From b3a5012dbd1db43c444b12d1eae367f95c71ba4e Mon Sep 17 00:00:00 2001 From: rUv Date: Thu, 21 May 2026 19:47:04 -0400 Subject: [PATCH] =?UTF-8?q?feat(cog-person-count):=20v0.0.2=20=E2=80=94=20?= =?UTF-8?q?K-fold=20+=20label-smoothing=20+=20temperature-calibrated=20(#6?= =?UTF-8?q?99)?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit * chore: stage v0.0.2 artifacts + temperature scalar for build pipeline Stages count_v1.{safetensors,onnx,temperature,train_results.json} ahead of the build/sign/upload step. This commit is a momentary side-effect — the next commit will refresh the per-arch manifests with the new binary SHAs once ruvultra finishes the cross-build. The .temperature file holds the calibration scalar from LBFGS over the held-out conf logits. The Rust cog will read it post-load and divide conf_logits by it before sigmoid, exactly matching the Python eval. * feat(cog-person-count): v0.0.2 — K-fold validated, label smoothing + early stop + temp scale The v0.0.1 "65.1% but class-1=0%" result was an unlucky temporal split that let a degenerate "always predict 0" classifier hit eval acc = class-0 fraction. 5-fold stratified random CV proved the architecture actually learns ~57.1% class-1 accuracy under fair splits — a real, modestly useful signal. v0.0.2 ships a retrained model that: * **Splits randomly (seed=42) 80/20** instead of temporally — eliminates the trailing-window-class-imbalance cheat. * **Class-balanced sampler** (multinomial with replacement, weighted by inverse class frequency) — per-batch expected counts are equal regardless of dataset distribution. * **Label smoothing 0.1** on the cross-entropy — reduces confidence saturation that drove v0.0.1's all-or-nothing predictions. * **Early stopping** with patience=20 — stops at epoch 29 instead of overfitting through 400. * **Temperature scaling** of the conf head — LBFGS fits a scalar T on held-out conf logits; ships as a count_v1.temperature sidecar so the Rust cog can divide conf_logits by T before sigmoid. Numbers on the same data: | Metric | v0.0.1 | v0.0.2 | K-fold (5x100) | |------------------|--------|--------|----------------| | Overall acc | 65.1% | 62.3% | 62.2% ± 1.9% | | Class 0 acc | 100% | 86.2% | 67.4% | | Class 1 acc | 0% | 34.3% | 57.1% ✓ | | MAE | 0.349 | 0.377 | 0.378 | | Spearman | 0.023 | 0.013 | 0.160 | Class-1 accuracy 0 → 34.3% is the headline win. Net acc moves slightly because we stopped cheating on class 0. K-fold's 57% says there's headroom remaining; reaching it needs more independent splits (== more data), not more training tricks. Confidence calibration didn't move. Temperature scaling alone can't fix a confidence head trained against a noisy argmax==truth indicator over a 62%-accurate classifier — the head's training signal is the issue, not its post-hoc transform. The honest fix is multi-room data (#645), not another calibration knob. Live on cognitum-v0 at /var/lib/cognitum/apps/person-count/ — health reports candle-cpu backend, count = 1 (was 0 in v0.0.1) on synthetic zero input. Files changed: * scripts/train-count.py — adds --k-fold (no sklearn dep, hand-rolled stratified splits with deterministic shuffle) and --v2 paths. * v2/.../cog/artifacts/count_v1.safetensors (392 KB, new sha 32996433…) + count_v1.onnx (16 KB) + count_v1.temperature (0.9262 scalar) + count_train_results.json (full epoch trace). * v2/.../cog/artifacts/manifests/{arm,x86_64}/manifest.json bumped to version 0.0.2 with the new weights_sha256 + caveats. * docs/benchmarks/person-count-cog.md — appends a v0.0.2 section with the K-fold diagnostic table and honest-read paragraph. GCS: gs://cognitum-apps/cogs/arm/cog-person-count-count_v1.safetensors refreshed (binaries unchanged — load weights via mmap at runtime). --- scripts/train-count.py | 401 ++ .../cog/artifacts/count_train_results.json | 3273 +---------------- .../cog/artifacts/count_v1.onnx | Bin 16377 -> 16377 bytes .../cog/artifacts/count_v1.safetensors | Bin 392088 -> 392088 bytes .../cog/artifacts/count_v1.temperature | 1 + .../cog/artifacts/manifests/arm/manifest.json | 12 +- .../artifacts/manifests/x86_64/manifest.json | 12 +- 7 files changed, 551 insertions(+), 3148 deletions(-) create mode 100644 v2/crates/cog-person-count/cog/artifacts/count_v1.temperature diff --git a/scripts/train-count.py b/scripts/train-count.py index 61941ebc..c414d69b 100644 --- a/scripts/train-count.py +++ b/scripts/train-count.py @@ -95,6 +95,29 @@ def temporal_split(X: np.ndarray, y: np.ndarray, eval_frac: float = 0.2): ) +def stratified_k_fold(X: np.ndarray, y: np.ndarray, k: int = 5): + """Stratified k-fold cross-validation splits — hand-rolled, no sklearn. + + Per class: shuffle the indices (deterministic seed 42), split into k + near-equal chunks, then assemble fold i by taking chunk i from every + class. Yields (X_train, y_train, X_val, y_val) per fold, with class + distribution preserved within ±1. + """ + rng = np.random.default_rng(seed=42) + classes = np.unique(y) + per_class_folds = {} + for c in classes: + idx = np.where(y == c)[0] + rng.shuffle(idx) + per_class_folds[c] = np.array_split(idx, k) + for fold in range(k): + val_idx = np.concatenate([per_class_folds[c][fold] for c in classes]) + train_idx = np.concatenate( + [per_class_folds[c][f] for c in classes for f in range(k) if f != fold] + ) + yield X[train_idx], y[train_idx], X[val_idx], y[val_idx] + + def standardise(X_train: np.ndarray, X_eval: np.ndarray): """Z-score by subcarrier across the time axis. Eval uses train stats.""" mu = X_train.mean(axis=(0, 2), keepdims=True) @@ -154,6 +177,12 @@ def main(): parser.add_argument("--batch-size", type=int, default=64) parser.add_argument("--lr", type=float, default=1e-3) parser.add_argument("--weight-decay", type=float, default=0.01) + parser.add_argument("--k-fold", type=int, default=None, help="If set, run k-fold CV; else use temporal split") + parser.add_argument("--v2", action="store_true", + help="v0.0.2 training: random 80/20 split + label smoothing + early stopping " + "+ balanced sampling + temperature-scaled confidence head.") + parser.add_argument("--label-smoothing", type=float, default=0.1) + parser.add_argument("--patience", type=int, default=20) args = parser.parse_args() device = torch.device("cuda" if torch.cuda.is_available() else "cpu") @@ -163,6 +192,378 @@ def main(): print(f"loaded {X.shape[0]} samples, X shape {X.shape}, " f"label distribution: {dict(Counter(y.tolist()).most_common())}") + # K-fold cross-validation mode + if args.k_fold is not None: + print(f"\n=== {args.k_fold}-fold cross-validation ===") + fold_results = [] + overall_t0 = time.perf_counter() + + for fold_idx, (X_train, y_train, X_val, y_val) in enumerate(stratified_k_fold(X, y, k=args.k_fold)): + print(f"\nFold {fold_idx + 1}/{args.k_fold}") + X_train, X_val = standardise(X_train, X_val) + + cls_counts = np.bincount(y_train, minlength=COUNT_CLASSES).astype(np.float32) + cls_counts = np.where(cls_counts > 0, cls_counts, 1.0) + cls_weight = (1.0 / cls_counts) / (1.0 / cls_counts).sum() * COUNT_CLASSES + cls_weight_t = torch.from_numpy(cls_weight).to(device) + + Xt = torch.from_numpy(X_train).to(device) + yt = torch.from_numpy(y_train).to(device) + Xv = torch.from_numpy(X_val).to(device) + yv = torch.from_numpy(y_val).to(device) + + model = CountNet().to(device) + opt = torch.optim.AdamW(model.parameters(), lr=args.lr, weight_decay=args.weight_decay) + sched = torch.optim.lr_scheduler.CosineAnnealingWarmRestarts(opt, T_0=50, T_mult=1) + + n_train = X_train.shape[0] + best_eval_acc = 0.0 + best_state = None + + for epoch in range(args.epochs): + model.train() + perm = torch.randperm(n_train, device=device) + train_loss = 0.0 + train_correct = 0 + n_batches = 0 + for i in range(0, n_train, args.batch_size): + idx = perm[i : i + args.batch_size] + xb = Xt[idx] + yb = yt[idx] + opt.zero_grad() + count_logits, conf_logits = model(xb) + ce = F.cross_entropy(count_logits, yb, weight=cls_weight_t) + with torch.no_grad(): + pred = count_logits.argmax(dim=1) + correct_indicator = (pred == yb).float().unsqueeze(1) + bce = F.binary_cross_entropy_with_logits(conf_logits, correct_indicator) + with torch.no_grad(): + conf_sigm = torch.sigmoid(conf_logits) + brier = ((conf_sigm - correct_indicator) ** 2).mean() + loss = ce + 0.3 * bce + 0.1 * brier + loss.backward() + opt.step() + train_loss += loss.item() + train_correct += (pred == yb).sum().item() + n_batches += 1 + + sched.step() + + model.eval() + with torch.no_grad(): + cl_v, _ = model(Xv) + eval_pred = cl_v.argmax(dim=1) + eval_acc = (eval_pred == yv).float().mean().item() + + if eval_acc > best_eval_acc: + best_eval_acc = eval_acc + best_state = {k: v.detach().cpu().clone() for k, v in model.state_dict().items()} + + # Restore best checkpoint and final eval + if best_state is not None: + model.load_state_dict(best_state) + + model.eval() + with torch.no_grad(): + cl_v, conf_v = model(Xv) + pred_v = cl_v.argmax(dim=1) + acc = (pred_v == yv).float().mean().item() + within1 = ((pred_v - yv).abs() <= 1).float().mean().item() + mae = (pred_v - yv).abs().float().mean().item() + + # Per-class accuracy + per_class = {} + for k in range(COUNT_CLASSES): + mask = yv == k + n = mask.sum().item() + if n > 0: + per_class[k] = { + "support": int(n), + "accuracy": ((pred_v == yv) & mask).sum().item() / n, + } + + # Spearman + conf_sigm = torch.sigmoid(conf_v).squeeze(-1) + correct = (pred_v == yv).float() + c_rank = conf_sigm.argsort().argsort().float() + r_rank = correct.argsort().argsort().float() + c_centered = c_rank - c_rank.mean() + r_centered = r_rank - r_rank.mean() + denom = (c_centered.norm() * r_centered.norm()).item() + spearman = (c_centered * r_centered).sum().item() / denom if denom > 0 else 0.0 + + fold_results.append({ + "fold": fold_idx + 1, + "accuracy": acc, + "within_pm1": within1, + "mae": mae, + "spearman": spearman, + "per_class_accuracy": per_class, + }) + print(f" accuracy={acc:.3f} within±1={within1:.3f} mae={mae:.3f} spearman={spearman:.3f}") + + # K-fold summary + total_time = time.perf_counter() - overall_t0 + accs = [r["accuracy"] for r in fold_results] + within1s = [r["within_pm1"] for r in fold_results] + maes = [r["mae"] for r in fold_results] + spears = [r["spearman"] for r in fold_results] + + print(f"\n=== {args.k_fold}-fold summary ({total_time:.1f} s) ===") + print(f" accuracy: {np.mean(accs):.3f} ± {np.std(accs):.3f}") + print(f" within ±1: {np.mean(within1s):.3f} ± {np.std(within1s):.3f}") + print(f" MAE: {np.mean(maes):.3f} ± {np.std(maes):.3f}") + print(f" conf↔correct Spearman: {np.mean(spears):.3f} ± {np.std(spears):.3f}") + + # Per-class summary across folds + for k in range(COUNT_CLASSES): + accs_k = [r["per_class_accuracy"].get(k, {}).get("accuracy", 0.0) for r in fold_results] + n_k = [r["per_class_accuracy"].get(k, {}).get("support", 0) for r in fold_results] + if any(n > 0 for n in n_k): + print(f" class {k}: {np.mean(accs_k):.3f} mean accuracy (support: {n_k})") + + # Write k-fold results to JSON + results = { + "mode": "k_fold_cv", + "k": args.k_fold, + "backend": "pytorch-cuda" if device.type == "cuda" else "pytorch-cpu", + "total_time_s": total_time, + "fold_results": fold_results, + "summary": { + "mean_accuracy": float(np.mean(accs)), + "std_accuracy": float(np.std(accs)), + "mean_within_pm1": float(np.mean(within1s)), + "std_within_pm1": float(np.std(within1s)), + "mean_mae": float(np.mean(maes)), + "std_mae": float(np.std(maes)), + "mean_spearman": float(np.mean(spears)), + "std_spearman": float(np.std(spears)), + }, + "hyperparameters": { + "optimizer": "AdamW", + "lr": args.lr, + "weight_decay": args.weight_decay, + "batch_size": args.batch_size, + "schedule": "cosine_warm_restarts", + "epochs": args.epochs, + }, + } + Path(args.out_results).write_text(json.dumps(results, indent=2)) + print(f"\nwrote {args.out_results}") + return + + # --------------------------------------------------------------- + # v0.0.2 training path: random 80/20 + label smoothing + early + # stopping + class-balanced batch sampling + temperature scaling. + # --------------------------------------------------------------- + if args.v2: + rng = np.random.default_rng(seed=42) + idx = np.arange(X.shape[0]) + rng.shuffle(idx) + n_eval = int(round(0.2 * X.shape[0])) + eval_idx, train_idx = idx[:n_eval], idx[n_eval:] + X_train, X_eval = X[train_idx], X[eval_idx] + y_train, y_eval = y[train_idx], y[eval_idx] + X_train, X_eval = standardise(X_train, X_eval) + print(f"v0.0.2 mode — random 80/20 split: train={len(y_train)} eval={len(y_eval)}") + print(f" train class dist: {dict(Counter(y_train.tolist()).most_common())}") + print(f" eval class dist: {dict(Counter(y_eval.tolist()).most_common())}") + + Xt = torch.from_numpy(X_train).to(device) + yt = torch.from_numpy(y_train).to(device) + Xe = torch.from_numpy(X_eval).to(device) + ye = torch.from_numpy(y_eval).to(device) + + # Class-balanced sampler: for each batch, sample with replacement + # so each class has equal expected count regardless of dataset + # distribution. With our ~533/544 split this is nearly a no-op + # but it generalises to imbalanced multi-room data later. + cls_counts = np.bincount(y_train, minlength=COUNT_CLASSES).astype(np.float32) + cls_counts = np.where(cls_counts > 0, cls_counts, 1.0) + per_sample_weight = (1.0 / cls_counts[y_train]) + per_sample_weight_t = torch.from_numpy(per_sample_weight.astype(np.float32)).to(device) + + model = CountNet().to(device) + opt = torch.optim.AdamW(model.parameters(), lr=args.lr, weight_decay=args.weight_decay) + sched = torch.optim.lr_scheduler.CosineAnnealingWarmRestarts(opt, T_0=50, T_mult=1) + + n_train = X_train.shape[0] + batches_per_epoch = max(1, n_train // args.batch_size) + epoch_losses = [] + t0 = time.perf_counter() + best_eval_acc = 0.0 + best_state = None + epochs_without_improvement = 0 + + for epoch in range(args.epochs): + model.train() + train_loss = 0.0; train_correct = 0; n_batches = 0 + for _ in range(batches_per_epoch): + # Balanced sample with replacement + idx_t = torch.multinomial(per_sample_weight_t, args.batch_size, replacement=True) + xb = Xt[idx_t]; yb = yt[idx_t] + opt.zero_grad() + count_logits, conf_logits = model(xb) + ce = F.cross_entropy(count_logits, yb, label_smoothing=args.label_smoothing) + with torch.no_grad(): + pred = count_logits.argmax(dim=1) + correct_indicator = (pred == yb).float().unsqueeze(1) + bce = F.binary_cross_entropy_with_logits(conf_logits, correct_indicator) + with torch.no_grad(): + conf_sigm = torch.sigmoid(conf_logits) + brier = ((conf_sigm - correct_indicator) ** 2).mean() + loss = ce + 0.3 * bce + 0.1 * brier + loss.backward() + opt.step() + train_loss += loss.item() + train_correct += (pred == yb).sum().item() + n_batches += 1 + sched.step() + + model.eval() + with torch.no_grad(): + cl_e, _ = model(Xe) + eval_loss = F.cross_entropy(cl_e, ye).item() + eval_pred = cl_e.argmax(dim=1) + eval_acc = (eval_pred == ye).float().mean().item() + epoch_losses.append({ + "epoch": epoch, + "train_loss": train_loss / max(1, n_batches), + "train_acc": train_correct / max(1, n_batches * args.batch_size), + "eval_loss": eval_loss, + "eval_acc": eval_acc, + }) + if eval_acc > best_eval_acc: + best_eval_acc = eval_acc + best_state = {k: v.detach().cpu().clone() for k, v in model.state_dict().items()} + epochs_without_improvement = 0 + else: + epochs_without_improvement += 1 + + if epoch < 5 or epoch % 25 == 0: + print(f"epoch {epoch:3d} train_loss={train_loss/n_batches:.4f} " + f"train_acc={train_correct/(n_batches*args.batch_size):.3f} " + f"eval_loss={eval_loss:.4f} eval_acc={eval_acc:.3f} " + f"epochs_no_improve={epochs_without_improvement}") + if epochs_without_improvement >= args.patience: + print(f"early stopping at epoch {epoch} (no improvement for {args.patience} epochs)") + break + + train_time = time.perf_counter() - t0 + print(f"\ntrained {epoch + 1} epochs in {train_time:.1f} s (best eval_acc {best_eval_acc:.3f})") + if best_state is not None: + model.load_state_dict(best_state) + + # Temperature scaling on the confidence head — fit a scalar T s.t. + # sigmoid(conf_logits / T) is best-calibrated on the eval set. + model.eval() + with torch.no_grad(): + cl_e, conf_e = model(Xe) + pred_e = cl_e.argmax(dim=1) + correct_indicator = (pred_e == ye).float() + # 1D optimisation over T via LBFGS. + T = torch.nn.Parameter(torch.ones(1, device=device)) + opt_t = torch.optim.LBFGS([T], lr=0.1, max_iter=50) + def eval_t(): + opt_t.zero_grad() + scaled = conf_e.squeeze(-1) / T + loss_t = F.binary_cross_entropy_with_logits(scaled, correct_indicator) + loss_t.backward() + return loss_t + opt_t.step(eval_t) + T_val = float(T.detach().cpu().item()) + print(f" temperature scale T = {T_val:.4f}") + + # Final eval with temperature applied. + with torch.no_grad(): + cl_e, conf_e = model(Xe) + probs_e = F.softmax(cl_e, dim=1) + pred_e = cl_e.argmax(dim=1) + acc = (pred_e == ye).float().mean().item() + within1 = ((pred_e - ye).abs() <= 1).float().mean().item() + mae = (pred_e - ye).abs().float().mean().item() + per_class = {} + for k in range(COUNT_CLASSES): + mask = ye == k + n = mask.sum().item() + if n > 0: + per_class[k] = { + "support": int(n), + "accuracy": ((pred_e == ye) & mask).sum().item() / n, + } + conf_sigm = torch.sigmoid(conf_e.squeeze(-1) / T_val) + correct = (pred_e == ye).float() + c_rank = conf_sigm.argsort().argsort().float() + r_rank = correct.argsort().argsort().float() + c_centered = c_rank - c_rank.mean() + r_centered = r_rank - r_rank.mean() + denom = (c_centered.norm() * r_centered.norm()).item() + spearman = (c_centered * r_centered).sum().item() / denom if denom > 0 else 0.0 + + print(f"\n=== v0.0.2 final eval ===") + print(f" accuracy: {acc:.3f}") + print(f" within ±1: {within1:.3f}") + print(f" MAE: {mae:.3f}") + print(f" conf↔correct Spearman (post-temp): {spearman:.3f}") + for k, v in per_class.items(): + print(f" class {k}: {v['accuracy']:.3f} accuracy on {v['support']} samples") + + write_safetensors(model, Path(args.out_safetensors)) + # Also append the temperature scalar so the cog can apply it. + # We add it by appending to the safetensors file using the + # write_safetensors helper but with the temperature recorded + # as a separate file alongside (count_v1.temperature.txt) for + # consumption by the Rust cog inference path. + Path(args.out_safetensors + ".temperature").write_text(f"{T_val}\n") + print(f"wrote {args.out_safetensors} ({Path(args.out_safetensors).stat().st_size} bytes)") + print(f"wrote {args.out_safetensors}.temperature ({T_val})") + + # ONNX + dummy = torch.zeros(1, N_SUB, N_FRAMES, device=device) + try: + torch.onnx.export(model, dummy, args.out_onnx, opset_version=18, + input_names=["csi_window"], + output_names=["count_logits", "conf_logits"], + dynamic_axes={"csi_window": {0: "batch"}, + "count_logits": {0: "batch"}, + "conf_logits": {0: "batch"}}, + export_params=True, do_constant_folding=True) + print(f"wrote {args.out_onnx} ({Path(args.out_onnx).stat().st_size} bytes)") + except Exception as e: + print(f"WARN: ONNX export failed: {e}") + + results = { + "mode": "v0.0.2", + "backend": "pytorch-cuda" if device.type == "cuda" else "pytorch-cpu", + "epochs_trained": epoch + 1, + "train_time_s": train_time, + "best_eval_acc": best_eval_acc, + "final_eval_acc": acc, + "final_eval_within_pm1": within1, + "final_eval_mae": mae, + "temperature_scale": T_val, + "conf_correctness_spearman_post_temp": spearman, + "per_class_accuracy": per_class, + "hyperparameters": { + "optimizer": "AdamW", + "lr": args.lr, + "weight_decay": args.weight_decay, + "batch_size": args.batch_size, + "schedule": "cosine_warm_restarts", + "epochs_max": args.epochs, + "label_smoothing": args.label_smoothing, + "patience": args.patience, + "split": "random_80_20_seed_42", + "balanced_sampler": True, + "temperature_scaling": True, + }, + "epoch_losses": epoch_losses, + } + Path(args.out_results).write_text(json.dumps(results, indent=2)) + print(f"wrote {args.out_results}") + return + + # Original temporal-split mode (kept for v0.0.1 reproducibility). X_train, y_train, X_eval, y_eval = temporal_split(X, y, eval_frac=0.2) X_train, X_eval = standardise(X_train, X_eval) diff --git a/v2/crates/cog-person-count/cog/artifacts/count_train_results.json b/v2/crates/cog-person-count/cog/artifacts/count_train_results.json index 7536ebdb..9f28b56d 100644 --- a/v2/crates/cog-person-count/cog/artifacts/count_train_results.json +++ b/v2/crates/cog-person-count/cog/artifacts/count_train_results.json @@ -1,21 +1,22 @@ { - "backend": "candle-cuda", - "device": "cuda", - "epochs": 400, - "train_time_s": 5.562949973042123, - "best_eval_acc": 0.6511628031730652, - "final_eval_acc": 0.6511628031730652, + "mode": "v0.0.2", + "backend": "pytorch-cuda", + "epochs_trained": 29, + "train_time_s": 0.7185604920377955, + "best_eval_acc": 0.6232557892799377, + "final_eval_acc": 0.6232557892799377, "final_eval_within_pm1": 1.0, - "final_eval_mae": 0.3488371968269348, - "conf_correctness_spearman": 0.022562727909391678, + "final_eval_mae": 0.37674418091773987, + 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