Repo root had ~35 groups of .prj/.dat files loose alongside the build
system and source, all sharing one flat namespace. Centralize the new
prj/<name>/ convention inside AStack::loadWeights/saveWeights/
loadTrainingBatch/saveTrainingBatch and StackCreator::fromFile/toFile
(via a new AStack::projectDir() helper) -- these already have access to
the project name, so callers (poet.cpp, the GUI) need no changes at all;
they keep passing the same base directory they always did.
Filenames inside each project folder are unchanged (e.g.
prj/mnist_2/mnist_2.prj, prj/mnist_2/mnist_2.Layer.0.w.dat) -- only the
directory moves. Added Matutils::ensureDir() (mkdir -p equivalent; no
std::filesystem in C++11) since ofstream won't create directories, used
wherever a project is saved for the first time.
File migration for existing projects is a separate commit.
Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_016K8Gu7Qejd11JbdiHZqYAs
Matutils::sample() always binary-thresholds (src > uniform(src)), but it
was the only sampler in the codebase and was called unconditionally on
h_probs/v_probs/miniBatch in several CD Gibbs-loop branches regardless
of doGaussianVisible/doGaussianHidden. Binary-thresholding a Gaussian
unit's continuous activation is meaningless -- it would corrupt any
Gaussian-visible/hidden RBM (image-domain experiments via the GUI or
TEST target); doesn't affect poet's plain BB-RBM path since both flags
are false there.
Add sample_gaussian() (mean + N(0,1) noise) alongside the existing
Bernoulli sample() in matutils.hpp, plus Rbm::sampleVisible/sampleHidden
helpers that dispatch to the right one per the RBM's configured type.
Replace every visible/hidden Gibbs-step sample() call in cd_jens (the
active path) and cd_hinton (compiled but currently unused, behind
USE_CD_HINTON) with the appropriate dispatch helper, and fix the same
issue in Rbm::train's doSampleBatch path.
Behavior is unchanged for any RBM with doGaussianVisible/doGaussianHidden
both false (confirmed: poet.elf f output identical before/after).
Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_016K8Gu7Qejd11JbdiHZqYAs
jensandClaude Sonnet 5