPCA, complex PPCA, kernel PCA, diffusion maps, and SVD-backed dimensionality-reduction code used in analysis and denoising workflows.

SIMPLE `src/main/pca`

This folder owns PCA-family methods.

Read First

simple_pca.f90
simple_pca_svd.f90
simple_ppca.f90
simple_complex_ppca.f90
simple_kpca_svd.f90
simple_diffusion_maps.f90
simple_diff_map_denoise.f90

Connections

Often paired with image stacks, denoising, and analysis workflows
Likely depends on image/, project/, and numeric utilities

Working Rule

Different PCA variants may share concepts but not assumptions; avoid forcing a single abstraction unless the code already wants it.

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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.

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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.

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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.

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Exécutez n'importe quel Skill en un clic

simple-main-pca

SIMPLE src/main/pca

Read First

Connections

Working Rule

Plus depuis ce dépôt

Plus depuis ce dépôt

SIMPLE src/main/pca

Read First

Connections

Working Rule

SIMPLE `src/main/pca`

SIMPLE `src/main/pca`