From 79bbc45f41822757e60d7f1994a82c5171a9e554 Mon Sep 17 00:00:00 2001 From: Giorgio Gilestro Date: Sun, 5 Jul 2026 09:19:36 +0100 Subject: [PATCH] neural: real-MNIST external-validity tier (collapse + grounding) Confirms model collapse and its arrest by grounding on REAL images, not just the synthetic sandbox. A conv VAE (the canonical generative-collapse model) is retrained each generation on its own generated digits, with a fraction g of fresh real MNIST mixed in. Modes = digit class x stroke- thickness bin (K=30, Zipf, ~18 tail modes); the oracle is a frozen CNN + deterministic thickness at 98.5% mode accuracy (30x30 confusion matrix recorded in the manifest as the measurement-noise floor). Result (4 reps): dry (g=0) collapses to a single mode -- forward-KL 0.5->18, support 30->1, tail 1.0->0.06, H->0 -- while 10% grounding holds all 30 modes (KL~0.6, full tail, H~0.9). Signs, not magnitudes (blueprint 3.5); the exact synthetic oracle stays the quantitative anchor. The VAE needs ~10% grounding vs the synthetic histogram's ~5%, consistent with the grounding finding that trained nets need more than the exact operator. Plugs into the existing data-agnostic contract (metrics/grounding/output reused verbatim): mnist_data (thickness bins, class x thickness bijection, MnistSampler), mnist_oracle (ClassifierOracle + confusion matrix), mnist_vae (ConvVAEGenerator), mnist_loop (run_mnist_lineage), kind= mnist_lineage dispatch, MnistCfg/OracleCfg. Figures: plot_mnist (parquet- only) + mnist_montage (eyeball diagnostic showing digits degenerate to one blurry mode). make mnist / make env-mnist, kept out of the make neural loop. 99 tests green (+5 torchvision-gated). Co-Authored-By: Claude Opus 4.8 --- .gitignore | 1 + CLAUDE.md | 10 +- Makefile | 13 +- configs/neural/mnist_collapse.yaml | 59 ++ figures/mnist_montage.py | 75 ++ figures/plot_mnist.py | 80 ++ results/mnist_collapse/README.md | 39 + results/mnist_collapse/manifest.json | 984 ++++++++++++++++++++ results/mnist_collapse/mnist_collapse.pdf | Bin 0 -> 33860 bytes results/mnist_collapse/mnist_collapse.png | Bin 0 -> 284738 bytes results/mnist_collapse/mnist_montage.pdf | Bin 0 -> 171353 bytes results/mnist_collapse/mnist_montage.png | Bin 0 -> 186141 bytes results/mnist_collapse/resolved_config.yaml | 110 +++ src/neural/config.py | 41 +- src/neural/experiment.py | 87 +- src/neural/mnist_data.py | 198 ++++ src/neural/mnist_loop.py | 106 +++ src/neural/mnist_oracle.py | 159 ++++ src/neural/mnist_vae.py | 125 +++ tasks/todo.md | 17 +- tests/test_mnist.py | 106 +++ 21 files changed, 2200 insertions(+), 10 deletions(-) create mode 100644 configs/neural/mnist_collapse.yaml create mode 100644 figures/mnist_montage.py create mode 100644 figures/plot_mnist.py create mode 100644 results/mnist_collapse/README.md create mode 100644 results/mnist_collapse/manifest.json create mode 100644 results/mnist_collapse/mnist_collapse.pdf create mode 100644 results/mnist_collapse/mnist_collapse.png create mode 100644 results/mnist_collapse/mnist_montage.pdf create mode 100644 results/mnist_collapse/mnist_montage.png create mode 100644 results/mnist_collapse/resolved_config.yaml create mode 100644 src/neural/mnist_data.py create mode 100644 src/neural/mnist_loop.py create mode 100644 src/neural/mnist_oracle.py create mode 100644 src/neural/mnist_vae.py create mode 100644 tests/test_mnist.py diff --git a/.gitignore b/.gitignore index 6e18bdc..025511c 100644 --- a/.gitignore +++ b/.gitignore @@ -6,3 +6,4 @@ __pycache__/ .pytest_cache/ results/**/results.parquet models/ +data/ diff --git a/CLAUDE.md b/CLAUDE.md index db1fb38..14d61f2 100644 --- a/CLAUDE.md +++ b/CLAUDE.md @@ -16,9 +16,11 @@ This file provides guidance to Claude Code (claude.ai/code) when working with co **Done:** scaffold, the histogram bridge gate (reproduces Layer 1 exactly), `bridge` (neural g*=0.047 ≈ Layer 1), `collapse` (in RNN weights), `grounding` (refined; sign confirmed, threshold softened by neural smoothing — see finding below), `architectures` (architecture-generality), - `recombination` (the E4 "merge, don't average" finding reproduced in real weights), and all five - neural figures (`figures/plot_{bridge,collapse,grounding,architectures,recombination}.py`, wired - into `make figures`). **Remaining:** `region_matched`, `remint`, the MNIST tier, VAE fidelity. The LLM/LoRA rung and the C3 vertical claim are deferred. Experiments are + `recombination` (the E4 "merge, don't average" finding reproduced in real weights), all six + neural figures, and the **real-MNIST external-validity tier** (`mnist_collapse`: a conv-VAE + collapses to a single mode under dry self-training, ~10% grounding holds all 30 modes; frozen-CNN + oracle, confusion matrix recorded). **Remaining:** `region_matched`, `remint`, the synthetic-VAE + fidelity fix — all optional. The LLM/LoRA rung and C3 vertical claim stay deferred. The LLM/LoRA rung and the C3 vertical claim are deferred. Experiments are named descriptively (`configs/neural/.yaml`), not by code. The two design documents are the source of truth for intent: @@ -72,6 +74,8 @@ E4's whole purpose is to isolate the effect of teacher **decorrelation ρ**, so **Finding (2026-07-05, neural `grounding`) — grounding's SIGN transfers to trained RNN weights, but the sharp `g*` does not; and tail-survival is the *wrong* neural collapse metric.** Re-ran the phase-boundary sweep at 18 replicates. Two results: (1) **forward-KL is the operative neural collapse metric, not H or tail-survival.** The RNN's smoothing inductive bias keeps *spurious* tail modes alive (it generalises to unseen codewords), so `tail_truth_mass_alive` is flat/**non-monotone** in g (dry 0.54 > most grounded points) and H stays ~0.77–0.85 of H\* throughout — neither shows a threshold. Stationary **forward-KL** falls monotonically (dry 2.08 → g=0.2: 0.75), significant at g≥0.05 (paired t up to 3.3; 89% of lineages improve at g=0.2). This *refines* the earlier "forward-KL AND tail survival" note: for a smoothing model, support-counting decouples from closeness-to-truth. (2) **The sharp `g*≪1` is an exact-operator feature, softened by neural inductive bias.** Half the achievable KL reduction closes by a *median-recovery* grounding g≈0.04 (bootstrap CI [0.004, 0.116]) — a striking echo of Layer-1's 0.048 — but full (95%) recovery needs g≈0.19, far more than the histogram bridge, because smoothing both caps dry collapse (KL~2, not ∞) and slows full recovery. So the quantitative `g*≪1` claim rests on the **histogram bridge** (g\*=0.047, exact reduction to Layer 1), which the trained RNN confirms in *sign* and softens in sharpness. Honest note: the pre-registered 95%-of-H\*/tail-survival falsifier is not met, but that is because those are the wrong metrics for a smoothing model, not because grounding fails — the blueprint §3.5 directional claim (grounding arrests collapse) holds robustly. Robustness fix landed alongside: a fully-degenerate RNN can emit only invalid codewords, so `measure_distribution` returns a terminal-collapse sentinel (fixation on the dominant mode) instead of crashing a long sweep. +**Finding (2026-07-05, real-MNIST `mnist_collapse`) — collapse and grounding-rescue reproduce on real images.** External-validity tier: a small **convolutional VAE** (the canonical generative-collapse model) is retrained each generation on its own generated digits. Modes = digit class × stroke-thickness bin (K=30, Zipf, ~18 tail modes); the oracle is a **frozen CNN + deterministic thickness** at **98.5% mode accuracy** (its 30×30 confusion matrix is recorded in the manifest as the measurement floor). Result (4 reps): the **dry (g=0) lineage collapses to a single mode** — forward-KL 0.5→18, support 30→1, tail truth-mass 1.0→0.06, H→0 — while **10% grounding holds all 30 modes** (KL≈0.6, full tail, H≈0.9). The VAE needs ~10% grounding here vs the synthetic histogram's ~5%, consistent with the `grounding` finding that trained neural models need more grounding than the exact operator. **Confirmation-only (signs, not magnitudes; blueprint §3.5)** — the exact synthetic oracle stays the quantitative anchor. `figures/mnist_montage.py` is an eyeball diagnostic (re-runs a short dry lineage; NOT a parquet figure). Build gates passed: CNN mode accuracy 98.5%; VAE gen-0 recovers full 30/30 support (over-smooths frequencies, KL≈0.5, no prior hole — unlike the *synthetic*-codeword VAE, which is why the MNIST VAE works where that one didn't). The MNIST tier is heavy (torchvision `--extra mnist`, downloads MNIST, ~5 min): `make mnist`, kept out of the `make neural` loop. + ## Build order (blueprint §7) — respect the gate 1. Scaffold: repo layout (§5), container, pytest skeleton, config system, seeding utils. `make test` green. diff --git a/Makefile b/Makefile index c3270ed..9cc384f 100644 --- a/Makefile +++ b/Makefile @@ -1,7 +1,7 @@ # Layer 1 + Layer 1.5 automation. The uv venv (built from the committed uv.lock) is the # reproducibility source of truth; every target runs inside it via `uv run`. -.PHONY: env env-neural test layer1 layer2 neural figures clean +.PHONY: env env-neural env-mnist test layer1 layer2 neural mnist figures clean env: ## build .venv from the committed lockfile uv sync --extra dev @@ -9,14 +9,21 @@ env: ## build .venv from the committed lockfile env-neural: ## add the Layer 1.5 torch stack (GPU; Stage C onward) uv sync --extra dev --extra neural +env-mnist: ## add torchvision for the real-MNIST confirmation tier + uv sync --extra dev --extra neural --extra mnist + test: ## correctness tests + scientific-validation tests (the spine of trust) uv run pytest layer1: ## run experiments E1-E6 for e in E1 E2 E3 E4 E5 E6; do uv run python -m knowledge.experiment configs/layer1/$$e.yaml; done -neural: ## run Layer 1.5 neural experiments (N-series) - for c in configs/neural/*.yaml; do uv run python -m neural.experiment $$c; done +neural: ## run Layer 1.5 synthetic neural experiments (excludes the heavy MNIST tier) + for c in configs/neural/*.yaml; do case "$$c" in *mnist*) ;; \ + *) uv run python -m neural.experiment "$$c" ;; esac; done + +mnist: ## run the real-MNIST confirmation tier (needs env-mnist; downloads MNIST) + uv run python -m neural.experiment configs/neural/mnist_collapse.yaml layer2: neural ## alias: Layer 1.5 is the current Layer-2 deliverable (LLM rung deferred) diff --git a/configs/neural/mnist_collapse.yaml b/configs/neural/mnist_collapse.yaml new file mode 100644 index 0000000..40c604d --- /dev/null +++ b/configs/neural/mnist_collapse.yaml @@ -0,0 +1,59 @@ +experiment: mnist_collapse +kind: mnist_lineage +seed: 20260705 +n_replicates: 4 + +# (Layer 1.5 external-validity tier; maps to Layer-1 E1/E2 and neural collapse/grounding): does +# model collapse — and its rescue by grounding — appear on REAL MNIST images, not just the +# synthetic sandbox? A convolutional VAE (the canonical model in which generative collapse was +# first observed) is retrained each generation on the previous VAE's own generated images, plus a +# fraction g of fresh REAL MNIST images (grounding). Modes = digit class x stroke-thickness bin +# (K=30) resampled to a Zipf p*; a frozen CNN + deterministic thickness is the oracle (its +# confusion matrix, recorded in the manifest, is the measurement-noise floor). Expect (per E1/E2): +# the dry arm (g=0) collapses — rare modes die, forward-KL climbs, support shrinks — while a +# grounded arm holds the tail. This is confirmation-only: SIGNS, not magnitudes (blueprint 3.5); +# the exact synthetic oracle remains the anchor for every quantitative comparison. Falsifier: the +# dry VAE shows no diversity loss, or grounding fails to arrest it. + +mnist: + K: 30 + n_classes: 10 + style_bins: 3 # K = 10 classes x 3 stroke-thickness bins + R: 1 + tail: zipf + zipf_s: 1.5 # the rarest ~18/30 modes form a real tail (~9% of the mass) + tail_threshold: 1.0e-2 + init: truth + data_root: data + +model: + kind: convvae + latent: 32 + epochs: 30 + lr: 1.0e-3 + batch_size: 256 + beta: 1.0 + n_eval: 10000 # generate-and-classify samples for the mode-distribution readout + +oracle: + epochs: 5 # frozen digit CNN (~98.5% mode accuracy = the noise floor) + lr: 1.0e-3 + batch_size: 256 + cache: models/mnist_cnn.pt + +dynamics: + n: 6000 # images the pupil VAE sees per generation (drift strength) + grounding: {m: 0, policy: proportional} # m overwritten per g by the sweep + +generations: 15 + +metrics: + kl_floor: 1.0e-9 + support_eps: 1.0e-9 + +sweep: + - param: g + values: [0.0, 0.1] # dry vs grounded (VAE collapse is strong; needs ~10% real, cf. grounding) + +output: + dir: results/mnist_collapse diff --git a/figures/mnist_montage.py b/figures/mnist_montage.py new file mode 100644 index 0000000..c0ec277 --- /dev/null +++ b/figures/mnist_montage.py @@ -0,0 +1,75 @@ +"""Eyeball diagnostic: watch a dry MNIST lineage collapse, generation by generation. + +Unlike the `plot_mnist` figure (a pure function of committed parquet), this **re-runs** a short +dry VAE lineage and saves a grid of freshly-generated digits at a few generations, so the +collapse is visible directly — early generations show varied digits, late generations degenerate +toward a single blurry mode. Diagnostic only; not part of the reproducible figure set. + +Usage: python figures/mnist_montage.py [results/mnist_collapse] +""" + +from __future__ import annotations + +import sys +from pathlib import Path + +import matplotlib.pyplot as plt +import numpy as np + +sys.path.insert(0, str(Path(__file__).parents[1] / "src")) +from neural.config import MnistCfg, ModelCfg, OracleCfg # noqa: E402 +from neural.mnist_data import ( # noqa: E402 + MnistSampler, assign_modes, load_mnist, make_mnist_truth, +) +from neural.mnist_oracle import build_oracle # noqa: E402 +from neural.mnist_vae import ConvVAEGenerator # noqa: E402 + +_SNAP_GENS = [0, 4, 8, 12, 15] # generations to snapshot +_COLS = 12 # sample digits per row + + +def main(out_dir: str = "results/mnist_collapse") -> None: + cfg = MnistCfg() + data = load_mnist(cfg.data_root) + td = make_mnist_truth(cfg) + oracle, cuts, _ = build_oracle(cfg, OracleCfg(), data, seed=20260705) + modes = assign_modes(data.train_x, data.train_y, cuts, cfg) + sampler = MnistSampler(data.train_x, modes, cfg.K) + + rng = np.random.default_rng(0) + mcfg = ModelCfg(kind="convvae", latent=32, epochs=30, lr=1e-3, batch_size=256, + beta=1.0, n_eval=10000) + n = 6000 + model = ConvVAEGenerator(cfg, mcfg, oracle) + model.fit(sampler.draw(rng.multinomial(n, td.p_star), rng), rng) # gen 0 (dry) + + snaps: dict[int, np.ndarray] = {} + g_max = max(_SNAP_GENS) + for t in range(0, g_max + 1): + if t in _SNAP_GENS: + snaps[t] = model.sample(_COLS, rng)[:, 0] + if t < g_max: # advance one dry generation + pupil = ConvVAEGenerator(cfg, mcfg, oracle) + pupil.fit(model.sample(n, rng), rng) + model = pupil + + fig, axes = plt.subplots(len(_SNAP_GENS), _COLS, + figsize=(_COLS * 0.7, len(_SNAP_GENS) * 0.8)) + for row, t in enumerate(_SNAP_GENS): + for col in range(_COLS): + ax = axes[row, col] + ax.imshow(snaps[t][col], cmap="gray_r", vmin=0, vmax=1) + ax.set_xticks([]); ax.set_yticks([]) + if col == 0: + ax.set_ylabel(f"gen {t}", fontsize=9, rotation=0, ha="right", va="center") + fig.suptitle("Dry MNIST lineage collapses: varied digits (top) -> a single mode (bottom)", + fontsize=11) + fig.tight_layout() + out = Path(out_dir) / "mnist_montage.png" + fig.savefig(out, dpi=130, bbox_inches="tight") + fig.savefig(out.with_suffix(".pdf"), bbox_inches="tight") + print(f"wrote {out} and .pdf") + + +if __name__ == "__main__": + main(*sys.argv[1:]) diff --git a/figures/plot_mnist.py b/figures/plot_mnist.py new file mode 100644 index 0000000..a0ea5eb --- /dev/null +++ b/figures/plot_mnist.py @@ -0,0 +1,80 @@ +"""`mnist_collapse` figure — collapse and grounding-rescue on REAL MNIST images. + +External validity for the neural tier: a convolutional VAE retrained each generation on its own +generated digits collapses — rare (class, thickness) modes die, forward-KL to the Zipf truth +climbs, support shrinks — while a grounded arm (a fraction of fresh real MNIST images each +generation) holds the tail. Modes are read by a frozen CNN oracle whose mode accuracy (the +measurement-noise floor) is annotated from the run manifest. Signs, not magnitudes. + +Four panels, dry (g=0) vs grounded, mean ± 95% CI across replicates: (A) forward-KL trajectories; +(B) support size (distinct modes alive); (C) tail truth-mass alive; (D) heterozygosity. Reads the +committed bundle (parquet) + manifest.json only. + +Usage: python figures/plot_mnist.py [results/mnist_collapse] +""" + +from __future__ import annotations + +import json +import sys +from pathlib import Path + +import matplotlib.pyplot as plt +import numpy as np + +sys.path.insert(0, str(Path(__file__).parent)) +from _figlib import load_bundle, savefig # noqa: E402 + +sys.path.insert(0, str(Path(__file__).parents[1] / "src")) +from knowledge.metrics import heterozygosity # noqa: E402 +from neural.config import MnistCfg # noqa: E402 +from neural.mnist_data import make_mnist_truth # noqa: E402 + + +def _traj(df, g, col): + """Return (generations, mean, 95% half-width) of ``col`` for arm ``g`` across replicates.""" + sub = df[df["g"] == g] + grp = sub.groupby("generation")[col] + gens = np.array(sorted(sub["generation"].unique())) + return gens, grp.mean().to_numpy(), 1.96 * grp.sem().to_numpy() + + +def main(results_dir: str = "results/mnist_collapse") -> None: + df, cfg = load_bundle(results_dir) + syn = MnistCfg(**cfg["mnist"]) + H_star = heterozygosity(make_mnist_truth(syn).p_star) + manifest = json.loads((Path(results_dir) / "manifest.json").read_text()) + oracle_acc = manifest.get("oracle_mode_accuracy", float("nan")) + + g_dry, g_wet = min(df["g"].unique()), max(df["g"].unique()) + arms = [(g_dry, "#d62728", f"dry (g={g_dry:g})"), (g_wet, "#2ca02c", f"grounded (g={g_wet:g})")] + + fig, axes = plt.subplots(2, 2, figsize=(13, 9)) + + def panel(ax, col, title, ylabel, hline=None): + for g, c, lab in arms: + gens, m, ci = _traj(df, g, col) + ax.plot(gens, m, "-o", color=c, ms=3, label=lab) + ax.fill_between(gens, m - ci, m + ci, color=c, alpha=0.2) + if hline is not None: + ax.axhline(hline[0], ls=":", color="gray", lw=1, label=hline[1]) + ax.set(xlabel="generation", ylabel=ylabel, title=title) + ax.legend(frameon=False, fontsize=9) + + panel(axes[0, 0], "forward_kl", "Collapse: dry forward-KL climbs, grounding holds it", + r"forward-KL $D(p^*\Vert\hat p)$") + panel(axes[0, 1], "support_size", f"Support collapses (of K={syn.K} modes)", + "distinct modes alive", hline=(syn.K, f"$K$={syn.K}")) + panel(axes[1, 0], "tail_truth_mass_alive", "Rare tail dies dry, held by grounding", + "tail truth-mass alive") + panel(axes[1, 1], "heterozygosity", "Diversity collapses dry, held by grounding", + "heterozygosity $H$", hline=(H_star, "$H^*$")) + + fig.suptitle("mnist_collapse — model collapse and grounding-rescue on REAL MNIST images " + f"(VAE; oracle mode acc {oracle_acc:.1%} = noise floor)", y=1.0, fontsize=13) + fig.tight_layout() + savefig(fig, results_dir, "mnist_collapse") + + +if __name__ == "__main__": + main(*sys.argv[1:]) diff --git a/results/mnist_collapse/README.md b/results/mnist_collapse/README.md new file mode 100644 index 0000000..884a224 --- /dev/null +++ b/results/mnist_collapse/README.md @@ -0,0 +1,39 @@ +# mnist_collapse — collapse and grounding-rescue on REAL MNIST images (external validity) + +**Claim tested:** everything so far used a *synthetic* sandbox with a zero-error decoder oracle. Do +model collapse and its rescue by grounding also appear on **real images** with a **classifier** +oracle — i.e. is the effect real, not a synthetic artefact? + +**Setup (Layer 1.5, real-data tier).** The generative model is a **convolutional VAE** (the model +in which generative collapse was first observed). Each generation a **fresh** VAE is trained from +scratch on the previous VAE's own generated digits, plus a fraction `g` of fresh **real** MNIST +images (grounding). `K = 30` **modes** = digit class × stroke-thickness bin (S=3), Zipf-resampled so +the rarest ~18 modes form a real tail. The **oracle** is a frozen CNN (digit class) + deterministic +thickness bin; its **mode accuracy ≈ 98.5%** (recorded in `manifest.json` with the full 30×30 +confusion matrix) is the measurement-noise floor. Two arms — dry (`g = 0`) vs grounded (`g = 0.1`) — +`n = 6000` images/generation, 15 generations, 4 replicates. + +### Symbols +- **mode** = (digit class, stroke-thickness bin); **`p*`** = Zipf truth over the 30 modes; **`p̂`** = the VAE's oracle-measured mode distribution. +- **`g`** = grounding fraction (share of real MNIST images each generation). **forward-KL** = distance from truth; **support** = distinct modes alive; **`H`** = diversity; **tail truth-mass alive** = fraction of the rare tail retained. + +### The four panels (dry = red, grounded = green; band = 95% CI over 4 reps) +1. **Forward-KL.** Dry climbs from ~0.5 to **~18** (the VAE drifts far from truth); grounded stays + near the floor. Collapse is real on images. +2. **Support.** Dry collapses from all 30 modes to **~1** (the VAE ends up emitting a single blurry + mode); grounded holds all 30. +3. **Tail truth-mass alive.** Dry's rare tail is wiped out (→ 0.06); grounded keeps the whole tail. +4. **Heterozygosity.** Dry diversity → 0; grounded holds `H ≈ 0.9`. + +See **`mnist_montage.png`** for the eyeball version: gen-0 digits are varied and recognisable; by +gen 12–15 the dry lineage has degenerated into one blurry blob. + +### Takeaway +Model collapse and its arrest by a small dose of real data **reproduce on real MNIST images with a +learned classifier oracle** — external validity for the whole Layer-1.5 story. Note the VAE needs +~10% grounding here (vs ~5% for the synthetic histogram), consistent with the `grounding` finding +that trained neural models need somewhat more grounding than the exact operator. This is +**confirmation-only** (signs, not magnitudes; blueprint §3.5) — the exact synthetic oracle remains +the anchor for every quantitative claim, and the oracle confusion matrix is the recorded noise floor. +**Falsifier (not triggered):** if the dry VAE had shown no diversity loss, or grounding had failed to +arrest it, the external-validity claim would fail. diff --git a/results/mnist_collapse/manifest.json b/results/mnist_collapse/manifest.json new file mode 100644 index 0000000..0be0fa5 --- /dev/null +++ b/results/mnist_collapse/manifest.json @@ -0,0 +1,984 @@ +{ + "experiment": "mnist_collapse", + "master_seed": 20260705, + "git_commit": "3b9f4f789358a442d510bf2d609aab0986834ac5", + "python": "3.14.5", + "libraries": { + "numpy": "2.5.0", + "scipy": "1.18.0", + "pandas": "3.0.3", + "pyarrow": "24.0.0", + "torch": "2.12.1", + "torchvision": "0.27.1" + }, + "rows": 128, + "results_sha256": "d808003e0e01247923996c94eff18c430308448e23bb5d102aa860701145131e", + "layer": "1.5", + 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zBJr*dmx8e=QCG-Hc?_KW7w~@Nx!r&bH1xAuRDb8fMNt z6bE0<{y>cGHv1tO#bv^8kVPo?kuVanS?QWrLB{U`u^c3{5!UPc8Cf$UbZR_L-c9vw z2Ks>DOt8FkAvvfDA8tH*Ybrz26KsVv^x zO%TpQ^#z4jV}2*mkJGJ-ivZ6-n_;(NWsxE@cF2v3Z+S|Pf9`+7ma$VewLYm}II#iS zrl%5?`53r1EU?jm?F~=rTU`D+XiZ3saM;_pG*K!v>c&!9>>e@E0eQ5`91rnL(FTp) zRGog!uO&eYHR#?=_o5_OCm}m64U*+TpROH$y{|DS!+Keovm)&X84_BXQPrUm=1lRu zz&F=?=joQPrv;!y^U}qY None: + if self.K != self.n_classes * self.style_bins: + raise ValueError( + f"K ({self.K}) must equal n_classes*style_bins " + f"({self.n_classes}*{self.style_bins}={self.n_classes * self.style_bins})") + + +@dataclass(frozen=True) +class OracleCfg: + """Frozen-classifier oracle training/caching (MNIST tier).""" + + epochs: int = 5 + lr: float = 1.0e-3 + batch_size: int = 256 + cache: str = "models/mnist_cnn.pt" # gitignored checkpoint; its hash goes in the manifest + + @dataclass(frozen=True) class ModelCfg: """The generative learner. ``kind`` selects the architecture behind a thin adapter. @@ -65,7 +104,7 @@ class ModelCfg: Neural hyperparameters are ignored by the ``histogram`` bridge model. """ - kind: str = "histogram" # {histogram, rnn, vae, mlp} + kind: str = "histogram" # {histogram, rnn, vae, mlp, convvae} hidden: int = 64 embed: int = 16 epochs: int = 30 diff --git a/src/neural/experiment.py b/src/neural/experiment.py index 6d72e87..cc33547 100644 --- a/src/neural/experiment.py +++ b/src/neural/experiment.py @@ -28,6 +28,9 @@ from .generation_loop import run_generative_lineage # Config groups that make up a single neural lineage (everything else is experiment-level). _NEURAL_KEYS = ("synthetic", "model", "dynamics", "generations", "metrics", "n_eval") +# Config groups for one MNIST lineage (the real-image tier; `mnist` replaces `synthetic`). +_MNIST_KEYS = ("mnist", "model", "dynamics", "generations", "metrics") + # Libraries recorded in the manifest on top of the Layer-1 core set (skipped if absent). _EXTRA_LIBS = ("torch", "torchvision") @@ -91,12 +94,90 @@ def run_experiment(cfg: dict) -> pd.DataFrame: return out +def _expand_mnist(cfg: dict) -> list[tuple[dict, dict]]: + """Expand the MNIST g-sweep into (label, resolved-lineage) pairs (reuses ``_apply_param``).""" + base = {k: copy.deepcopy(cfg[k]) for k in _MNIST_KEYS if k in cfg} + sweeps = cfg.get("sweep", []) + if isinstance(sweeps, dict): + sweeps = [sweeps] + if not sweeps: + return [({}, base)] + params = [s["param"] for s in sweeps] + value_lists = [list(s["values"]) for s in sweeps] + combos: list[tuple[dict, dict]] = [] + for values in itertools.product(*value_lists): + lin = copy.deepcopy(base) + label: dict = {} + for param, val in zip(params, values): + label.update(_apply_param(lin, param, val)) + combos.append((label, lin)) + return combos + + +def run_mnist_experiment(cfg: dict) -> tuple[pd.DataFrame, dict]: + """Run every MNIST grid point x replicate; return (results, oracle-provenance manifest). + + The frozen classifier oracle, per-mode real-image pools, and ``p*`` are built **once** and + shared across all arms/replicates (training the CNN and indexing the pools is expensive). + The oracle's confusion matrix over the real test set is returned for the manifest as the + measurement-noise floor. + + Args: + cfg (dict): Parsed MNIST experiment YAML (``mnist``/``model``/``dynamics``/``oracle`` + blocks, a ``sweep`` over ``g``, ``seed``, ``n_replicates``). + + Returns: + tuple[pd.DataFrame, dict]: Long-form results and the oracle-provenance manifest dict. + """ + from knowledge.config import _sub + + from .config import MnistCfg, OracleCfg + from .mnist_data import assign_modes, load_mnist, make_mnist_truth, MnistSampler + from .mnist_loop import run_mnist_lineage + from .mnist_oracle import build_oracle, confusion_summary + + mnist_cfg = _sub(cfg["mnist"], MnistCfg) + oracle_cfg = _sub(cfg.get("oracle", {}), OracleCfg) + master = int(cfg["seed"]) + n_rep = int(cfg["n_replicates"]) + + data = load_mnist(mnist_cfg.data_root) + td = make_mnist_truth(mnist_cfg) + oracle, cuts, ckpt_hash = build_oracle(mnist_cfg, oracle_cfg, data, seed=master) + modes = assign_modes(data.train_x, data.train_y, cuts, mnist_cfg) + sampler = MnistSampler(data.train_x, modes, mnist_cfg.K) + conf = confusion_summary(oracle, data, cuts, mnist_cfg) + + combos = _expand_mnist(cfg) + seeds = spawn_seeds(master, n_rep) + frames: list[pd.DataFrame] = [] + for label, lineage_cfg in combos: + for rep, ss in enumerate(seeds): + df = run_mnist_lineage(lineage_cfg, int(ss.generate_state(1)[0]), oracle, sampler, td) + for col, val in label.items(): + df[col] = val + df["replicate"] = rep + frames.append(df) + out = pd.concat(frames, ignore_index=True) + out.insert(0, "experiment", cfg["experiment"]) + + manifest = { + "layer": "1.5", "tier": "mnist", "model_kind": cfg.get("model", {}).get("kind"), + "oracle_ckpt_sha256": ckpt_hash, + "oracle_mode_accuracy": conf["mode_accuracy"], + "oracle_class_accuracy": conf["class_accuracy"], + "confusion_matrix": conf["confusion"], + } + return out, manifest + + def run_and_save(config_path: str | Path) -> Path: """Load a neural experiment YAML, run it, and write artifacts. Returns the output dir.""" config_path = Path(config_path) cfg = yaml.safe_load(config_path.read_text()) out_dir = Path(cfg.get("output", {}).get("dir", f"results/{cfg['experiment']}")) kind = cfg.get("kind", "gen_lineage") + extra_manifest = {"layer": "1.5", "model_kind": cfg.get("model", {}).get("kind", "histogram")} if kind == "recombination": from .recombine import run_recombination # the `recombination` experiment; lazy import df = run_recombination(cfg) @@ -104,11 +185,13 @@ def run_and_save(config_path: str | Path) -> Path: elif kind == "gen_lineage": df = run_experiment(cfg) grid = [{"label": label, "neural_cfg": c} for label, c in expand_sweeps(cfg)] + elif kind == "mnist_lineage": + df, extra_manifest = run_mnist_experiment(cfg) # oracle provenance + confusion matrix + grid = [{"label": label, "lineage_cfg": c} for label, c in _expand_mnist(cfg)] else: raise ValueError(f"unknown neural experiment kind {kind!r}") - model_kind = cfg.get("model", {}).get("kind", "histogram") save_artifacts(cfg, df, out_dir, extra_libs=_EXTRA_LIBS, - extra_manifest={"layer": "1.5", "model_kind": model_kind}, grid=grid) + extra_manifest=extra_manifest, grid=grid) return out_dir diff --git a/src/neural/mnist_data.py b/src/neural/mnist_data.py new file mode 100644 index 0000000..81bb359 --- /dev/null +++ b/src/neural/mnist_data.py @@ -0,0 +1,198 @@ +"""Real-MNIST data for the secondary-confirmation tier. + +Turns MNIST into a `K`-mode world with a Zipf tail so the *same* Wright-Fisher machinery +applies. A **mode** is ``(digit class, stroke-thickness bin)`` under the fixed bijection +``mode = class * style_bins + bin``; the Zipf ``p*`` over the ranked modes comes from Layer 1's +``make_true_distribution``. **Style = stroke thickness** (mean ink per image, an always-defined +pixel statistic), binned into per-class quantiles fit on the real training set — so within each +class the thin/medium/thick variants split into equal-frequency style bins that the generator +must keep alive. + +No physical resampling of MNIST: the Zipf enters through *sampling* — the gen-0 training set and +each generation's grounding both draw real images whose modes follow ``p*`` from per-mode pools +(``MnistSampler``, the image analogue of ``synthetic.render_modes``). +""" + +from __future__ import annotations + +from dataclasses import dataclass +from pathlib import Path + +import numpy as np + +from knowledge.truth import TrueDist, make_true_distribution + +from .config import MnistCfg + + +def make_mnist_truth(cfg: MnistCfg) -> TrueDist: + """Build the Zipf ``p*`` (and tail mask / regions) over the ``K`` MNIST modes. + + Thin wrapper over Layer 1's ``make_true_distribution`` — so "mode", "tail", and "region" + are the *same objects* as everywhere else. Mode ``k`` ranks by descending ``p*`` and maps + to ``(class=k//style_bins, bin=k%style_bins)``. + + Args: + cfg (MnistCfg): The MNIST mode-truth configuration. + + Returns: + TrueDist: ``p_star`` (length ``K``), ``regions``, and ``tail_mask``. + """ + return make_true_distribution(cfg.K, cfg.R, cfg.tail, cfg.tail_frac, cfg.zipf_s, 0, + tail_threshold=cfg.tail_threshold) + + +@dataclass(frozen=True) +class MnistData: + """Loaded MNIST split as float images in [0,1] plus integer labels. + + Attributes: + train_x (np.ndarray): Train images, shape ``(N, 1, 28, 28)``, float32 in [0,1]. + train_y (np.ndarray): Train digit labels, shape ``(N,)``. + test_x (np.ndarray): Test images, shape ``(M, 1, 28, 28)``. + test_y (np.ndarray): Test digit labels, shape ``(M,)``. + """ + + train_x: np.ndarray + train_y: np.ndarray + test_x: np.ndarray + test_y: np.ndarray + + +def load_mnist(root: str | Path) -> MnistData: + """Load MNIST (downloading on first use) as float images in [0,1]. + + Args: + root (str | Path): Download/cache directory (gitignored). + + Returns: + MnistData: Train/test images (``(N,1,28,28)`` float32) and labels. + """ + from torchvision import datasets # lazy: only the MNIST tier needs torchvision + + tr = datasets.MNIST(str(root), train=True, download=True) + te = datasets.MNIST(str(root), train=False, download=True) + to_x = lambda d: (d.data.numpy().astype("float32") / 255.0)[:, None, :, :] + return MnistData(to_x(tr), tr.targets.numpy().astype("int64"), + to_x(te), te.targets.numpy().astype("int64")) + + +def thickness(images: np.ndarray) -> np.ndarray: + """Per-image stroke thickness = mean pixel intensity (ink), always defined. + + Args: + images (np.ndarray): Images of shape ``(N, 1, 28, 28)`` (or ``(N, 28, 28)``). + + Returns: + np.ndarray: Length-``N`` thickness values. + """ + x = np.asarray(images, dtype="float32") + return x.reshape(x.shape[0], -1).mean(axis=1) + + +def fit_thickness_thresholds(images: np.ndarray, labels: np.ndarray, cfg: MnistCfg) -> np.ndarray: + """Fit per-class thickness quantile cut-points on real training images. + + Within each class, the ``style_bins`` bins are equal-frequency (quantile) splits of + thickness — so every (class, bin) mode is populated on real data. + + Args: + images (np.ndarray): Train images ``(N,1,28,28)``. + labels (np.ndarray): Train digit labels ``(N,)``. + cfg (MnistCfg): Supplies ``n_classes`` and ``style_bins``. + + Returns: + np.ndarray: Cut-points of shape ``(n_classes, style_bins - 1)`` (empty middle dim + collapses to shape ``(n_classes, 0)`` when ``style_bins == 1``). + """ + S = cfg.style_bins + th = thickness(images) + qs = np.linspace(0.0, 1.0, S + 1)[1:-1] # interior quantiles + cuts = np.zeros((cfg.n_classes, max(S - 1, 0)), dtype="float32") + for c in range(cfg.n_classes): + vals = th[labels == c] + if S > 1 and vals.size: + cuts[c] = np.quantile(vals, qs) + return cuts + + +def thickness_bin(images: np.ndarray, class_ids: np.ndarray, cuts: np.ndarray) -> np.ndarray: + """Assign each image a per-class thickness bin in ``[0, style_bins)``. + + Args: + images (np.ndarray): Images ``(N,1,28,28)``. + class_ids (np.ndarray): Length-``N`` class index used to pick each image's cut-points. + cuts (np.ndarray): Per-class cut-points ``(n_classes, S-1)`` from + :func:`fit_thickness_thresholds`. + + Returns: + np.ndarray: Length-``N`` thickness-bin indices. + """ + th = thickness(images) + class_ids = np.asarray(class_ids, dtype="int64") + out = np.empty(th.shape[0], dtype="int64") + for i in range(th.shape[0]): + out[i] = int(np.digitize(th[i], cuts[class_ids[i]])) + return out + + +def assign_modes(images: np.ndarray, class_ids: np.ndarray, cuts: np.ndarray, + cfg: MnistCfg) -> np.ndarray: + """Map (image, class) to a mode index ``class * style_bins + thickness_bin``. + + Args: + images (np.ndarray): Images ``(N,1,28,28)``. + class_ids (np.ndarray): Length-``N`` class index (true label, or oracle prediction). + cuts (np.ndarray): Per-class thickness cut-points. + cfg (MnistCfg): Supplies ``style_bins``. + + Returns: + np.ndarray: Length-``N`` mode indices in ``[0, K)``. + """ + bins = thickness_bin(images, class_ids, cuts) + return np.asarray(class_ids, dtype="int64") * cfg.style_bins + bins + + +class MnistSampler: + """Per-mode pools of real images; draws grounding/gen-0 observations by mode counts. + + The image analogue of ``synthetic.render_modes``: given a length-``K`` count vector it + returns that many real images with the requested modes (drawn with replacement so rare + modes never run dry). + + Args: + images (np.ndarray): The real image bank ``(N,1,28,28)`` to draw from. + modes (np.ndarray): Length-``N`` true mode of each image. + K (int): Number of modes. + """ + + def __init__(self, images: np.ndarray, modes: np.ndarray, K: int) -> None: + self.images = images + self.K = K + self._pools = [np.flatnonzero(modes == k) for k in range(K)] + self._empty = [k for k, p in enumerate(self._pools) if p.size == 0] + + def draw(self, counts: np.ndarray, rng: np.random.Generator) -> np.ndarray: + """Draw images for a per-mode count vector. + + Args: + counts (np.ndarray): Length-``K`` non-negative counts. + rng (np.random.Generator): Random source (draws with replacement). + + Returns: + np.ndarray: Images ``(sum(counts), 1, 28, 28)`` in draw order by mode. + """ + counts = np.asarray(counts, dtype="int64") + idx_parts = [] + for k in range(self.K): + c = int(counts[k]) + if c <= 0: + continue + pool = self._pools[k] + if pool.size == 0: + continue # unpopulated mode: skip (rare) + idx_parts.append(rng.choice(pool, size=c, replace=True)) + if not idx_parts: + return self.images[:0] + idx = np.concatenate(idx_parts) + return self.images[idx] diff --git a/src/neural/mnist_loop.py b/src/neural/mnist_loop.py new file mode 100644 index 0000000..a8e305e --- /dev/null +++ b/src/neural/mnist_loop.py @@ -0,0 +1,106 @@ +"""The MNIST analogue of ``generation_loop.run_generative_lineage``. + +Identical Wright-Fisher generational step — drift (``n`` samples from the parent model) + +grounding (``m`` fresh real samples, ``g = m/(n+m)``) + refit — but observations are **images**: +the parent VAE *generates* the drift images, and grounding *draws real MNIST images* from the +per-mode pools (``MnistSampler``) instead of rendering token sequences. The frozen classifier +oracle reads each generation's mode distribution, logged with the *same* metric schema as every +other tier (``neural.evaluate.measure_metrics``), so the MNIST curves overlay the synthetic ones. + +The oracle, sampler, and ``p*`` are built once by the experiment runner and passed in (training +the classifier and indexing the image pools is expensive and shared across all arms/replicates). +""" + +from __future__ import annotations + +from typing import Any, Mapping + +import numpy as np +import pandas as pd + +from knowledge.config import MetricsCfg, _sub +from knowledge.step import allocate_m, structured_multinomial +from knowledge.truth import TrueDist, uniform_init + +from .config import MnistCfg, ModelCfg, NeuralDynamicsCfg +from .evaluate import measure_metrics +from .mnist_data import MnistSampler +from .mnist_vae import ConvVAEGenerator +from .oracle import Oracle + + +def _make_mnist_model(model_cfg: ModelCfg, cfg: MnistCfg, oracle: Oracle): + """Construct the image generative model for the MNIST tier.""" + if model_cfg.kind == "convvae": + return ConvVAEGenerator(cfg, model_cfg, oracle) + raise ValueError(f"unknown MNIST model kind {model_cfg.kind!r} (expected convvae)") + + +def run_mnist_lineage(cfg: Mapping[str, Any], seed: int, oracle: Oracle, + sampler: MnistSampler, td: TrueDist) -> pd.DataFrame: + """Run one MNIST lineage and return per-generation metrics (same schema as Layer 1). + + Args: + cfg (Mapping): Resolved config with ``mnist``, ``model``, ``dynamics``, ``generations``, + and optional ``metrics`` blocks. + seed (int): Replicate seed (statistically reproducible for the VAE). + oracle (Oracle): Prebuilt frozen classifier oracle. + sampler (MnistSampler): Prebuilt per-mode real-image pools. + td (TrueDist): ``p*``, tail mask, regions over the ``K`` modes. + + Returns: + pd.DataFrame: One row per generation 0..T with the standard metric columns. + """ + mcfg = _sub(cfg["mnist"], MnistCfg) + model_cfg = _sub(cfg["model"], ModelCfg) + dyn_raw = dict(cfg.get("dynamics", {})) + from knowledge.config import GroundingCfg, RemintCfg + dynamics = NeuralDynamicsCfg( + n=dyn_raw.get("n", NeuralDynamicsCfg.n), + grounding=_sub(dyn_raw.get("grounding", {}), GroundingCfg), + remint=_sub(dyn_raw.get("remint", {}), RemintCfg), + ) + metrics = _sub(cfg.get("metrics", {}), MetricsCfg) + generations = int(cfg.get("generations", 20)) + + p_star = td.p_star + tail_mask, regions, R = td.tail_mask, td.regions, mcfg.R + n = dynamics.n + grounding = dynamics.grounding + exercised = np.asarray(grounding.exercised) if grounding.exercised is not None else None + m_vector = allocate_m(grounding.m, R, grounding.policy, exercised) + + rng = np.random.default_rng(seed) + p0 = uniform_init(mcfg.K) if mcfg.init == "uniform" else p_star.copy() + + model = _make_mnist_model(model_cfg, mcfg, oracle) + + def real_images(counts: np.ndarray) -> np.ndarray: + return sampler.draw(counts, rng) + + # Generation 0: train on n real images drawn from p0 (the loop builds gen-0, not the VAE). + X0 = real_images(rng.multinomial(n, p0)) + model.fit(X0, rng) + + rows: list[dict] = [] + + def record(t: int) -> None: + row = {"generation": t} + row.update(measure_metrics(model.mode_distribution(rng), p_star, tail_mask, + regions, R, metrics)) + rows.append(row) + + record(0) + for t in range(1, generations + 1): + X_syn = model.sample(n, rng) # drift: n images from the parent + if m_vector is not None: # immigration: m real images + counts_real = structured_multinomial(m_vector, p_star, regions, grounding.policy, rng) + pool = np.concatenate([X_syn, real_images(counts_real)], axis=0) + else: + pool = X_syn + pupil = _make_mnist_model(model_cfg, mcfg, oracle) + pupil.fit(pool, rng) + model = pupil + record(t) + + return pd.DataFrame(rows) diff --git a/src/neural/mnist_oracle.py b/src/neural/mnist_oracle.py new file mode 100644 index 0000000..dcc6fe2 --- /dev/null +++ b/src/neural/mnist_oracle.py @@ -0,0 +1,159 @@ +"""The MNIST oracle — a frozen classifier standing in for "reality's no". + +For the synthetic sandbox the oracle is exact (decode the identity segment). Real images have +no lossless barcode, so the oracle is a **frozen CNN** that predicts the digit class, combined +with a **deterministic** stroke-thickness bin, giving the mode +``class * style_bins + thickness_bin``. The CNN is trained once to high class accuracy and +cached; its **confusion matrix** over held-out real images is recorded as the measurement-noise +floor, so every MNIST result is read as a *sign relative to that floor*, never as an exact +magnitude. +""" + +from __future__ import annotations + +import hashlib +from pathlib import Path + +import numpy as np + +from .config import MnistCfg, OracleCfg +from .mnist_data import MnistData, assign_modes, fit_thickness_thresholds, thickness_bin +from .train import resolve_device, seed_everything, set_determinism + + +def _make_cnn(n_classes: int): + """Build a small 2-conv MNIST classifier (lazy torch import).""" + import torch.nn as nn + + return nn.Sequential( + nn.Conv2d(1, 16, 3, padding=1), nn.ReLU(), nn.MaxPool2d(2), # 28 -> 14 + nn.Conv2d(16, 32, 3, padding=1), nn.ReLU(), nn.MaxPool2d(2), # 14 -> 7 + nn.Flatten(), nn.Linear(32 * 7 * 7, 128), nn.ReLU(), nn.Linear(128, n_classes), + ) + + +def _predict_classes(net, images: np.ndarray, device, batch: int = 1000) -> np.ndarray: + """Batched argmax class prediction for a stack of images.""" + import torch + + net.eval() + x = torch.as_tensor(np.asarray(images, dtype="float32"), device=device) + out = np.empty(x.shape[0], dtype="int64") + with torch.no_grad(): + for i in range(0, x.shape[0], batch): + out[i:i + batch] = net(x[i:i + batch]).argmax(1).cpu().numpy() + return out + + +def train_or_load_classifier(cfg: MnistCfg, ocfg: OracleCfg, data: MnistData, + seed, device=None): + """Train (or load a cached) frozen digit classifier; return ``(net, checkpoint_sha256)``. + + Args: + cfg (MnistCfg): Mode-truth config (for ``n_classes``). + ocfg (OracleCfg): Training/caching hyperparameters (``epochs``, ``lr``, ``cache``). + data (MnistData): Loaded MNIST split. + seed: Study-stream seed (int or SeedSequence). + device: Optional torch device; resolved from ``"auto"`` if ``None``. + + Returns: + tuple: ``(net, sha256)`` — the frozen network (eval mode) and the hex digest of its + checkpoint file (recorded in the manifest for provenance). + """ + import torch + + set_determinism() + device = device or resolve_device("auto") + net = _make_cnn(cfg.n_classes).to(device) + cache = Path(ocfg.cache) + + if cache.exists(): + net.load_state_dict(torch.load(cache, map_location=device)) + else: + g = seed_everything(seed) + net.train() + opt = torch.optim.Adam(net.parameters(), lr=ocfg.lr) + loss_fn = torch.nn.CrossEntropyLoss() + x = torch.as_tensor(data.train_x, device=device) + y = torch.as_tensor(data.train_y, device=device) + n, bs = x.shape[0], ocfg.batch_size + for _ in range(ocfg.epochs): + perm = torch.randperm(n, generator=g).to(device) + for i in range(0, n, bs): + idx = perm[i:i + bs] + loss = loss_fn(net(x[idx]), y[idx]) + opt.zero_grad(); loss.backward(); opt.step() + cache.parent.mkdir(parents=True, exist_ok=True) + torch.save(net.state_dict(), cache) + + net.eval() + for p in net.parameters(): + p.requires_grad_(False) + return net, hashlib.sha256(cache.read_bytes()).hexdigest() + + +class ClassifierOracle: + """Frozen-classifier oracle: image -> mode = predicted_class * style_bins + thickness_bin. + + Args: + net: The frozen digit classifier. + cuts (np.ndarray): Per-class thickness cut-points ``(n_classes, S-1)``. + cfg (MnistCfg): Mode-truth config (``style_bins``, ``K``). + device: Torch device the classifier lives on. + """ + + def __init__(self, net, cuts: np.ndarray, cfg: MnistCfg, device) -> None: + self.net = net + self.cuts = cuts + self.cfg = cfg + self.device = device + self.K = cfg.K + + def classify(self, X: np.ndarray) -> np.ndarray: + """Return the length-``n`` mode index for each image in ``X`` (``(n,1,28,28)``).""" + classes = _predict_classes(self.net, X, self.device) + bins = thickness_bin(X, classes, self.cuts) + return classes * self.cfg.style_bins + bins + + +def build_oracle(cfg: MnistCfg, ocfg: OracleCfg, data: MnistData, seed, device=None): + """Fit thickness thresholds + the classifier and assemble the oracle. + + Returns: + tuple: ``(oracle, cuts, ckpt_hash)`` — the :class:`ClassifierOracle`, the per-class + thickness cut-points (needed to label real images as ground truth), and the classifier + checkpoint hash. + """ + device = device or resolve_device("auto") + cuts = fit_thickness_thresholds(data.train_x, data.train_y, cfg) + net, ckpt_hash = train_or_load_classifier(cfg, ocfg, data, seed, device) + return ClassifierOracle(net, cuts, cfg, device), cuts, ckpt_hash + + +def confusion_summary(oracle: ClassifierOracle, data: MnistData, cuts: np.ndarray, + cfg: MnistCfg) -> dict: + """Measure the oracle's mode-level accuracy and confusion on the real test set. + + True mode uses the *true* label + true thickness bin; predicted mode uses the oracle. The + diagonal rate is the measurement-noise floor the collapse metrics are read against. + + Args: + oracle (ClassifierOracle): The assembled oracle. + data (MnistData): Loaded MNIST split (uses the test images/labels). + cuts (np.ndarray): Per-class thickness cut-points (for ground-truth modes). + cfg (MnistCfg): Mode-truth config. + + Returns: + dict: ``mode_accuracy``, ``class_accuracy``, and ``confusion`` (``K x K`` nested list). + """ + true_modes = assign_modes(data.test_x, data.test_y, cuts, cfg) + pred_modes = oracle.classify(data.test_x) + pred_classes = pred_modes // cfg.style_bins + conf = np.zeros((cfg.K, cfg.K), dtype="int64") + for t, p in zip(true_modes, pred_modes): + conf[t, p] += 1 + return { + "mode_accuracy": float(np.mean(pred_modes == true_modes)), + "class_accuracy": float(np.mean(pred_classes == data.test_y)), + "confusion": conf.tolist(), + } diff --git a/src/neural/mnist_vae.py b/src/neural/mnist_vae.py new file mode 100644 index 0000000..a80152f --- /dev/null +++ b/src/neural/mnist_vae.py @@ -0,0 +1,125 @@ +"""Convolutional VAE generative model over MNIST images (the secondary-confirmation tier). + +A small conv encoder maps a 28x28 image to a Gaussian latent; a conv decoder reconstructs it; +trained by the ELBO (binary cross-entropy reconstruction + ``beta``*KL). The VAE is the +*canonical* model in which generative collapse was first observed, so a VAE lineage that loses +its rare modes under dry self-training is direct evidence the effect is not a synthetic-sandbox +artefact. + +Implements the same ``GenerativeModel`` protocol as the synthetic tier +(``fit`` / ``sample`` / ``mode_distribution``), so the metric readout is identical: sample +``n_eval`` images, classify them with the frozen oracle, normalise the mode histogram. Gen-0 is +built by the MNIST loop from the real-image sampler, so ``initialise`` is intentionally unused. +""" + +from __future__ import annotations + +import numpy as np + +from .config import MnistCfg, ModelCfg +from .oracle import Oracle, measure_distribution +from .train import device_generator, resolve_device, seed_everything, set_determinism + + +def _make_conv_vae(latent: int): + """Build a small conv VAE (lazy torch import).""" + import torch + import torch.nn as nn + + class ConvVAE(nn.Module): + def __init__(self) -> None: + super().__init__() + self.enc = nn.Sequential( + nn.Conv2d(1, 32, 4, 2, 1), nn.ReLU(), # 28 -> 14 + nn.Conv2d(32, 64, 4, 2, 1), nn.ReLU(), # 14 -> 7 + nn.Flatten()) + self.to_mu = nn.Linear(64 * 7 * 7, latent) + self.to_lv = nn.Linear(64 * 7 * 7, latent) + self.dec_in = nn.Linear(latent, 64 * 7 * 7) + self.dec = nn.Sequential( + nn.ConvTranspose2d(64, 32, 4, 2, 1), nn.ReLU(), # 7 -> 14 + nn.ConvTranspose2d(32, 1, 4, 2, 1)) # 14 -> 28 (logits) + + def encode(self, x): + h = self.enc(x) + return self.to_mu(h), self.to_lv(h) + + def decode(self, z): + h = self.dec_in(z).view(-1, 64, 7, 7) + return self.dec(h) # logits + + def forward(self, x): + mu, lv = self.encode(x) + z = mu + torch.exp(0.5 * lv) * torch.randn_like(lv) + logits = self.decode(z) + kl = -0.5 * torch.sum(1 + lv - mu.pow(2) - lv.exp(), dim=1).mean() + return logits, kl + + return ConvVAE() + + +class ConvVAEGenerator: + """Convolutional VAE over MNIST images. + + Args: + cfg (MnistCfg): Mode-truth config (for ``K``). + model_cfg (ModelCfg): Hyperparameters (``latent``, ``beta``, ``epochs``, ``lr``, + ``batch_size``, ``n_eval``, ``device``). + oracle (Oracle): Frozen classifier used to read the model's mode distribution. + """ + + def __init__(self, cfg: MnistCfg, model_cfg: ModelCfg, oracle: Oracle) -> None: + self.cfg = cfg + self.mcfg = model_cfg + self.oracle = oracle + self.device = resolve_device(model_cfg.device) + self.net = None + set_determinism() + + def initialise(self, p0: np.ndarray, rng: np.random.Generator) -> None: + """Unused: the MNIST loop builds generation 0 from the real-image sampler.""" + raise NotImplementedError("MNIST gen-0 is built by run_mnist_lineage via the sampler") + + def fit(self, X: np.ndarray, rng: np.random.Generator) -> None: + """Train (from scratch) on a batch of images ``X`` of shape ``(n,1,28,28)``.""" + import torch + import torch.nn.functional as F + + g = seed_everything(int(rng.integers(2 ** 31))) + net = _make_conv_vae(self.mcfg.latent).to(self.device) + net.train() + opt = torch.optim.Adam(net.parameters(), lr=self.mcfg.lr) + data = torch.as_tensor(np.asarray(X, dtype="float32"), device=self.device) + n, bs, beta = data.shape[0], self.mcfg.batch_size, self.mcfg.beta + for _ in range(self.mcfg.epochs): + perm = torch.randperm(n, generator=g).to(self.device) + for i in range(0, n, bs): + batch = data[perm[i:i + bs]] + logits, kl = net(batch) + recon = F.binary_cross_entropy_with_logits(logits, batch, reduction="none") + recon = recon.sum(dim=(1, 2, 3)).mean() + loss = recon + beta * kl + opt.zero_grad(); loss.backward(); opt.step() + net.eval() + self.net = net + + def sample(self, n: int, rng: np.random.Generator) -> np.ndarray: + """Draw ``n`` fresh images ``(n,1,28,28)`` in [0,1] via ``z ~ N(0,I)`` -> decode.""" + import torch + + if self.net is None: + raise RuntimeError("ConvVAEGenerator.sample called before fit") + gen = device_generator(int(rng.integers(2 ** 31)), self.device) + out = np.empty((n, 1, 28, 28), dtype="float32") + bs = 2000 + with torch.no_grad(): + for i in range(0, n, bs): + b = min(bs, n - i) + z = torch.randn(b, self.mcfg.latent, generator=gen, device=self.device) + out[i:i + b] = torch.sigmoid(self.net.decode(z)).cpu().numpy() + return out + + def mode_distribution(self, rng: np.random.Generator) -> np.ndarray: + """Estimate ``p_t`` by generate-and-classify over ``n_eval`` samples.""" + X = self.sample(self.mcfg.n_eval, rng) + return measure_distribution(X, self.oracle, self.cfg.K) diff --git a/tasks/todo.md b/tasks/todo.md index 661c8ff..803f72b 100644 --- a/tasks/todo.md +++ b/tasks/todo.md @@ -230,7 +230,22 @@ C3 vertical claim deferred.* while mean-distill stays flat (analytic + trained + rho=1 control). **grounding**: the reframed 4-panel (forward-KL phase boundary, recovery, metric-choice). -## Remaining +**2026-07-05 — real-MNIST external-validity tier (`mnist_collapse`).** + +- New image tier plugged into the existing contract (metrics/grounding/output are data-agnostic and + reused verbatim): `mnist_data.py` (load, per-class thickness bins, mode = class×thickness bijection, + `MnistSampler`), `mnist_oracle.py` (frozen CNN + deterministic thickness = `ClassifierOracle`, + confusion matrix), `mnist_vae.py` (`ConvVAEGenerator`), `mnist_loop.py` (`run_mnist_lineage`), plus + `kind=mnist_lineage` dispatch in `experiment.py`, `configs/neural/mnist_collapse.yaml`, + `figures/plot_mnist.py`, `figures/mnist_montage.py` (eyeball diagnostic), `MnistCfg`/`OracleCfg`. +- **Gates:** CNN mode accuracy **98.5%** (30×30 confusion matrix in the manifest = noise floor); + VAE gen-0 recovers full 30/30 support (over-smooths freq, KL≈0.5, no prior hole). +- **Result (4 reps):** dry (g=0) VAE **collapses to a single mode** (KL 0.5→18, support 30→1, tail + 1.0→0.06, H→0); **g=0.1 holds all 30 modes** (KL≈0.6, full tail, H≈0.9). Collapse + grounding-rescue + confirmed on real images. VAE needs ~10% grounding vs synthetic ~5% (cf. the `grounding` finding). + **99 tests green** (+5 torchvision-gated). `make mnist` / `make env-mnist` (kept out of `make neural`). + +## Remaining (all optional) - [ ] **`region_matched`** grounding (R>1), **`remint`** re-mint gate (optional). - [ ] **VAE fidelity:** fix the prior-hole mismatch (KL-annealing / free-bits / larger latent) so it diff --git a/tests/test_mnist.py b/tests/test_mnist.py new file mode 100644 index 0000000..110a9ca --- /dev/null +++ b/tests/test_mnist.py @@ -0,0 +1,106 @@ +"""MNIST-tier tests (skipped when torchvision is absent). + +Gate the real-image confirmation tier: the oracle measures modes accurately, thickness binning +and mode assignment are well-formed, the sampler draws the requested modes, the VAE clears a +floor-aware gen-0 fidelity check, and a short dry lineage collapses more than a grounded one. +These are sign checks (the tier is confirmation-only), and they reuse the cached classifier so +they stay fast. +""" + +from __future__ import annotations + +import numpy as np +import pytest + +pytest.importorskip("torchvision") + +from knowledge.metrics import forward_kl # noqa: E402 +from neural.config import MnistCfg, ModelCfg, OracleCfg # noqa: E402 +from neural.mnist_data import ( # noqa: E402 + MnistSampler, assign_modes, fit_thickness_thresholds, make_mnist_truth, thickness_bin, +) +from neural.mnist_loop import run_mnist_lineage # noqa: E402 +from neural.mnist_oracle import build_oracle, confusion_summary # noqa: E402 +from neural.mnist_vae import ConvVAEGenerator # noqa: E402 + + +@pytest.fixture(scope="module") +def world(): + """Load MNIST + build the oracle/sampler/truth once (cached CNN -> fast).""" + from neural.mnist_data import load_mnist + + cfg = MnistCfg() + data = load_mnist(cfg.data_root) + td = make_mnist_truth(cfg) + oracle, cuts, _ = build_oracle(cfg, OracleCfg(), data, seed=1) + modes = assign_modes(data.train_x, data.train_y, cuts, cfg) + sampler = MnistSampler(data.train_x, modes, cfg.K) + return cfg, data, td, oracle, cuts, sampler + + +def test_thickness_bins_and_mode_bijection(world): + cfg, data, td, oracle, cuts, sampler = world + sub = data.train_x[:2000] + lab = data.train_y[:2000] + bins = thickness_bin(sub, lab, cuts) + assert bins.min() >= 0 and bins.max() < cfg.style_bins # bins in range + modes = assign_modes(sub, lab, cuts, cfg) + assert np.array_equal(modes, lab * cfg.style_bins + bins) # exact bijection + assert modes.min() >= 0 and modes.max() < cfg.K + + +def test_sampler_draws_requested_modes(world): + cfg, data, td, oracle, cuts, sampler = world + counts = np.zeros(cfg.K, dtype=int) + counts[5] = 30 # mode 5 -> class 5//style_bins + counts[17] = 10 # mode 17 -> class 17//style_bins + imgs = sampler.draw(counts, np.random.default_rng(0)) + assert imgs.shape == (40, 1, 28, 28) + # The sampler draws from the true per-mode pools, so the oracle should recover the two + # requested classes for the large majority of the draw (allowing the ~2% oracle error). + pred_classes = oracle.classify(imgs) // cfg.style_bins + want = {5 // cfg.style_bins, 17 // cfg.style_bins} + assert np.mean(np.isin(pred_classes, list(want))) > 0.9 + + +def test_oracle_mode_accuracy_high(world): + cfg, data, td, oracle, cuts, sampler = world + conf = confusion_summary(oracle, data, cuts, cfg) + assert conf["mode_accuracy"] > 0.95 # solid measurement-noise floor + assert conf["class_accuracy"] > 0.97 + + +def test_vae_gen0_recovers_full_support(world): + # gen-0 fidelity gate (floor-aware): the VAE must represent every mode (incl. the tail), + # else later tail loss would be underfitting, not collapse. Frequencies over-smooth (KL~0.5). + cfg, data, td, oracle, cuts, sampler = world + rng = np.random.default_rng(0) + mcfg = ModelCfg(kind="convvae", latent=32, epochs=15, n_eval=8000) + X0 = sampler.draw(rng.multinomial(6000, td.p_star), rng) + vae = ConvVAEGenerator(cfg, mcfg, oracle) + vae.fit(X0, rng) + p_hat = vae.mode_distribution(rng) + assert float(np.mean(p_hat[td.tail_mask] > 1e-9)) > 0.8 # tail represented + assert forward_kl(td.p_star, p_hat, 1e-9) < 1.2 # loose, floor-aware + + +def test_dry_collapses_more_than_grounded(world): + # The N1+N2 signs on real images: dry end-KL > grounded end-KL. Tiny config for speed. + cfg, data, td, oracle, cuts, sampler = world + base = { + "mnist": cfg.__dict__, + "model": ModelCfg(kind="convvae", latent=32, epochs=20, n_eval=6000).__dict__, + "generations": 8, + "metrics": {"kl_floor": 1e-9, "support_eps": 1e-9}, + } + + def run(g): + n = 6000 + m = 0 if g == 0 else round(n * g / (1 - g)) + c = {**base, "dynamics": {"n": n, "grounding": {"m": m, "policy": "proportional"}}} + return run_mnist_lineage(c, seed=0, oracle=oracle, sampler=sampler, td=td) + + dry, grd = run(0.0), run(0.1) + assert dry["forward_kl"].iloc[-1] > dry["forward_kl"].iloc[0] + 1.0 # dry collapses + assert grd["forward_kl"].iloc[-1] < dry["forward_kl"].iloc[-1] # grounding arrests it + assert grd["support_size"].iloc[-1] > dry["support_size"].iloc[-1] # keeps more modes