Upload folder using huggingface_hub (part 2)

NOTICE.md

@@ -0,0 +1,17 @@
+# Built with DINOv3
+
+The DinoVision decoder weights were trained from features produced by Meta's
+DINOv3 ViT-S/16 checkpoint. The encoder checkpoint is not redistributed in
+this artifact. Obtain it from the canonical gated repository and comply with
+the DINOv3 License included as `DINOv3-LICENSE.md`.
+
+DinoVision source code is MIT-licensed. The learned decoder weights are
+treated conservatively as DINOv3-derived and distributed under the DINOv3
+agreement.
+
+`DINOv3-LICENSE.md` is the upstream DINOv3 repository's agreement (SHA-256
+`25d122eb8f5b880fd23c736fb6ea8018ee45c12237e00b8a86d14c653904999e`).
+Meta may amend the agreement; consult the
+[current official terms](https://ai.meta.com/resources/models-and-libraries/dinov3-license/)
+as well. The live terms require the prominent notice above in addition to a
+copy of the agreement and acknowledgment in research publications.

README.md

@@ -1,3 +1,161 @@
 ---
-license: mit
+license: other
+license_name: dinov3-license
+license_link: https://ai.meta.com/resources/models-and-libraries/dinov3-license/
+library_name: meganeura
+pipeline_tag: image-to-image
+base_model: facebook/dinov3-vits16-pretrain-lvd1689m
+tags:
+- dinov3
+- meganeura
+- vulkan
+- android
+- image-reconstruction
 ---
+
+# DinoVision decoder
+
+> **Built with DINOv3**
+
+This repository contains the RGB decoder weights and audited records for the
+DinoVision Meganeura case study. The decoder is trained on the host with
+Meganeura autodiff and Adam, then joined to a frozen three-layer DINOv3
+ViT-S/16 encoder for Vulkan inference on Android XR.
+
+The artifact is not a standalone Hugging Face image-to-image pipeline. Use it
+with [DinoVision](https://github.com/kvark/dinovision) and
+[Meganeura](https://github.com/kvark/meganeura).
+
+## Required base model
+
+The Meta encoder checkpoint is deliberately not duplicated here. Obtain the
+gated
+[`facebook/dinov3-vits16-pretrain-lvd1689m`](https://huggingface.co/facebook/dinov3-vits16-pretrain-lvd1689m)
+checkpoint after accepting its terms.
+
+| Item | Value |
+|---|---|
+| Encoder checkpoint SHA-256 | `4610ad75edef83e75afdebf162d148dc628045ea6cbb83d67d4708c709c4f91d` |
+| Encoder depth | first 3 of 12 layers |
+| Input | normalized RGB, 224 by 224 |
+| Encoder patch grid | 14 by 14, 384 channels |
+| Decoder parameters | 2,012,547 |
+| Decoder output | RGB, 224 by 224, sigmoid range |
+
+## Selected artifact
+
+Seed 0 is selected by a rule fixed before validation; it is not selected as
+the best of the three runs.
+
+<!-- CORRECTED_RESULTS_START -->
+
+On the complete 3,925-image Imagenette validation split, three independently
+initialized decoders obtain:
+
+| Seeds | Global PSNR (dB) | Median-image PSNR (dB) | Median RGB SSIM | Median MAE |
+|---:|---:|---:|---:|---:|
+| 3 | 21.86 +/- 0.11 | 22.44 +/- 0.11 | 0.6406 +/- 0.0078 | 0.0468 +/- 0.0007 |
+
+Values are the mean +/- sample standard deviation across seeds. Per-image
+medians are computed within each seed before aggregation. Seed-level results:
+
+| Seed | Raw decoder SHA-256 | SafeTensors SHA-256 | Global PSNR (dB) | Median RGB SSIM |
+|---:|---|---|---:|---:|
+| 0 (selected) | `d2b34b2133b27c253e353af574d15627f2f7cfd6c87f3130e7541f3122a7ec5c` | `f287b5d1e4e14bed15e4883c3ea5b9f01d28e3123f3fb3308ace714e4b292123` | 21.7688 | 0.6338 |
+| 1 | `1dbc2b99603604814e5d6f99f3a5ed765863c3e2db5012fd95d8bc87954879a6` | `1dcffb47b5c5ce5496286558600223f64a55512057e098c2bf0b3b9566c20700` | 21.9830 | 0.6491 |
+| 2 | `2085a6923760c0266c4f965db2014afd7cf4b7fcbde2c203d9e399c37fe2af67` | `82d5178115a6251e69f72061d0ec5907c4968e89ee9f8d3fe53b32a26e9f7bfc` | 21.8170 | 0.6388 |
+
+Seed 1 is the strongest validation replicate, so the preselected seed 0 was
+not chosen post hoc. The aggregate record is `quality/summary.json` (SHA-256
+`06d34ea8eff9d0bf50dbae467891347d7032bcd85b5080b45d381bca02ba4350`).
+No pre-audit decoder is published.
+
+<!-- CORRECTED_RESULTS_END -->
+
+`decoder.bin` is the runtime format: little-endian f32 parameters in
+Meganeura graph-declaration order. `decoder.safetensors` contains the same
+values as 26 named tensors and records the encoder depth, resolution, seed,
+base-model hash, and dataset-manifest hash. The SafeTensors conversion checks
+every tensor for exact round-trip equality.
+
+## Training and evaluation
+
+Each replicate uses 2,500 class-interleaved Imagenette training images (250
+from each of ten classes),
+12,000 batch-8 updates, mean absolute error, and Adam with a linearly decayed
+learning rate from 0.002 to 0.0001 over the first 95% of updates and a 0.0001
+floor thereafter. Seeds independently control parameter initialization and
+data order.
+
+Evaluation processes all 3,925 images in the upstream Imagenette validation
+split. Every file is verified against an immutable manifest. The artifact
+retains per-image MSE, MAE, PSNR, and RGB SSIM (11 by 11 Gaussian window,
+sigma 1.5), plus aggregate distributions. Training wall time is excluded as a
+performance result because the interactive host was not controlled.
+
+Captured Windows training/evaluation logs are normalized from UTF-16LE to
+UTF-8 for Hub display. `replicates/log-normalization.json` records both the
+original and staged byte counts and SHA-256 hashes; the decoded text is not
+otherwise changed.
+
+The previous DinoVision graph misapplied DINOv3 LayerScale and is invalid.
+The corrected three-layer Meganeura encoder was compared with an independent
+Torch 2.13.0+cpu / Transformers 5.14.1 execution of the canonical checkpoint:
+
+| Depth | Relative L2 | CLS cosine | Worst patch cosine |
+|---:|---:|---:|---:|
+| 3 layers | 0.001403 | 1.000000 | 0.999995 |
+| 12 layers | 0.002253 | 0.999997 | 0.999996 |
+
+A short reproducibility cell (20 updates over 16 images, seed 20260801) was
+executed twice from fresh output directories. Both runs produced the same raw
+decoder SHA-256,
+`2959b06784576bb1bc495b4e0a0d2f4aeebb216d56f7fc078843df4b7ec12686`.
+This is a deterministic-path smoke test, not an additional quality result.
+
+## File layout
+
+- `decoder.bin`, `decoder.safetensors`, `training.json`: selected seed 0.
+- `replicates/`: all seeded decoder weights and immutable training records.
+- `quality/`: per-image held-out records and generated aggregate summaries.
+- `manifests/`: public dataset and correctness manifests.
+- `correctness/`: independent-implementation and host/device numerical checks.
+- `benchmarks/`: raw and summarized corrected Quest measurements, when present.
+- `environment/`: source/revision, dependency, toolchain, and device metadata.
+- `reproducibility/`: the checked short deterministic replay records.
+
+Target/reconstruction PNGs from Imagenette are not redistributed. Private
+headset captures are also excluded. The fixed synthetic correctness frame is
+public and is included with its hash.
+
+## Intended use and limitations
+
+These weights support research reproduction of a systems case study. They are
+not intended for photographic restoration, surveillance, identity inference,
+medical use, or safety-critical perception. Reconstruction quality is
+evaluated on held-out photographs, not independent headset capture sessions.
+Worker latency is not capture-to-photon latency, and the artifact does not
+claim a PyTorch-on-Android speedup.
+
+## License and acknowledgment
+
+The DinoVision source code is MIT-licensed. These learned weights are treated
+conservatively as DINOv3-derived and distributed under the included
+`DINOv3-LICENSE.md`. Use of the required base model and these artifacts is
+subject to that agreement. Research using this artifact must acknowledge
+DINOv3; see the canonical model card for the official citation. The included
+agreement is preserved byte-for-byte from the upstream DINOv3 repository; the
+[live Meta terms](https://ai.meta.com/resources/models-and-libraries/dinov3-license/)
+should also be consulted because they may be amended.
+
+```bibtex
+@misc{simeoni2025dinov3,
+  title         = {{DINOv3}},
+  author        = {Sim{\'e}oni, Oriane and Vo, Huy V. and Seitzer, Maximilian and others},
+  year          = {2025},
+  eprint        = {2508.10104},
+  archivePrefix = {arXiv},
+  primaryClass  = {cs.CV},
+  url           = {https://arxiv.org/abs/2508.10104}
+}
+```

environment/training-source/source-snapshot/tools/summarize_xr.py

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+#!/usr/bin/env python3
+"""Summarize retained live-XR JSON windows without manual transcription."""
+
+from __future__ import annotations
+
+import argparse
+import json
+import math
+from collections import defaultdict
+from pathlib import Path
+from typing import Iterable
+
+
+def distribution(values: Iterable[float]) -> dict[str, float]:
+    ordered = sorted(float(value) for value in values)
+    if not ordered:
+        raise SystemExit("cannot summarize an empty distribution")
+
+    def quantile(q: float) -> float:
+        at = q * (len(ordered) - 1)
+        lower = int(at)
+        upper = min(lower + 1, len(ordered) - 1)
+        return ordered[lower] + (ordered[upper] - ordered[lower]) * (at - lower)
+
+    return {
+        "median": quantile(0.5),
+        "p25": quantile(0.25),
+        "p75": quantile(0.75),
+        "min": ordered[0],
+        "max": ordered[-1],
+    }
+
+
+def main() -> None:
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--records", action="append", required=True, type=Path)
+    parser.add_argument("--discard-windows", type=int, default=2)
+    parser.add_argument("--expected-chunks", default="1,2,4,8,12,16")
+    parser.add_argument("--expected-interval-ms", type=int, default=0)
+    parser.add_argument("--output-json", required=True, type=Path)
+    parser.add_argument("--output-markdown", required=True, type=Path)
+    args = parser.parse_args()
+    if args.discard_windows < 0:
+        raise SystemExit("--discard-windows cannot be negative")
+    expected_chunks = {
+        int(value.strip()) for value in args.expected_chunks.split(",") if value.strip()
+    }
+    if not expected_chunks or min(expected_chunks) < 1:
+        raise SystemExit("--expected-chunks must contain positive integers")
+
+    grouped: dict[tuple[int, int], list[dict[str, object]]] = defaultdict(list)
+    sources: list[dict[str, object]] = []
+    for path in args.records:
+        artifact = json.loads(path.read_text(encoding="utf-8-sig"))
+        records = artifact.get("records", [])
+        if not records:
+            raise SystemExit(f"{path} contains no records")
+        for record in records:
+            if record.get("kind") != "dinovision_app_window":
+                raise SystemExit(f"{path} contains an unexpected record kind")
+            if record.get("raw_camera") is not False:
+                raise SystemExit(f"{path} is not a corrected-model run")
+            eye_rates = record.get("per_eye_update_hz", [])
+            eye_counts = record.get("per_eye_update_counts", [])
+            latency_samples = record.get("worker_latency_samples_ms", [])
+            if len(eye_rates) != 2 or len(eye_counts) != 2 or len(latency_samples) != 2:
+                raise SystemExit(f"{path} is not a stereo run")
+            seconds = float(record["window_seconds"])
+            render_frames = int(record["render_frames"])
+            if not math.isfinite(seconds) or seconds <= 0 or render_frames < 0:
+                raise SystemExit(f"{path} has an invalid reporting window")
+            if not math.isclose(
+                float(record["render_hz"]), render_frames / seconds, abs_tol=1e-4
+            ):
+                raise SystemExit(f"{path} has inconsistent render rate/count")
+            for eye in range(2):
+                count = int(eye_counts[eye])
+                if count < 0 or len(latency_samples[eye]) != count:
+                    raise SystemExit(f"{path} eye {eye} latency/count mismatch")
+                if any(
+                    not math.isfinite(float(value)) or float(value) <= 0
+                    for value in latency_samples[eye]
+                ):
+                    raise SystemExit(f"{path} eye {eye} has invalid latency")
+                if not math.isclose(float(eye_rates[eye]), count / seconds, abs_tol=1e-4):
+                    raise SystemExit(f"{path} eye {eye} has inconsistent rate/count")
+            key = (int(record["submission_chunks"]), int(record["inference_interval_ms"]))
+            grouped[key].append(record)
+        sources.append({"path": str(path).replace("\\", "/"), "records": len(records)})
+
+    observed_chunks = {chunks for chunks, _ in grouped}
+    observed_intervals = {interval for _, interval in grouped}
+    if observed_chunks != expected_chunks:
+        raise SystemExit(
+            f"observed chunk cells {sorted(observed_chunks)}, expected {sorted(expected_chunks)}"
+        )
+    if observed_intervals != {args.expected_interval_ms}:
+        raise SystemExit(
+            f"observed intervals {sorted(observed_intervals)}, expected {args.expected_interval_ms}"
+        )
+
+    cells: list[dict[str, object]] = []
+    for (chunks, interval), records in sorted(grouped.items()):
+        retained = records[args.discard_windows :]
+        if len(retained) < 10:
+            raise SystemExit(
+                f"chunks={chunks} has only {len(retained)} retained windows after "
+                f"discarding {args.discard_windows}; require at least 10"
+            )
+        duration = sum(float(record["window_seconds"]) for record in retained)
+        render_frames = sum(int(record["render_frames"]) for record in retained)
+        eye_counts = [
+            sum(int(record["per_eye_update_counts"][eye]) for record in retained)
+            for eye in range(2)
+        ]
+        latency_by_eye = [
+            [
+                float(sample)
+                for record in retained
+                for sample in record["worker_latency_samples_ms"][eye]
+            ]
+            for eye in range(2)
+        ]
+        pooled_latency = latency_by_eye[0] + latency_by_eye[1]
+        if not pooled_latency:
+            raise SystemExit(f"chunks={chunks} has no worker latency samples")
+        eye_rates = [count / duration for count in eye_counts]
+        cells.append(
+            {
+                "submission_chunks": chunks,
+                "inference_interval_ms": interval,
+                "discarded_windows": args.discard_windows,
+                "retained_windows": len(retained),
+                "retained_seconds": duration,
+                "render_submission_hz": render_frames / duration,
+                "per_eye_update_hz": eye_rates,
+                "minimum_eye_update_hz": min(eye_rates),
+                "window_render_hz": distribution(
+                    float(record["render_hz"]) for record in retained
+                ),
+                "window_minimum_eye_hz": distribution(
+                    float(record["min_eye_update_hz"]) for record in retained
+                ),
+                "worker_latency_ms": distribution(pooled_latency),
+                "worker_latency_samples": len(pooled_latency),
+                "per_eye_worker_latency_ms": [
+                    distribution(latency_by_eye[eye]) for eye in range(2)
+                ],
+            }
+        )
+
+    artifact = {
+        "schema_version": 1,
+        "sources": sources,
+        "discarded_initial_windows_per_cell": args.discard_windows,
+        "cells": cells,
+    }
+    args.output_json.parent.mkdir(parents=True, exist_ok=True)
+    args.output_markdown.parent.mkdir(parents=True, exist_ok=True)
+    args.output_json.write_text(json.dumps(artifact, indent=2) + "\n", encoding="utf-8")
+
+    lines = [
+        "# Live XR chunk sweep",
+        "",
+        "Rates are totals divided by retained wall time. Latency is worker wall time, not capture-to-photon latency.",
+        "",
+        "| Chunks | Retained (s) | Render submissions (Hz) | Eye 0 updates (Hz) | Eye 1 updates (Hz) | Lower eye (Hz) | Worker latency median [IQR] (ms) |",
+        "|---:|---:|---:|---:|---:|---:|---:|",
+    ]
+    for cell in cells:
+        latency = cell["worker_latency_ms"]
+        lines.append(
+            f"| {cell['submission_chunks']} | {cell['retained_seconds']:.1f} "
+            f"| {cell['render_submission_hz']:.2f} "
+            f"| {cell['per_eye_update_hz'][0]:.2f} "
+            f"| {cell['per_eye_update_hz'][1]:.2f} "
+            f"| {cell['minimum_eye_update_hz']:.2f} "
+            f"| {latency['median']:.2f} [{latency['p25']:.2f}, {latency['p75']:.2f}] |"
+        )
+    args.output_markdown.write_text("\n".join(lines) + "\n", encoding="utf-8")
+    print(f"wrote {args.output_json} and {args.output_markdown}")
+
+
+if __name__ == "__main__":
+    main()

manifests/correctness-224.json

@@ -0,0 +1,16 @@
+{
+  "schema_version": 1,
+  "name": "dinovision-correctness-224",
+  "root": "..",
+  "provenance": [],
+  "images": [
+    {
+      "path": "input/frame.rgb",
+      "split": "test",
+      "source": "synthetic",
+      "group": "fixed-frame",
+      "sha256": "b89c2000b8877bce4649610e490579eef1ada5b29867f7a773d88450549ad1a8",
+      "bytes": 150528
+    }
+  ]
+}

manifests/dataset-summary.json

@@ -0,0 +1,66 @@
+{
+  "schema_version": 1,
+  "dataset_name": "imagenette2-320",
+  "manifest_sha256": "2071f89b2a7b077d7729641fc858e1225d057d11a797d16198c0d195d989bb89",
+  "provenance": [
+    {
+      "name": "imagenette2-320",
+      "url": "https://s3.amazonaws.com/fast-ai-imageclas/imagenette2-320.tgz",
+      "sha256": "569b4497c98db6dd29f335d1f109cf315fe127053cedf69010d047f0188e158c"
+    }
+  ],
+  "images": 13394,
+  "unique_content_hashes": 13394,
+  "groups": 2,
+  "split_counts": {
+    "train": 9469,
+    "validation": 3925
+  },
+  "source_counts_by_split": {
+    "train": {
+      "imagenette": 9469
+    },
+    "validation": {
+      "imagenette": 3925
+    }
+  },
+  "class_counts_by_split": {
+    "train": {
+      "n01440764": 963,
+      "n02102040": 955,
+      "n02979186": 993,
+      "n03000684": 858,
+      "n03028079": 941,
+      "n03394916": 956,
+      "n03417042": 961,
+      "n03425413": 931,
+      "n03445777": 951,
+      "n03888257": 960
+    },
+    "validation": {
+      "n01440764": 387,
+      "n02102040": 395,
+      "n02979186": 357,
+      "n03000684": 386,
+      "n03028079": 409,
+      "n03394916": 394,
+      "n03417042": 389,
+      "n03425413": 419,
+      "n03445777": 399,
+      "n03888257": 390
+    }
+  },
+  "selected_training_prefix": 2500,
+  "selected_training_prefix_class_counts": {
+    "n01440764": 250,
+    "n02102040": 250,
+    "n02979186": 250,
+    "n03000684": 250,
+    "n03028079": 250,
+    "n03394916": 250,
+    "n03417042": 250,
+    "n03425413": 250,
+    "n03445777": 250,
+    "n03888257": 250
+  }
+}

manifests/dataset-summary.md

@@ -0,0 +1,23 @@
+# Dataset summary
+
+Manifest SHA-256: `2071f89b2a7b077d7729641fc858e1225d057d11a797d16198c0d195d989bb89`.
+
+| Split | Images | Classes | Sources |
+|---|---:|---:|---|
+| train | 9469 | 10 | imagenette: 9469 |
+| validation | 3925 | 10 | imagenette: 3925 |
+
+The selected training prefix contains 2500 images:
+
+| Class ID | Images |
+|---|---:|
+| n01440764 | 250 |
+| n02102040 | 250 |
+| n02979186 | 250 |
+| n03000684 | 250 |
+| n03028079 | 250 |
+| n03394916 | 250 |
+| n03417042 | 250 |
+| n03425413 | 250 |
+| n03445777 | 250 |
+| n03888257 | 250 |

quality/summary.json

@@ -0,0 +1,110 @@
+{
+  "schema_version": 1,
+  "runs": [
+    {
+      "directory": "C:/tmp/dinovision-runs-corrected-v2/3l224-seed0",
+      "seed": 0,
+      "encoder_layers": 3,
+      "image_size": 224,
+      "training_images": 2500,
+      "evaluation_images": 3925,
+      "dataset": "imagenette2-320",
+      "split": "validation",
+      "manifest_sha256": "2071f89b2a7b077d7729641fc858e1225d057d11a797d16198c0d195d989bb89",
+      "model_sha256": "4610ad75edef83e75afdebf162d148dc628045ea6cbb83d67d4708c709c4f91d",
+      "decoder_sha256": "d2b34b2133b27c253e353af574d15627f2f7cfd6c87f3130e7541f3122a7ec5c",
+      "training_record_sha256": "bc5eed223d2b53886ec6de0966ed5c61cf61ddb7a771cb238246fa074fbd7306",
+      "quality_record_sha256": "bd5d58f4710a44583d9f6282e324815eef331426b8a6b7f83f2c1bfd1989fb53",
+      "training_seconds": 1011.3873943,
+      "training_timing_valid": false,
+      "final_training_l1": 0.034821644,
+      "global_psnr_db": 21.768803332050965,
+      "median_image_psnr_db": 22.36031737212043,
+      "median_image_ssim": 0.6338164975944792,
+      "median_image_mae": 0.04729293053016937
+    },
+    {
+      "directory": "C:/tmp/dinovision-runs-corrected-v2/3l224-seed1",
+      "seed": 1,
+      "encoder_layers": 3,
+      "image_size": 224,
+      "training_images": 2500,
+      "evaluation_images": 3925,
+      "dataset": "imagenette2-320",
+      "split": "validation",
+      "manifest_sha256": "2071f89b2a7b077d7729641fc858e1225d057d11a797d16198c0d195d989bb89",
+      "model_sha256": "4610ad75edef83e75afdebf162d148dc628045ea6cbb83d67d4708c709c4f91d",
+      "decoder_sha256": "1dbc2b99603604814e5d6f99f3a5ed765863c3e2db5012fd95d8bc87954879a6",
+      "training_record_sha256": "d6aafde4237e5582de8a42184780be82f04e421ea67393ed2e6fce77493dadd0",
+      "quality_record_sha256": "e1f1aeb1b533cfecfeb57d79d2920d7dac7737fffad408038935febe80049a3d",
+      "training_seconds": 1013.3051304,
+      "training_timing_valid": false,
+      "final_training_l1": 0.046543863,
+      "global_psnr_db": 21.98296105446235,
+      "median_image_psnr_db": 22.571391443946705,
+      "median_image_ssim": 0.6490745798371894,
+      "median_image_mae": 0.04597898720865388
+    },
+    {
+      "directory": "C:/tmp/dinovision-runs-corrected-v2/3l224-seed2",
+      "seed": 2,
+      "encoder_layers": 3,
+      "image_size": 224,
+      "training_images": 2500,
+      "evaluation_images": 3925,
+      "dataset": "imagenette2-320",
+      "split": "validation",
+      "manifest_sha256": "2071f89b2a7b077d7729641fc858e1225d057d11a797d16198c0d195d989bb89",
+      "model_sha256": "4610ad75edef83e75afdebf162d148dc628045ea6cbb83d67d4708c709c4f91d",
+      "decoder_sha256": "2085a6923760c0266c4f965db2014afd7cf4b7fcbde2c203d9e399c37fe2af67",
+      "training_record_sha256": "b38d16c0ee4d2b4e4d07c407af6e2dfc98308b91d14cd14dadac83cd9e02b02f",
+      "quality_record_sha256": "2155d1d230dca1a828b6588fa74c85506cf800bfbc954622ffdfe7720197937a",
+      "training_seconds": 3423.3525456,
+      "training_timing_valid": false,
+      "final_training_l1": 0.055102963,
+      "global_psnr_db": 21.8170350564842,
+      "median_image_psnr_db": 22.391093838868134,
+      "median_image_ssim": 0.6388018639728271,
+      "median_image_mae": 0.04699581067622176
+    }
+  ],
+  "aggregates": [
+    {
+      "encoder_layers": 3,
+      "image_size": 224,
+      "dataset": "imagenette2-320",
+      "split": "validation",
+      "manifest_sha256": "2071f89b2a7b077d7729641fc858e1225d057d11a797d16198c0d195d989bb89",
+      "model_sha256": "4610ad75edef83e75afdebf162d148dc628045ea6cbb83d67d4708c709c4f91d",
+      "seeds": [
+        0,
+        1,
+        2
+      ],
+      "runs": 3,
+      "training_images_per_run": 2500,
+      "evaluation_images_per_run": 3925,
+      "global_psnr_db": {
+        "mean": 21.85626648099917,
+        "sample_stddev": 0.1123397125651186
+      },
+      "median_image_psnr_db": {
+        "mean": 22.440934218311757,
+        "sample_stddev": 0.11402242549886434
+      },
+      "median_image_ssim": {
+        "mean": 0.6405643138014986,
+        "sample_stddev": 0.0077802275339648695
+      },
+      "median_image_mae": {
+        "mean": 0.04675590947168167,
+        "sample_stddev": 0.0006890400597887112
+      },
+      "valid_training_timing_runs": 0,
+      "training_seconds": {
+        "mean": null,
+        "sample_stddev": null
+      }
+    }
+  ]
+}

quality/summary.md

@@ -0,0 +1,13 @@
+# Decoder quality summary
+
+Generated from immutable training and per-image evaluation JSON.
+
+| Encoder | Size | Seeds | Validation images/run | Global PSNR (dB) | Median-image PSNR (dB) | Median RGB SSIM | Median MAE |
+|---:|---:|---:|---:|---:|---:|---:|---:|
+| 3L | 224 | 3 | 3925 | 21.86 ± 0.11 | 22.44 ± 0.11 | 0.6406 ± 0.0078 | 0.0468 ± 0.0007 |
+
+| Seed | Decoder SHA-256 | Training (s) | Final-batch train L1 | Global PSNR (dB) | Median RGB SSIM |
+|---:|---|---:|---:|---:|---:|
+| 0 | `d2b34b2133b27c253e353af574d15627f2f7cfd6c87f3130e7541f3122a7ec5c` | excluded | 0.03482 | 21.77 | 0.6338 |
+| 1 | `1dbc2b99603604814e5d6f99f3a5ed765863c3e2db5012fd95d8bc87954879a6` | excluded | 0.04654 | 21.98 | 0.6491 |
+| 2 | `2085a6923760c0266c4f965db2014afd7cf4b7fcbde2c203d9e399c37fe2af67` | excluded | 0.05510 | 21.82 | 0.6388 |

replicates/3l224-seed0/decoder.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d2b34b2133b27c253e353af574d15627f2f7cfd6c87f3130e7541f3122a7ec5c
+size 8050188

replicates/3l224-seed0/decoder.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f287b5d1e4e14bed15e4883c3ea5b9f01d28e3123f3fb3308ace714e4b292123
+size 8052700

replicates/3l224-seed0/evaluation.stderr.log

@@ -0,0 +1,20 @@
+cargo.exe :    Compiling dinovision v0.1.0 (C:\Code\dinovision)
+At C:\Code\dinovision\tools\run_decoder_matrix.ps1:40 char:9
++         & $cargo @Arguments 1> $Stdout 2> $Stderr
++         ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+    + CategoryInfo          : NotSpecified: (   Compiling di...ode\dinovision):String) [], RemoteException
+    + FullyQualifiedErrorId : NativeCommandError
+ 
+    Finished `release` profile [optimized] target(s) in 2.33s
+     Running `target\release\examples\evaluate_decoder.exe --manifest 
+C:\tmp\dinovision-data\manifests\imagenette2-320.json --model C:\tmp\dinovision-assets\model.safetensors --decoder 
+C:\tmp\dinovision-runs-corrected-v2\3l224-seed0\decoder.bin --split validation --layers 3 --size 224 --output 
+C:\tmp\dinovision-runs-corrected-v2\3l224-seed0\quality-imagenette-validation.json --samples 12`
+[2026-08-02T02:10:48Z WARN  meganeura::runtime] only f16 cooperative-matrix tiles available; using scalar matmul (f16 
+coop overflows f32 models with large activations). Set MEGANEURA_COOP_F16=1 to force f16 coop.
+[2026-08-02T02:10:48Z WARN  meganeura::runtime] cooperative matrix not available on NVIDIA GeForce RTX 3050 (NVIDIA) 
+(f32_tile=0, f16_tile=16); using naive matmul
+[2026-08-02T02:10:48Z WARN  meganeura::runtime] only f16 cooperative-matrix tiles available; using scalar matmul (f16 
+coop overflows f32 models with large activations). Set MEGANEURA_COOP_F16=1 to force f16 coop.
+[2026-08-02T02:10:48Z WARN  meganeura::runtime] cooperative matrix not available on NVIDIA GeForce RTX 3050 (NVIDIA) 
+(f32_tile=0, f16_tile=16); using naive matmul

replicates/3l224-seed0/evaluation.stdout.log

@@ -0,0 +1 @@
+wrote C:\tmp\dinovision-runs-corrected-v2\3l224-seed0\quality-imagenette-validation.json: 3925 images, global PSNR 21.77 dB, median SSIM 0.6338

replicates/3l224-seed0/run-notes.json

@@ -0,0 +1,5 @@
+{
+  "schema_version": 1,
+  "training_timing_valid": false,
+  "reason": "Interactive development host; clocks, background workload, and power state were not controlled."
+}

replicates/3l224-seed0/training.json

@@ -0,0 +1,29 @@
+{
+  "schema_version": 1,
+  "completed_unix_seconds": 1785636645,
+  "dataset": "C:/tmp/dinovision-data/manifests/imagenette2-320.json",
+  "dataset_manifest_sha256": "2071f89b2a7b077d7729641fc858e1225d057d11a797d16198c0d195d989bb89",
+  "requested_images": 2500,
+  "training_images": 2500,
+  "model": "C:/tmp/dinovision-assets/model.safetensors",
+  "model_sha256": "4610ad75edef83e75afdebf162d148dc628045ea6cbb83d67d4708c709c4f91d",
+  "initialization": "random",
+  "initialization_sha256": null,
+  "seed": 0,
+  "image_size": 224,
+  "encoder_layers": 3,
+  "batch_size": 8,
+  "steps": 12000,
+  "data_order": "seeded Fisher-Yates; reshuffled after every complete pass",
+  "objective": "mean absolute error (L1)",
+  "optimizer": "Adam(beta1=0.9,beta2=0.999,epsilon=1e-8), linear learning-rate decay",
+  "initial_learning_rate": 0.002,
+  "final_learning_rate": 0.000100000005,
+  "decoder_parameters": 2012547,
+  "encoding_seconds": 33.7236122,
+  "training_seconds": 1011.3873943,
+  "final_l1": 0.034821644,
+  "decoder": "C:/tmp/dinovision-runs-corrected-v2/3l224-seed0/decoder.bin",
+  "decoder_sha256": "d2b34b2133b27c253e353af574d15627f2f7cfd6c87f3130e7541f3122a7ec5c",
+  "diagnostic_samples": "C:/tmp/dinovision-runs-corrected-v2/3l224-seed0/decoder_samples.png"
+}

replicates/3l224-seed0/training.stderr.log

@@ -0,0 +1,1130 @@
+cargo.exe :     Finished `release` profile [optimized] target(s) in 0.38s
+At C:\Code\dinovision\tools\run_decoder_matrix.ps1:40 char:9
++         & $cargo @Arguments 1> $Stdout 2> $Stderr
++         ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+    + CategoryInfo          : NotSpecified: (    Finished `r...get(s) in 0.38s:String) [], RemoteException
+    + FullyQualifiedErrorId : NativeCommandError
+ 
+     Running `target\release\examples\train_decoder.exe C:\tmp\dinovision-data\manifests\imagenette2-320.json 
+C:\tmp\dinovision-assets\model.safetensors 12000 2500 3 224 0 C:\tmp\dinovision-runs-corrected-v2\3l224-seed0`
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::init] Enabling Vulkan Portability
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::init] Adapter: "NVIDIA GeForce RTX 3050"
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::init] Inline uniform blocks enabled (max size per binding: 256 bytes)
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::init] Ray tracing disabled by configuration
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::init] Cooperative matrix: f32 tile=0, f16 tile=16
+[2026-08-02T01:53:19Z INFO  dinovision] GPU: NVIDIA GeForce RTX 3050 (NVIDIA), driver 591.86
+[2026-08-02T01:53:19Z INFO  train_decoder] encoding 2500 images
+[2026-08-02T01:53:19Z INFO  meganeura::train] building Inference session
+[2026-08-02T01:53:19Z INFO  meganeura::train] forward graph:
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+    %162 = MatMul(%159, %160) : F32<[201, 384]>
+    %163 = BiasAdd(%162, %161) : F32<[201, 384]>
+    %164 = Parameter { name: "layer.2.layer_scale1.lambda1" }() : F32<[384]>
+    %165 = Transpose(%163) : F32<[384, 201]>
+    %166 = Identity(%165) : F32<[77184]>
+    %167 = MulPerChannel { channels: 384, spatial: 201 }(%166, %164) : F32<[77184]>
+    %168 = Identity(%167) : F32<[384, 201]>
+    %169 = Transpose(%168) : F32<[201, 384]>
+    %170 = Add(%129, %169) : F32<[201, 384]>
+    %171 = Parameter { name: "layer.2.norm2.weight" }() : F32<[384]>
+    %172 = Parameter { name: "layer.2.norm2.bias" }() : F32<[384]>
+    %173 = LayerNorm { eps: 1e-5 }(%170, %171, %172) : F32<[201, 384]>
+    %174 = Parameter { name: "layer.2.mlp.up_proj.weight" }() : F32<[384, 1536]>
+    %175 = Parameter { name: "layer.2.mlp.up_proj.bias" }() : F32<[1536]>
+    %176 = Parameter { name: "layer.2.mlp.down_proj.weight" }() : F32<[1536, 384]>
+    %177 = Parameter { name: "layer.2.mlp.down_proj.bias" }() : F32<[384]>
+    %178 = MatMul(%173, %174) : F32<[201, 1536]>
+    %179 = BiasAdd(%178, %175) : F32<[201, 1536]>
+    %180 = Gelu(%179) : F32<[201, 1536]>
+    %181 = MatMul(%180, %176) : F32<[201, 384]>
+    %182 = BiasAdd(%181, %177) : F32<[201, 384]>
+    %183 = Parameter { name: "layer.2.layer_scale2.lambda1" }() : F32<[384]>
+    %184 = Transpose(%182) : F32<[384, 201]>
+    %185 = Identity(%184) : F32<[77184]>
+    %186 = MulPerChannel { channels: 384, spatial: 201 }(%185, %183) : F32<[77184]>
+    %187 = Identity(%186) : F32<[384, 201]>
+    %188 = Transpose(%187) : F32<[201, 384]>
+    %189 = Add(%170, %188) : F32<[201, 384]>
+    %190 = Parameter { name: "norm.weight" }() : F32<[384]>
+    %191 = Parameter { name: "norm.bias" }() : F32<[384]>
+    %192 = LayerNorm { eps: 1e-5 }(%189, %190, %191) : F32<[201, 384]>
+    outputs: %192
+    
+[2026-08-02T01:53:19Z INFO  meganeura::train] optimized forward: 193 nodes
+[2026-08-02T01:53:19Z INFO  meganeura::train] execution plan: 177 buffers, 109 dispatches
+[2026-08-02T01:53:19Z INFO  meganeura::runtime] coop caps: f16_tile=16, f32_tile=0
+[2026-08-02T01:53:19Z WARN  meganeura::runtime] only f16 cooperative-matrix tiles available; using scalar matmul (f16 
+coop overflows f32 models with large activations). Set MEGANEURA_COOP_F16=1 to force f16 coop.
+[2026-08-02T01:53:19Z WARN  meganeura::runtime] cooperative matrix not available on NVIDIA GeForce RTX 3050 (NVIDIA) 
+(f32_tile=0, f16_tile=16); using naive matmul
+[2026-08-02T01:53:19Z INFO  meganeura::runtime] 109 dispatches → 79 barrier groups
+[2026-08-02T01:53:19Z INFO  meganeura::runtime] buffer aliasing: 177 logical buffers (64.8 MB) -> 76 allocations (30.5 
+MB, 4.6 MB device-local)
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d6f92430 of size 602112, name 'buf_0', 
+handle 0
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20385068730 of size 1179648, name 
+'buf_1', handle 1
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x203850688c0 of size 1536, name 'buf_2', 
+handle 2
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x2038509a7b0 of size 7680, name 'buf_3', 
+handle 3
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x2038509a940 of size 308736, name 'buf_4', 
+handle 4
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x2038442ad70 of size 308736, name 'buf_5', 
+handle 5
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x2038461e590 of size 1536, name 'buf_6', 
+handle 6
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x2038461e720 of size 1536, name 'buf_7', 
+handle 7
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x203843a0940 of size 589824, name 'buf_8', 
+handle 8
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x203843a0c60 of size 1536, name 'buf_9', 
+handle 9
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x203843a0f80 of size 589824, name 
+'buf_10', handle 10
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x203843a0ad0 of size 589824, name 
+'buf_11', handle 11
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x203843a0620 of size 1536, name 'buf_12', 
+handle 12
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x203843a1110 of size 589824, name 
+'buf_13', handle 13
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x203843a07b0 of size 1536, name 'buf_14', 
+handle 14
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x203843a0df0 of size 1536, name 'buf_15', 
+handle 15
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x203843a0490 of size 1536, name 'buf_16', 
+handle 16
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x203843a0300 of size 1536, name 'buf_17', 
+handle 17
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x203850666d0 of size 2359296, name 
+'buf_18', handle 18
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20385066220 of size 6144, name 'buf_19', 
+handle 19
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20385066540 of size 2359296, name 
+'buf_20', handle 20
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20385066860 of size 1536, name 'buf_21', 
+handle 21
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20385065d70 of size 1536, name 'buf_22', 
+handle 22
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20385066b80 of size 1536, name 'buf_23', 
+handle 23
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20385065be0 of size 1536, name 'buf_24', 
+handle 24
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20385065f00 of size 589824, name 
+'buf_25', handle 25
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20385065a50 of size 1536, name 'buf_26', 
+handle 26
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x203850658c0 of size 589824, name 
+'buf_27', handle 27
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x203850655a0 of size 589824, name 
+'buf_28', handle 28
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20385065730 of size 1536, name 'buf_29', 
+handle 29
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20385065410 of size 589824, name 
+'buf_30', handle 30
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20385065280 of size 1536, name 'buf_31', 
+handle 31
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x203850669f0 of size 1536, name 'buf_32', 
+handle 32
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20385066090 of size 1536, name 'buf_33', 
+handle 33
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x203850663b0 of size 1536, name 'buf_34', 
+handle 34
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20385066d10 of size 2359296, name 
+'buf_35', handle 35
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20385064f60 of size 6144, name 'buf_36', 
+handle 36
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x203850650f0 of size 2359296, name 
+'buf_37', handle 37
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384392c00 of size 1536, name 'buf_38', 
+handle 38
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384392750 of size 1536, name 'buf_39', 
+handle 39
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384391c60 of size 1536, name 'buf_40', 
+handle 40
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384392d90 of size 1536, name 'buf_41', 
+handle 41
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384392f20 of size 589824, name 
+'buf_42', handle 42
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x203843930b0 of size 1536, name 'buf_43', 
+handle 43
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384392430 of size 589824, name 
+'buf_44', handle 44
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384391f80 of size 589824, name 
+'buf_45', handle 45
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384391df0 of size 1536, name 'buf_46', 
+handle 46
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384393560 of size 589824, name 
+'buf_47', handle 47
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384392110 of size 1536, name 'buf_48', 
+handle 48
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384393240 of size 1536, name 'buf_49', 
+handle 49
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x203843922a0 of size 1536, name 'buf_50', 
+handle 50
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x203843933d0 of size 1536, name 'buf_51', 
+handle 51
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x203843936f0 of size 2359296, name 
+'buf_52', handle 52
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x203843925c0 of size 6144, name 'buf_53', 
+handle 53
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384393880 of size 2359296, name 
+'buf_54', handle 54
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x203843928e0 of size 1536, name 'buf_55', 
+handle 55
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384391ad0 of size 1536, name 'buf_56', 
+handle 56
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384392a70 of size 1536, name 'buf_57', 
+handle 57
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384394c10 of size 1536, name 'buf_58', 
+handle 58
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384395250 of size 308736, name 
+'buf_59', handle 59
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x203843948f0 of size 308736, name 
+'buf_60', handle 60
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x203843942b0 of size 308736, name 
+'buf_61', handle 61
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384394da0 of size 308736, name 
+'buf_62', handle 62
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384394a80 of size 308736, name 
+'buf_63', handle 63
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384393f90 of size 308736, name 
+'buf_64', handle 64
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384394120 of size 308736, name 
+'buf_65', handle 65
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384394440 of size 1234944, name 
+'buf_66', handle 66
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x203843950c0 of size 308736, name 
+'buf_67', handle 67
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x203843953e0 of size 1234944, name 
+'buf_68', handle 68
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x203843945d0 of size 308736, name 
+'buf_69', handle 69
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384394760 of size 308736, name 
+'buf_70', handle 70
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384395570 of size 308736, name 
+'buf_71', handle 71
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384395700 of size 308736, name 
+'buf_72', handle 72
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384395890 of size 308736, name 
+'buf_73', handle 73
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384393ae0 of size 154368, name 
+'buf_74', handle 74
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384393c70 of size 154368, name 
+'buf_75', handle 75
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::descriptor] Creating a descriptor pool for at most 16 sets
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d702c990 of size 1048576, name 
+'_scratch', handle 76
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::descriptor] Creating a descriptor pool for at most 16 sets
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d702c350 of size 1048576, name 
+'_scratch', handle 77
+[2026-08-02T01:53:19Z INFO  dinovision::bench] session build: 0.0 s (cache off)
+[2026-08-02T01:53:19Z INFO  meganeura::data::safetensors] loaded 211 tensors from 
+C:\tmp\dinovision-assets\model.safetensors
+[2026-08-02T01:53:19Z INFO  dinovision::weights] checkpoint layer prefix: "layer."
+[2026-08-02T01:53:19Z INFO  dinovision::weights] loaded DINOv3 weights: 3 layers, hidden 384
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::descriptor] Creating a descriptor pool for at most 16 sets
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::descriptor] Creating a descriptor pool for at most 256 sets
+[2026-08-02T01:53:19Z INFO  train_decoder]   0/2500 (0s)
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::descriptor] Creating a descriptor pool for at most 16 sets
+[2026-08-02T01:53:19Z INFO  blade_graphics::hal::descriptor] Creating a descriptor pool for at most 256 sets
+[2026-08-02T01:53:25Z INFO  train_decoder]   500/2500 (6s)
+[2026-08-02T01:53:32Z INFO  train_decoder]   1000/2500 (13s)
+[2026-08-02T01:53:39Z INFO  train_decoder]   1500/2500 (20s)
+[2026-08-02T01:53:46Z INFO  train_decoder]   2000/2500 (27s)
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d702c350, handle 77
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d702c990, handle 76
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d6f92430, handle 0
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20385068730, handle 1
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203850688c0, handle 2
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x2038509a7b0, handle 3
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x2038509a940, handle 4
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x2038442ad70, handle 5
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x2038461e590, handle 6
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x2038461e720, handle 7
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203843a0940, handle 8
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203843a0c60, handle 9
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203843a0f80, handle 10
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203843a0ad0, handle 11
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203843a0620, handle 12
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203843a1110, handle 13
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203843a07b0, handle 14
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203843a0df0, handle 15
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203843a0490, handle 16
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203843a0300, handle 17
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203850666d0, handle 18
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20385066220, handle 19
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20385066540, handle 20
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20385066860, handle 21
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20385065d70, handle 22
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20385066b80, handle 23
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20385065be0, handle 24
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20385065f00, handle 25
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20385065a50, handle 26
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203850658c0, handle 27
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203850655a0, handle 28
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20385065730, handle 29
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20385065410, handle 30
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20385065280, handle 31
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203850669f0, handle 32
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20385066090, handle 33
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203850663b0, handle 34
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20385066d10, handle 35
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20385064f60, handle 36
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203850650f0, handle 37
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384392c00, handle 38
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384392750, handle 39
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384391c60, handle 40
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384392d90, handle 41
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384392f20, handle 42
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203843930b0, handle 43
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384392430, handle 44
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384391f80, handle 45
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384391df0, handle 46
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384393560, handle 47
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384392110, handle 48
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384393240, handle 49
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203843922a0, handle 50
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203843933d0, handle 51
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203843936f0, handle 52
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203843925c0, handle 53
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384393880, handle 54
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203843928e0, handle 55
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384391ad0, handle 56
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384392a70, handle 57
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384394c10, handle 58
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384395250, handle 59
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203843948f0, handle 60
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203843942b0, handle 61
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384394da0, handle 62
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384394a80, handle 63
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384393f90, handle 64
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384394120, handle 65
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384394440, handle 66
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203843950c0, handle 67
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203843953e0, handle 68
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203843945d0, handle 69
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384394760, handle 70
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384395570, handle 71
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384395700, handle 72
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384395890, handle 73
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384393ae0, handle 74
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384393c70, handle 75
+[2026-08-02T01:53:53Z INFO  train_decoder] encoded 2500 images in 34s (1129 MB cached)
+[2026-08-02T01:53:53Z INFO  meganeura::train] building Training session
+[2026-08-02T01:53:53Z INFO  meganeura::train] forward graph:
+    %0 = Input { name: "feat" }() : F32<[602112]>
+    %1 = Parameter { name: "dec.0.weight" }() : F32<[256, 384, 3, 3]>
+    %2 = Conv2d { in_channels: 384, in_h: 14, in_w: 14, out_channels: 256, kernel_h: 3, kernel_w: 3, stride: 1, 
+padding_h: 1, padding_w: 1 }(%0, %1) : F32<[401408]>
+    %3 = Parameter { name: "dec.0.bias" }() : F32<[256]>
+    %4 = AddPerChannel { channels: 256, spatial: 196 }(%2, %3) : F32<[401408]>
+    %5 = Parameter { name: "dec.0.norm.weight" }() : F32<[256]>
+    %6 = Parameter { name: "dec.0.norm.bias" }() : F32<[256]>
+    %7 = GroupNorm { num_groups: 16, eps: 1e-5, channels: 256, spatial: 196 }(%4, %5, %6) : F32<[401408]>
+    %8 = Silu(%7) : F32<[401408]>
+    %9 = Parameter { name: "dec.0b.weight" }() : F32<[256, 256, 3, 3]>
+    %10 = Conv2d { in_channels: 256, in_h: 14, in_w: 14, out_channels: 256, kernel_h: 3, kernel_w: 3, stride: 1, 
+padding_h: 1, padding_w: 1 }(%8, %9) : F32<[401408]>
+    %11 = Parameter { name: "dec.0b.bias" }() : F32<[256]>
+    %12 = AddPerChannel { channels: 256, spatial: 196 }(%10, %11) : F32<[401408]>
+    %13 = Parameter { name: "dec.0b.norm.weight" }() : F32<[256]>
+    %14 = Parameter { name: "dec.0b.norm.bias" }() : F32<[256]>
+    %15 = GroupNorm { num_groups: 16, eps: 1e-5, channels: 256, spatial: 196 }(%12, %13, %14) : F32<[401408]>
+    %16 = Silu(%15) : F32<[401408]>
+    %17 = Upsample2x { channels: 256, in_h: 14, in_w: 14 }(%16) : F32<[1605632]>
+    %18 = Parameter { name: "dec.1.weight" }() : F32<[128, 256, 3, 3]>
+    %19 = Conv2d { in_channels: 256, in_h: 28, in_w: 28, out_channels: 128, kernel_h: 3, kernel_w: 3, stride: 1, 
+padding_h: 1, padding_w: 1 }(%17, %18) : F32<[802816]>
+    %20 = Parameter { name: "dec.1.bias" }() : F32<[128]>
+    %21 = AddPerChannel { channels: 128, spatial: 784 }(%19, %20) : F32<[802816]>
+    %22 = Parameter { name: "dec.1.norm.weight" }() : F32<[128]>
+    %23 = Parameter { name: "dec.1.norm.bias" }() : F32<[128]>
+    %24 = GroupNorm { num_groups: 8, eps: 1e-5, channels: 128, spatial: 784 }(%21, %22, %23) : F32<[802816]>
+    %25 = Silu(%24) : F32<[802816]>
+    %26 = Parameter { name: "dec.1b.weight" }() : F32<[128, 128, 3, 3]>
+    %27 = Conv2d { in_channels: 128, in_h: 28, in_w: 28, out_channels: 128, kernel_h: 3, kernel_w: 3, stride: 1, 
+padding_h: 1, padding_w: 1 }(%25, %26) : F32<[802816]>
+    %28 = Parameter { name: "dec.1b.bias" }() : F32<[128]>
+    %29 = AddPerChannel { channels: 128, spatial: 784 }(%27, %28) : F32<[802816]>
+    %30 = Parameter { name: "dec.1b.norm.weight" }() : F32<[128]>
+    %31 = Parameter { name: "dec.1b.norm.bias" }() : F32<[128]>
+    %32 = GroupNorm { num_groups: 8, eps: 1e-5, channels: 128, spatial: 784 }(%29, %30, %31) : F32<[802816]>
+    %33 = Silu(%32) : F32<[802816]>
+    %34 = Upsample2x { channels: 128, in_h: 28, in_w: 28 }(%33) : F32<[3211264]>
+    %35 = Parameter { name: "dec.2.weight" }() : F32<[64, 128, 3, 3]>
+    %36 = Conv2d { in_channels: 128, in_h: 56, in_w: 56, out_channels: 64, kernel_h: 3, kernel_w: 3, stride: 1, 
+padding_h: 1, padding_w: 1 }(%34, %35) : F32<[1605632]>
+    %37 = Parameter { name: "dec.2.bias" }() : F32<[64]>
+    %38 = AddPerChannel { channels: 64, spatial: 3136 }(%36, %37) : F32<[1605632]>
+    %39 = Parameter { name: "dec.2.norm.weight" }() : F32<[64]>
+    %40 = Parameter { name: "dec.2.norm.bias" }() : F32<[64]>
+    %41 = GroupNorm { num_groups: 4, eps: 1e-5, channels: 64, spatial: 3136 }(%38, %39, %40) : F32<[1605632]>
+    %42 = Silu(%41) : F32<[1605632]>
+    %43 = Upsample2x { channels: 64, in_h: 56, in_w: 56 }(%42) : F32<[6422528]>
+    %44 = Parameter { name: "dec.3.weight" }() : F32<[32, 64, 3, 3]>
+    %45 = Conv2d { in_channels: 64, in_h: 112, in_w: 112, out_channels: 32, kernel_h: 3, kernel_w: 3, stride: 1, 
+padding_h: 1, padding_w: 1 }(%43, %44) : F32<[3211264]>
+    %46 = Parameter { name: "dec.3.bias" }() : F32<[32]>
+    %47 = AddPerChannel { channels: 32, spatial: 12544 }(%45, %46) : F32<[3211264]>
+    %48 = Parameter { name: "dec.3.norm.weight" }() : F32<[32]>
+    %49 = Parameter { name: "dec.3.norm.bias" }() : F32<[32]>
+    %50 = GroupNorm { num_groups: 2, eps: 1e-5, channels: 32, spatial: 12544 }(%47, %48, %49) : F32<[3211264]>
+    %51 = Silu(%50) : F32<[3211264]>
+    %52 = Upsample2x { channels: 32, in_h: 112, in_w: 112 }(%51) : F32<[12845056]>
+    %53 = Parameter { name: "dec.out.weight" }() : F32<[3, 32, 3, 3]>
+    %54 = Conv2d { in_channels: 32, in_h: 224, in_w: 224, out_channels: 3, kernel_h: 3, kernel_w: 3, stride: 1, 
+padding_h: 1, padding_w: 1 }(%52, %53) : F32<[1204224]>
+    %55 = Parameter { name: "dec.out.bias" }() : F32<[3]>
+    %56 = AddPerChannel { channels: 3, spatial: 50176 }(%54, %55) : F32<[1204224]>
+    %57 = Sigmoid(%56) : F32<[1204224]>
+    %58 = Input { name: "target" }() : F32<[1204224]>
+    %59 = Neg(%58) : F32<[1204224]>
+    %60 = Add(%57, %59) : F32<[1204224]>
+    %61 = Abs(%60) : F32<[1204224]>
+    %62 = MeanAll(%61) : F32<[1]>
+    outputs: %62, %57
+    
+[2026-08-02T01:53:53Z INFO  meganeura::train] optimized forward: 63 nodes
+[2026-08-02T01:53:53Z INFO  meganeura::train] full graph (forward + backward): 167 nodes
+[2026-08-02T01:53:53Z INFO  meganeura::train] execution plan: 149 buffers, 108 dispatches
+[2026-08-02T01:53:53Z INFO  meganeura::runtime] coop caps: f16_tile=16, f32_tile=0
+[2026-08-02T01:53:53Z WARN  meganeura::runtime] only f16 cooperative-matrix tiles available; using scalar matmul (f16 
+coop overflows f32 models with large activations). Set MEGANEURA_COOP_F16=1 to force f16 coop.
+[2026-08-02T01:53:53Z WARN  meganeura::runtime] cooperative matrix not available on NVIDIA GeForce RTX 3050 (NVIDIA) 
+(f32_tile=0, f16_tile=16); using naive matmul
+[2026-08-02T01:53:53Z INFO  meganeura::runtime] 108 dispatches → 61 barrier groups
+[2026-08-02T01:53:53Z INFO  meganeura::runtime] buffer aliasing: 149 logical buffers (562.9 MB) -> 92 allocations 
+(315.6 MB, 229.6 MB device-local)
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384395570 of size 2408448, name 
+'buf_0', handle 75
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384394760 of size 3538944, name 
+'buf_1', handle 74
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384395700 of size 1024, name 'buf_2', 
+handle 73
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384394c10 of size 1024, name 'buf_3', 
+handle 72
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203843953e0 of size 1024, name 'buf_4', 
+handle 71
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203843945d0 of size 2359296, name 
+'buf_5', handle 70
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384394440 of size 1024, name 'buf_6', 
+handle 69
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384394da0 of size 1024, name 'buf_7', 
+handle 68
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384394f30 of size 1024, name 'buf_8', 
+handle 67
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384395890 of size 1179648, name 
+'buf_9', handle 66
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203843948f0 of size 512, name 'buf_10', 
+handle 65
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384394a80 of size 512, name 'buf_11', 
+handle 64
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384393e00 of size 512, name 'buf_12', 
+handle 63
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384393ae0 of size 589824, name 
+'buf_13', handle 62
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384393c70 of size 512, name 'buf_14', 
+handle 61
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384393f90 of size 512, name 'buf_15', 
+handle 60
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203843942b0 of size 512, name 'buf_16', 
+handle 59
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203843950c0 of size 294912, name 
+'buf_17', handle 58
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384394120 of size 256, name 'buf_18', 
+handle 57
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x20384395250 of size 256, name 'buf_19', 
+handle 56
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d702c1c0 of size 256, name 'buf_20', 
+handle 55
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d702c350 of size 73728, name 'buf_21', 
+handle 54
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d702af00 of size 128, name 'buf_22', 
+handle 53
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d702c670 of size 128, name 'buf_23', 
+handle 52
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d702b3b0 of size 128, name 'buf_24', 
+handle 51
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d702c4e0 of size 3456, name 'buf_25', 
+handle 50
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d702b860 of size 12, name 'buf_26', 
+handle 49
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d702c990 of size 4816896, name 
+'buf_27', handle 48
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d702b540 of size 4, name 'buf_28', 
+handle 47
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d702c800 of size 4816896, name 
+'buf_29', handle 46
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d702cb20 of size 4816896, name 
+'buf_30', handle 45
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d702b220 of size 4816896, name 
+'buf_31', handle 44
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d702ccb0 of size 4816896, name 
+'buf_32', handle 43
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d702b6d0 of size 4816896, name 
+'buf_33', handle 42
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d702bd10 of size 4816896, name 
+'buf_34', handle 41
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d702b9f0 of size 4816896, name 
+'buf_35', handle 40
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d702b090 of size 4816896, name 
+'buf_36', handle 39
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d702bb80 of size 4816896, name 
+'buf_37', handle 38
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d702bea0 of size 4816896, name 
+'buf_38', handle 37
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d702c030 of size 4816896, name 
+'buf_39', handle 36
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x20385081920 of size 4816896, name 
+'buf_40', handle 35
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x20385082410 of size 4816896, name 
+'buf_41', handle 34
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x20385082d70 of size 4, name 'buf_42', 
+handle 33
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203850828c0 of size 3456, name 'buf_43', 
+handle 32
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x20385081600 of size 12, name 'buf_44', 
+handle 31
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x20385082f00 of size 73728, name 'buf_45', 
+handle 30
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x20385081150 of size 128, name 'buf_46', 
+handle 29
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203850825a0 of size 128, name 'buf_47', 
+handle 28
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x20385082280 of size 128, name 'buf_48', 
+handle 27
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x20385082730 of size 294912, name 
+'buf_49', handle 26
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x20385081dd0 of size 256, name 'buf_50', 
+handle 25
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x20385081790 of size 256, name 'buf_51', 
+handle 24
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x20385082be0 of size 256, name 'buf_52', 
+handle 23
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x20385081ab0 of size 589824, name 
+'buf_53', handle 22
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203850812e0 of size 512, name 'buf_54', 
+handle 21
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x20385081470 of size 512, name 'buf_55', 
+handle 20
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x20385081c40 of size 1179648, name 
+'buf_56', handle 19
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x20385081f60 of size 512, name 'buf_57', 
+handle 18
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203850820f0 of size 512, name 'buf_58', 
+handle 17
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203852f8f20 of size 512, name 'buf_59', 
+handle 16
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203852f8d90 of size 512, name 'buf_60', 
+handle 15
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203852f8c00 of size 2359296, name 
+'buf_61', handle 14
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203852f8750 of size 1024, name 'buf_62', 
+handle 13
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203852f7490 of size 1024, name 'buf_63', 
+handle 12
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203852f77b0 of size 3538944, name 
+'buf_64', handle 11
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203852f7c60 of size 1024, name 'buf_65', 
+handle 10
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203852f85c0 of size 1024, name 'buf_66', 
+handle 9
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203852f7940 of size 1024, name 'buf_67', 
+handle 8
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203852f7df0 of size 1024, name 'buf_68', 
+handle 7
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203852f7f80 of size 4816896, name 
+'buf_69', handle 6
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203852f7170 of size 1605632, name 
+'buf_70', handle 5
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203852f7300 of size 1605632, name 
+'buf_71', handle 4
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203852f7620 of size 1605632, name 
+'buf_72', handle 3
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203852f8110 of size 1605632, name 
+'buf_73', handle 2
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203852f88e0 of size 1605632, name 
+'buf_74', handle 1
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203852f7ad0 of size 3211264, name 
+'buf_75', handle 0
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203852f82a0 of size 6422528, name 
+'buf_76', handle 76
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203852f8430 of size 3211264, name 
+'buf_77', handle 77
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203852f8a70 of size 3211264, name 
+'buf_78', handle 78
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d6f88910 of size 3211264, name 
+'buf_79', handle 79
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d6f88aa0 of size 3211264, name 
+'buf_80', handle 80
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d6f89590 of size 6422528, name 
+'buf_81', handle 81
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d6f89400 of size 12845056, name 
+'buf_82', handle 82
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d6f88c30 of size 6422528, name 
+'buf_83', handle 83
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d6f88dc0 of size 12845056, name 
+'buf_84', handle 84
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d6f89270 of size 25690112, name 
+'buf_85', handle 85
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d6f88f50 of size 12845056, name 
+'buf_86', handle 86
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d6f882d0 of size 51380224, name 
+'buf_87', handle 87
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d6f89720 of size 51380224, name 
+'buf_88', handle 88
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d6f890e0 of size 4816896, name 
+'buf_89', handle 89
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d6f89d60 of size 4816896, name 
+'buf_90', handle 90
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d6f898b0 of size 4816896, name 
+'buf_91', handle 91
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::descriptor] Creating a descriptor pool for at most 16 sets
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x2038507f480 of size 1048576, name 
+'_scratch', handle 92
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::descriptor] Creating a descriptor pool for at most 16 sets
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x2038507efd0 of size 1048576, name 
+'_scratch', handle 93
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x2038507f610 of size 3538944, name 
+'adam_m_0', handle 94
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x2038507db80 of size 3538944, name 
+'adam_v_0', handle 95
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x2038507f160 of size 1024, name 
+'adam_m_1', handle 96
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x2038507f2f0 of size 1024, name 
+'adam_v_1', handle 97
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x2038507dd10 of size 1024, name 
+'adam_m_2', handle 98
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d087b840 of size 1024, name 
+'adam_v_2', handle 99
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d087a710 of size 1024, name 
+'adam_m_3', handle 100
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d0879f40 of size 1024, name 
+'adam_v_3', handle 101
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d087a8a0 of size 2359296, name 
+'adam_m_4', handle 102
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d087a260 of size 2359296, name 
+'adam_v_4', handle 103
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d087a3f0 of size 1024, name 
+'adam_m_5', handle 104
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d087b390 of size 1024, name 
+'adam_v_5', handle 105
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d087b6b0 of size 1024, name 
+'adam_m_6', handle 106
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d0879a90 of size 1024, name 
+'adam_v_6', handle 107
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d087a0d0 of size 1024, name 
+'adam_m_7', handle 108
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d087aee0 of size 1024, name 
+'adam_v_7', handle 109
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d087b070 of size 1179648, name 
+'adam_m_8', handle 110
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d087a580 of size 1179648, name 
+'adam_v_8', handle 111
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d087aa30 of size 512, name 'adam_m_9', 
+handle 112
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d0879c20 of size 512, name 'adam_v_9', 
+handle 113
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d087b200 of size 512, name 
+'adam_m_10', handle 114
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d087b520 of size 512, name 
+'adam_v_10', handle 115
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d0879db0 of size 512, name 
+'adam_m_11', handle 116
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d087abc0 of size 512, name 
+'adam_v_11', handle 117
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d087ad50 of size 589824, name 
+'adam_m_12', handle 118
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d087d080 of size 589824, name 
+'adam_v_12', handle 119
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d087cbd0 of size 512, name 
+'adam_m_13', handle 120
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d087c8b0 of size 512, name 
+'adam_v_13', handle 121
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d087baa0 of size 512, name 
+'adam_m_14', handle 122
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d087d210 of size 512, name 
+'adam_v_14', handle 123
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d087bdc0 of size 512, name 
+'adam_m_15', handle 124
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d087d850 of size 512, name 
+'adam_v_15', handle 125
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d087bf50 of size 294912, name 
+'adam_m_16', handle 126
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d087d530 of size 294912, name 
+'adam_v_16', handle 127
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d087d3a0 of size 256, name 
+'adam_m_17', handle 128
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d087c0e0 of size 256, name 
+'adam_v_17', handle 129
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d087cd60 of size 256, name 
+'adam_m_18', handle 130
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d087c270 of size 256, name 
+'adam_v_18', handle 131
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d087cef0 of size 256, name 
+'adam_m_19', handle 132
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d087bc30 of size 256, name 
+'adam_v_19', handle 133
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d087d6c0 of size 73728, name 
+'adam_m_20', handle 134
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d087c400 of size 73728, name 
+'adam_v_20', handle 135
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d087c590 of size 128, name 
+'adam_m_21', handle 136
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d087c720 of size 128, name 
+'adam_v_21', handle 137
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203d087ca40 of size 128, name 
+'adam_m_22', handle 138
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x20385161230 of size 128, name 
+'adam_v_22', handle 139
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203851621d0 of size 128, name 
+'adam_m_23', handle 140
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x20385163c60 of size 128, name 
+'adam_v_23', handle 141
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203851629a0 of size 3456, name 
+'adam_m_24', handle 142
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x20385161eb0 of size 3456, name 
+'adam_v_24', handle 143
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x20385161d20 of size 12, name 'adam_m_25', 
+handle 144
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x203851624f0 of size 12, name 'adam_v_25', 
+handle 145
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::resource] Creating buffer 0x20385161550 of size 4, name 
+'grad_clip_acc', handle 146
+[2026-08-02T01:53:53Z INFO  train_decoder] training 2012547 decoder parameters for 12000 steps, batch 8, encoder depth 
+3, resolution 224, seed 0
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::descriptor] Creating a descriptor pool for at most 16 sets
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::descriptor] Creating a descriptor pool for at most 256 sets
+[2026-08-02T01:53:53Z INFO  train_decoder] step     0  L1 0.28128  (0s)
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::descriptor] Creating a descriptor pool for at most 16 sets
+[2026-08-02T01:53:53Z INFO  blade_graphics::hal::descriptor] Creating a descriptor pool for at most 256 sets
+[2026-08-02T01:54:02Z INFO  train_decoder] step   100  L1 0.13428  (9s)
+[2026-08-02T01:54:10Z INFO  train_decoder] step   200  L1 0.13372  (17s)
+[2026-08-02T01:54:19Z INFO  train_decoder] step   300  L1 0.12168  (25s)
+[2026-08-02T01:54:27Z INFO  train_decoder] step   400  L1 0.11539  (34s)
+[2026-08-02T01:54:35Z INFO  train_decoder] step   500  L1 0.10035  (42s)
+[2026-08-02T01:54:44Z INFO  train_decoder] step   600  L1 0.09954  (51s)
+[2026-08-02T01:54:52Z INFO  train_decoder] step   700  L1 0.08630  (59s)
+[2026-08-02T01:55:00Z INFO  train_decoder] step   800  L1 0.07730  (67s)
+[2026-08-02T01:55:09Z INFO  train_decoder] step   900  L1 0.07852  (76s)
+[2026-08-02T01:55:17Z INFO  train_decoder] step  1000  L1 0.07698  (84s)
+[2026-08-02T01:55:26Z INFO  train_decoder] step  1100  L1 0.08692  (93s)
+[2026-08-02T01:55:34Z INFO  train_decoder] step  1200  L1 0.06998  (101s)
+[2026-08-02T01:55:42Z INFO  train_decoder] step  1300  L1 0.07386  (109s)
+[2026-08-02T01:55:51Z INFO  train_decoder] step  1400  L1 0.07866  (118s)
+[2026-08-02T01:55:59Z INFO  train_decoder] step  1500  L1 0.07686  (126s)
+[2026-08-02T01:56:08Z INFO  train_decoder] step  1600  L1 0.07402  (135s)
+[2026-08-02T01:56:16Z INFO  train_decoder] step  1700  L1 0.06787  (143s)
+[2026-08-02T01:56:24Z INFO  train_decoder] step  1800  L1 0.08076  (151s)
+[2026-08-02T01:56:33Z INFO  train_decoder] step  1900  L1 0.07301  (160s)
+[2026-08-02T01:56:41Z INFO  train_decoder] step  2000  L1 0.06638  (168s)
+[2026-08-02T01:56:50Z INFO  train_decoder] step  2100  L1 0.06722  (177s)
+[2026-08-02T01:56:58Z INFO  train_decoder] step  2200  L1 0.06496  (185s)
+[2026-08-02T01:57:07Z INFO  train_decoder] step  2300  L1 0.06332  (193s)
+[2026-08-02T01:57:15Z INFO  train_decoder] step  2400  L1 0.06642  (202s)
+[2026-08-02T01:57:23Z INFO  train_decoder] step  2500  L1 0.06799  (210s)
+[2026-08-02T01:57:32Z INFO  train_decoder] step  2600  L1 0.05977  (219s)
+[2026-08-02T01:57:40Z INFO  train_decoder] step  2700  L1 0.07214  (227s)
+[2026-08-02T01:57:49Z INFO  train_decoder] step  2800  L1 0.06927  (235s)
+[2026-08-02T01:57:57Z INFO  train_decoder] step  2900  L1 0.07059  (244s)
+[2026-08-02T01:58:05Z INFO  train_decoder] step  3000  L1 0.07165  (252s)
+[2026-08-02T01:58:14Z INFO  train_decoder] step  3100  L1 0.05856  (261s)
+[2026-08-02T01:58:22Z INFO  train_decoder] step  3200  L1 0.06790  (269s)
+[2026-08-02T01:58:31Z INFO  train_decoder] step  3300  L1 0.05869  (277s)
+[2026-08-02T01:58:39Z INFO  train_decoder] step  3400  L1 0.06663  (286s)
+[2026-08-02T01:58:47Z INFO  train_decoder] step  3500  L1 0.06544  (294s)
+[2026-08-02T01:58:56Z INFO  train_decoder] step  3600  L1 0.07752  (303s)
+[2026-08-02T01:59:04Z INFO  train_decoder] step  3700  L1 0.04997  (311s)
+[2026-08-02T01:59:13Z INFO  train_decoder] step  3800  L1 0.06106  (319s)
+[2026-08-02T01:59:21Z INFO  train_decoder] step  3900  L1 0.05743  (328s)
+[2026-08-02T01:59:29Z INFO  train_decoder] step  4000  L1 0.06047  (336s)
+[2026-08-02T01:59:38Z INFO  train_decoder] step  4100  L1 0.06597  (345s)
+[2026-08-02T01:59:46Z INFO  train_decoder] step  4200  L1 0.06019  (353s)
+[2026-08-02T01:59:55Z INFO  train_decoder] step  4300  L1 0.05036  (362s)
+[2026-08-02T02:00:03Z INFO  train_decoder] step  4400  L1 0.06156  (370s)
+[2026-08-02T02:00:11Z INFO  train_decoder] step  4500  L1 0.05338  (378s)
+[2026-08-02T02:00:20Z INFO  train_decoder] step  4600  L1 0.05818  (387s)
+[2026-08-02T02:00:28Z INFO  train_decoder] step  4700  L1 0.07113  (395s)
+[2026-08-02T02:00:37Z INFO  train_decoder] step  4800  L1 0.05433  (404s)
+[2026-08-02T02:00:45Z INFO  train_decoder] step  4900  L1 0.05410  (412s)
+[2026-08-02T02:00:53Z INFO  train_decoder] step  5000  L1 0.05392  (420s)
+[2026-08-02T02:01:02Z INFO  train_decoder] step  5100  L1 0.06110  (429s)
+[2026-08-02T02:01:10Z INFO  train_decoder] step  5200  L1 0.05135  (437s)
+[2026-08-02T02:01:19Z INFO  train_decoder] step  5300  L1 0.05909  (446s)
+[2026-08-02T02:01:27Z INFO  train_decoder] step  5400  L1 0.05042  (454s)
+[2026-08-02T02:01:36Z INFO  train_decoder] step  5500  L1 0.05330  (463s)
+[2026-08-02T02:01:44Z INFO  train_decoder] step  5600  L1 0.05268  (471s)
+[2026-08-02T02:01:53Z INFO  train_decoder] step  5700  L1 0.06473  (480s)
+[2026-08-02T02:02:01Z INFO  train_decoder] step  5800  L1 0.05215  (488s)
+[2026-08-02T02:02:09Z INFO  train_decoder] step  5900  L1 0.05599  (496s)
+[2026-08-02T02:02:18Z INFO  train_decoder] step  6000  L1 0.04372  (505s)
+[2026-08-02T02:02:26Z INFO  train_decoder] step  6100  L1 0.05883  (513s)
+[2026-08-02T02:02:35Z INFO  train_decoder] step  6200  L1 0.06502  (522s)
+[2026-08-02T02:02:43Z INFO  train_decoder] step  6300  L1 0.05718  (530s)
+[2026-08-02T02:02:52Z INFO  train_decoder] step  6400  L1 0.05267  (539s)
+[2026-08-02T02:03:00Z INFO  train_decoder] step  6500  L1 0.05536  (547s)
+[2026-08-02T02:03:09Z INFO  train_decoder] step  6600  L1 0.06370  (555s)
+[2026-08-02T02:03:17Z INFO  train_decoder] step  6700  L1 0.05276  (564s)
+[2026-08-02T02:03:25Z INFO  train_decoder] step  6800  L1 0.04567  (572s)
+[2026-08-02T02:03:34Z INFO  train_decoder] step  6900  L1 0.05429  (581s)
+[2026-08-02T02:03:42Z INFO  train_decoder] step  7000  L1 0.05119  (589s)
+[2026-08-02T02:03:51Z INFO  train_decoder] step  7100  L1 0.04968  (598s)
+[2026-08-02T02:03:59Z INFO  train_decoder] step  7200  L1 0.04690  (606s)
+[2026-08-02T02:04:08Z INFO  train_decoder] step  7300  L1 0.06149  (615s)
+[2026-08-02T02:04:16Z INFO  train_decoder] step  7400  L1 0.05398  (623s)
+[2026-08-02T02:04:25Z INFO  train_decoder] step  7500  L1 0.06276  (631s)
+[2026-08-02T02:04:33Z INFO  train_decoder] step  7600  L1 0.05200  (640s)
+[2026-08-02T02:04:41Z INFO  train_decoder] step  7700  L1 0.05489  (648s)
+[2026-08-02T02:04:50Z INFO  train_decoder] step  7800  L1 0.03729  (657s)
+[2026-08-02T02:04:58Z INFO  train_decoder] step  7900  L1 0.05939  (665s)
+[2026-08-02T02:05:07Z INFO  train_decoder] step  8000  L1 0.06889  (674s)
+[2026-08-02T02:05:15Z INFO  train_decoder] step  8100  L1 0.04934  (682s)
+[2026-08-02T02:05:24Z INFO  train_decoder] step  8200  L1 0.05769  (691s)
+[2026-08-02T02:05:32Z INFO  train_decoder] step  8300  L1 0.03865  (699s)
+[2026-08-02T02:05:40Z INFO  train_decoder] step  8400  L1 0.05697  (707s)
+[2026-08-02T02:05:49Z INFO  train_decoder] step  8500  L1 0.06137  (716s)
+[2026-08-02T02:05:57Z INFO  train_decoder] step  8600  L1 0.04567  (724s)
+[2026-08-02T02:06:06Z INFO  train_decoder] step  8700  L1 0.04630  (733s)
+[2026-08-02T02:06:14Z INFO  train_decoder] step  8800  L1 0.05322  (741s)
+[2026-08-02T02:06:23Z INFO  train_decoder] step  8900  L1 0.06009  (750s)
+[2026-08-02T02:06:31Z INFO  train_decoder] step  9000  L1 0.04691  (758s)
+[2026-08-02T02:06:40Z INFO  train_decoder] step  9100  L1 0.04592  (767s)
+[2026-08-02T02:06:48Z INFO  train_decoder] step  9200  L1 0.05219  (775s)
+[2026-08-02T02:06:56Z INFO  train_decoder] step  9300  L1 0.05462  (783s)
+[2026-08-02T02:07:05Z INFO  train_decoder] step  9400  L1 0.03861  (792s)
+[2026-08-02T02:07:13Z INFO  train_decoder] step  9500  L1 0.05513  (800s)
+[2026-08-02T02:07:22Z INFO  train_decoder] step  9600  L1 0.05384  (809s)
+[2026-08-02T02:07:30Z INFO  train_decoder] step  9700  L1 0.04502  (817s)
+[2026-08-02T02:07:39Z INFO  train_decoder] step  9800  L1 0.04516  (826s)
+[2026-08-02T02:07:47Z INFO  train_decoder] step  9900  L1 0.05041  (834s)
+[2026-08-02T02:07:56Z INFO  train_decoder] step 10000  L1 0.05405  (843s)
+[2026-08-02T02:08:04Z INFO  train_decoder] step 10100  L1 0.05432  (851s)
+[2026-08-02T02:08:13Z INFO  train_decoder] step 10200  L1 0.05375  (860s)
+[2026-08-02T02:08:21Z INFO  train_decoder] step 10300  L1 0.04798  (868s)
+[2026-08-02T02:08:29Z INFO  train_decoder] step 10400  L1 0.04104  (876s)
+[2026-08-02T02:08:38Z INFO  train_decoder] step 10500  L1 0.05963  (885s)
+[2026-08-02T02:08:46Z INFO  train_decoder] step 10600  L1 0.04261  (893s)
+[2026-08-02T02:08:55Z INFO  train_decoder] step 10700  L1 0.04512  (902s)
+[2026-08-02T02:09:03Z INFO  train_decoder] step 10800  L1 0.04509  (910s)
+[2026-08-02T02:09:12Z INFO  train_decoder] step 10900  L1 0.04629  (919s)
+[2026-08-02T02:09:20Z INFO  train_decoder] step 11000  L1 0.05551  (927s)
+[2026-08-02T02:09:29Z INFO  train_decoder] step 11100  L1 0.05083  (935s)
+[2026-08-02T02:09:37Z INFO  train_decoder] step 11200  L1 0.05758  (944s)
+[2026-08-02T02:09:45Z INFO  train_decoder] step 11300  L1 0.04506  (952s)
+[2026-08-02T02:09:54Z INFO  train_decoder] step 11400  L1 0.03320  (961s)
+[2026-08-02T02:10:02Z INFO  train_decoder] step 11500  L1 0.04489  (969s)
+[2026-08-02T02:10:11Z INFO  train_decoder] step 11600  L1 0.05141  (978s)
+[2026-08-02T02:10:19Z INFO  train_decoder] step 11700  L1 0.04638  (986s)
+[2026-08-02T02:10:28Z INFO  train_decoder] step 11800  L1 0.04586  (995s)
+[2026-08-02T02:10:36Z INFO  train_decoder] step 11900  L1 0.05942  (1003s)
+[2026-08-02T02:10:44Z INFO  train_decoder] step 11999  L1 0.03482  (1011s)
+[2026-08-02T02:10:45Z INFO  train_decoder] wrote C:\tmp\dinovision-runs-corrected-v2\3l224-seed0\decoder.bin
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x2038507f480, handle 92
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x2038507efd0, handle 93
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384395570, handle 75
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384394760, handle 74
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384395700, handle 73
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384394c10, handle 72
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203843953e0, handle 71
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203843945d0, handle 70
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384394440, handle 69
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384394da0, handle 68
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384394f30, handle 67
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384395890, handle 66
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203843948f0, handle 65
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384394a80, handle 64
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384393e00, handle 63
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384393ae0, handle 62
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384393c70, handle 61
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384393f90, handle 60
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203843942b0, handle 59
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203843950c0, handle 58
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384394120, handle 57
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20384395250, handle 56
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d702c1c0, handle 55
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d702c350, handle 54
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d702af00, handle 53
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d702c670, handle 52
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d702b3b0, handle 51
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d702c4e0, handle 50
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d702b860, handle 49
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d702c990, handle 48
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d702b540, handle 47
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d702c800, handle 46
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d702cb20, handle 45
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d702b220, handle 44
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d702ccb0, handle 43
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d702b6d0, handle 42
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d702bd10, handle 41
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d702b9f0, handle 40
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d702b090, handle 39
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d702bb80, handle 38
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d702bea0, handle 37
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d702c030, handle 36
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20385081920, handle 35
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20385082410, handle 34
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20385082d70, handle 33
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203850828c0, handle 32
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20385081600, handle 31
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20385082f00, handle 30
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20385081150, handle 29
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203850825a0, handle 28
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20385082280, handle 27
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20385082730, handle 26
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20385081dd0, handle 25
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20385081790, handle 24
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20385082be0, handle 23
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20385081ab0, handle 22
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203850812e0, handle 21
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20385081470, handle 20
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20385081c40, handle 19
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20385081f60, handle 18
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203850820f0, handle 17
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203852f8f20, handle 16
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203852f8d90, handle 15
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203852f8c00, handle 14
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203852f8750, handle 13
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203852f7490, handle 12
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203852f77b0, handle 11
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203852f7c60, handle 10
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203852f85c0, handle 9
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203852f7940, handle 8
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203852f7df0, handle 7
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203852f7f80, handle 6
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203852f7170, handle 5
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203852f7300, handle 4
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203852f7620, handle 3
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203852f8110, handle 2
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203852f88e0, handle 1
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203852f7ad0, handle 0
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203852f82a0, handle 76
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203852f8430, handle 77
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203852f8a70, handle 78
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d6f88910, handle 79
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d6f88aa0, handle 80
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d6f89590, handle 81
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d6f89400, handle 82
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d6f88c30, handle 83
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d6f88dc0, handle 84
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d6f89270, handle 85
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d6f88f50, handle 86
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d6f882d0, handle 87
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d6f89720, handle 88
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d6f890e0, handle 89
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d6f89d60, handle 90
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d6f898b0, handle 91
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x2038507f610, handle 94
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x2038507db80, handle 95
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x2038507f160, handle 96
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x2038507f2f0, handle 97
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x2038507dd10, handle 98
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d087b840, handle 99
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d087a710, handle 100
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d0879f40, handle 101
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d087a8a0, handle 102
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d087a260, handle 103
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d087a3f0, handle 104
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d087b390, handle 105
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d087b6b0, handle 106
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d0879a90, handle 107
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d087a0d0, handle 108
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d087aee0, handle 109
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d087b070, handle 110
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d087a580, handle 111
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d087aa30, handle 112
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d0879c20, handle 113
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d087b200, handle 114
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d087b520, handle 115
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d0879db0, handle 116
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d087abc0, handle 117
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d087ad50, handle 118
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d087d080, handle 119
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d087cbd0, handle 120
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d087c8b0, handle 121
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d087baa0, handle 122
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d087d210, handle 123
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d087bdc0, handle 124
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d087d850, handle 125
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d087bf50, handle 126
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d087d530, handle 127
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d087d3a0, handle 128
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d087c0e0, handle 129
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d087cd60, handle 130
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d087c270, handle 131
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d087cef0, handle 132
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d087bc30, handle 133
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d087d6c0, handle 134
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d087c400, handle 135
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d087c590, handle 136
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d087c720, handle 137
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203d087ca40, handle 138
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20385161230, handle 139
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203851621d0, handle 140
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20385163c60, handle 141
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203851629a0, handle 142
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20385161eb0, handle 143
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20385161d20, handle 144
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x203851624f0, handle 145
+[2026-08-02T02:10:45Z INFO  blade_graphics::hal::resource] Destroying buffer 0x20385161550, handle 146

replicates/3l224-seed0/training.stdout.log

@@ -0,0 +1,2 @@
+wrote C:\tmp\dinovision-runs-corrected-v2\3l224-seed0\decoder_samples.png and C:\tmp\dinovision-runs-corrected-v2\3l224-seed0\training.json
+in-sample diagnostic mean PSNR 22.00 dB

replicates/3l224-seed1/decoder.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1dbc2b99603604814e5d6f99f3a5ed765863c3e2db5012fd95d8bc87954879a6
+size 8050188

replicates/3l224-seed1/decoder.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1dcffb47b5c5ce5496286558600223f64a55512057e098c2bf0b3b9566c20700
+size 8052700

replicates/3l224-seed1/evaluation.stderr.log

@@ -0,0 +1,19 @@
+cargo.exe :     Finished `release` profile [optimized] target(s) in 0.37s
+At C:\Code\dinovision\tools\run_decoder_matrix.ps1:40 char:9
++         & $cargo @Arguments 1> $Stdout 2> $Stderr
++         ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+    + CategoryInfo          : NotSpecified: (    Finished `r...get(s) in 0.37s:String) [], RemoteException
+    + FullyQualifiedErrorId : NativeCommandError
+ 
+     Running `target\release\examples\evaluate_decoder.exe --manifest 
+C:\tmp\dinovision-data\manifests\imagenette2-320.json --model C:\tmp\dinovision-assets\model.safetensors --decoder 
+C:\tmp\dinovision-runs-corrected-v2\3l224-seed1\decoder.bin --split validation --layers 3 --size 224 --output 
+C:\tmp\dinovision-runs-corrected-v2\3l224-seed1\quality-imagenette-validation.json --samples 12`
+[2026-08-02T02:33:29Z WARN  meganeura::runtime] only f16 cooperative-matrix tiles available; using scalar matmul (f16 
+coop overflows f32 models with large activations). Set MEGANEURA_COOP_F16=1 to force f16 coop.
+[2026-08-02T02:33:29Z WARN  meganeura::runtime] cooperative matrix not available on NVIDIA GeForce RTX 3050 (NVIDIA) 
+(f32_tile=0, f16_tile=16); using naive matmul
+[2026-08-02T02:33:29Z WARN  meganeura::runtime] only f16 cooperative-matrix tiles available; using scalar matmul (f16 
+coop overflows f32 models with large activations). Set MEGANEURA_COOP_F16=1 to force f16 coop.
+[2026-08-02T02:33:29Z WARN  meganeura::runtime] cooperative matrix not available on NVIDIA GeForce RTX 3050 (NVIDIA) 
+(f32_tile=0, f16_tile=16); using naive matmul

replicates/3l224-seed1/evaluation.stdout.log

@@ -0,0 +1 @@
+wrote C:\tmp\dinovision-runs-corrected-v2\3l224-seed1\quality-imagenette-validation.json: 3925 images, global PSNR 21.98 dB, median SSIM 0.6491

replicates/3l224-seed1/run-notes.json

@@ -0,0 +1,5 @@
+{
+  "schema_version": 1,
+  "training_timing_valid": false,
+  "reason": "Interactive development host; clocks, background workload, and power state were not controlled."
+}

replicates/3l224-seed1/training.json

@@ -0,0 +1,29 @@
+{
+  "schema_version": 1,
+  "completed_unix_seconds": 1785638008,
+  "dataset": "C:/tmp/dinovision-data/manifests/imagenette2-320.json",
+  "dataset_manifest_sha256": "2071f89b2a7b077d7729641fc858e1225d057d11a797d16198c0d195d989bb89",
+  "requested_images": 2500,
+  "training_images": 2500,
+  "model": "C:/tmp/dinovision-assets/model.safetensors",
+  "model_sha256": "4610ad75edef83e75afdebf162d148dc628045ea6cbb83d67d4708c709c4f91d",
+  "initialization": "random",
+  "initialization_sha256": null,
+  "seed": 1,
+  "image_size": 224,
+  "encoder_layers": 3,
+  "batch_size": 8,
+  "steps": 12000,
+  "data_order": "seeded Fisher-Yates; reshuffled after every complete pass",
+  "objective": "mean absolute error (L1)",
+  "optimizer": "Adam(beta1=0.9,beta2=0.999,epsilon=1e-8), linear learning-rate decay",
+  "initial_learning_rate": 0.002,
+  "final_learning_rate": 0.000100000005,
+  "decoder_parameters": 2012547,
+  "encoding_seconds": 68.4597654,
+  "training_seconds": 1013.3051304,
+  "final_l1": 0.046543863,
+  "decoder": "C:/tmp/dinovision-runs-corrected-v2/3l224-seed1/decoder.bin",
+  "decoder_sha256": "1dbc2b99603604814e5d6f99f3a5ed765863c3e2db5012fd95d8bc87954879a6",
+  "diagnostic_samples": "C:/tmp/dinovision-runs-corrected-v2/3l224-seed1/decoder_samples.png"
+}

replicates/3l224-seed1/training.stderr.log

@@ -0,0 +1,1130 @@
+cargo.exe :     Finished `release` profile [optimized] target(s) in 0.38s
+At C:\Code\dinovision\tools\run_decoder_matrix.ps1:40 char:9
++         & $cargo @Arguments 1> $Stdout 2> $Stderr
++         ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+    + CategoryInfo          : NotSpecified: (    Finished `r...get(s) in 0.38s:String) [], RemoteException
+    + FullyQualifiedErrorId : NativeCommandError
+ 
+     Running `target\release\examples\train_decoder.exe C:\tmp\dinovision-data\manifests\imagenette2-320.json 
+C:\tmp\dinovision-assets\model.safetensors 12000 2500 3 224 1 C:\tmp\dinovision-runs-corrected-v2\3l224-seed1`
+[2026-08-02T02:15:25Z INFO  blade_graphics::hal::init] Enabling Vulkan Portability
+[2026-08-02T02:15:25Z INFO  blade_graphics::hal::init] Adapter: "NVIDIA GeForce RTX 3050"
+[2026-08-02T02:15:25Z INFO  blade_graphics::hal::init] Inline uniform blocks enabled (max size per binding: 256 bytes)
+[2026-08-02T02:15:25Z INFO  blade_graphics::hal::init] Ray tracing disabled by configuration
+[2026-08-02T02:15:25Z INFO  blade_graphics::hal::init] Cooperative matrix: f32 tile=0, f16 tile=16
+[2026-08-02T02:15:25Z INFO  dinovision] GPU: NVIDIA GeForce RTX 3050 (NVIDIA), driver 591.86
+[2026-08-02T02:15:26Z INFO  train_decoder] encoding 2500 images
+[2026-08-02T02:15:26Z INFO  meganeura::train] building Inference session
+[2026-08-02T02:15:26Z INFO  meganeura::train] forward graph:
+    %0 = Input { name: "patches" }() : F32<[196, 768]>
+    %1 = Parameter { name: "embeddings.patch_embeddings.weight" }() : F32<[768, 384]>
+    %2 = Parameter { name: "embeddings.patch_embeddings.bias" }() : F32<[384]>
+    %3 = MatMul(%0, %1) : F32<[196, 384]>
+    %4 = BiasAdd(%3, %2) : F32<[196, 384]>
+    %5 = Parameter { name: "prefix_tokens" }() : F32<[5, 384]>
+    %6 = Concat { channels_a: 1920, channels_b: 75264, spatial: 1 }(%5, %4) : F32<[77184]>
+    %7 = Identity(%6) : F32<[201, 384]>
+    %8 = Constant { 77184 values }() : F32<[201, 384]>
+    %9 = Constant { 77184 values }() : F32<[201, 384]>
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+    %11 = Parameter { name: "layer.0.norm1.bias" }() : F32<[384]>
+    %12 = LayerNorm { eps: 1e-5 }(%7, %10, %11) : F32<[201, 384]>
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+    %15 = Parameter { name: "layer.0.attention.k_proj.weight" }() : F32<[384, 384]>
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+    %42 = MatMul(%39, %40) : F32<[201, 384]>
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+    %45 = Transpose(%43) : F32<[384, 201]>
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+    %53 = LayerNorm { eps: 1e-5 }(%50, %51, %52) : F32<[201, 384]>
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+    %55 = Parameter { name: "layer.0.mlp.up_proj.bias" }() : F32<[1536]>
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+    %100 = Parameter { name: "layer.1.attention.o_proj.weight" }() : F32<[384, 384]>
+    %101 = Parameter { name: "layer.1.attention.o_proj.bias" }() : F32<[384]>
+    %102 = MatMul(%99, %100) : F32<[201, 384]>
+    %103 = BiasAdd(%102, %101) : F32<[201, 384]>
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+    %106 = Identity(%105) : F32<[77184]>
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+    %166 = Identity(%165) : F32<[77184]>
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+    %172 = Parameter { name: "layer.2.norm2.bias" }() : F32<[384]>
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+    %175 = Parameter { name: "layer.2.mlp.up_proj.bias" }() : F32<[1536]>
+    %176 = Parameter { name: "layer.2.mlp.down_proj.weight" }() : F32<[1536, 384]>
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+    %182 = BiasAdd(%181, %177) : F32<[201, 384]>
+    %183 = Parameter { name: "layer.2.layer_scale2.lambda1" }() : F32<[384]>
+    %184 = Transpose(%182) : F32<[384, 201]>
+    %185 = Identity(%184) : F32<[77184]>
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+    %187 = Identity(%186) : F32<[384, 201]>
+    %188 = Transpose(%187) : F32<[201, 384]>
+    %189 = Add(%170, %188) : F32<[201, 384]>
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+    %191 = Parameter { name: "norm.bias" }() : F32<[384]>
+    %192 = LayerNorm { eps: 1e-5 }(%189, %190, %191) : F32<[201, 384]>
+    outputs: %192
+    
+[2026-08-02T02:15:26Z INFO  meganeura::train] optimized forward: 193 nodes
+[2026-08-02T02:15:26Z INFO  meganeura::train] execution plan: 177 buffers, 109 dispatches
+[2026-08-02T02:15:26Z INFO  meganeura::runtime] coop caps: f16_tile=16, f32_tile=0
+[2026-08-02T02:15:26Z WARN  meganeura::runtime] only f16 cooperative-matrix tiles available; using scalar matmul (f16 
+coop overflows f32 models with large activations). Set MEGANEURA_COOP_F16=1 to force f16 coop.
+[2026-08-02T02:15:26Z WARN  meganeura::runtime] cooperative matrix not available on NVIDIA GeForce RTX 3050 (NVIDIA) 
+(f32_tile=0, f16_tile=16); using naive matmul
+[2026-08-02T02:15:26Z INFO  meganeura::runtime] 109 dispatches → 79 barrier groups
+[2026-08-02T02:15:26Z INFO  meganeura::runtime] buffer aliasing: 177 logical buffers (64.8 MB) -> 76 allocations (30.5 
+MB, 4.6 MB device-local)
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x13404298db0 of size 602112, name 'buf_0', 
+handle 0
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340436e550 of size 1179648, name 
+'buf_1', handle 1
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x1342fff6520 of size 1536, name 'buf_2', 
+handle 2
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340504a8c0 of size 7680, name 'buf_3', 
+handle 3
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340504aa50 of size 308736, name 'buf_4', 
+handle 4
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340453ee60 of size 308736, name 'buf_5', 
+handle 5
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x134042d5d20 of size 1536, name 'buf_6', 
+handle 6
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340530d690 of size 1536, name 'buf_7', 
+handle 7
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340540b2f0 of size 589824, name 'buf_8', 
+handle 8
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340540b160 of size 1536, name 'buf_9', 
+handle 9
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340540b480 of size 589824, name 
+'buf_10', handle 10
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340540afd0 of size 589824, name 
+'buf_11', handle 11
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340540acb0 of size 1536, name 'buf_12', 
+handle 12
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340540b610 of size 589824, name 
+'buf_13', handle 13
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340540b7a0 of size 1536, name 'buf_14', 
+handle 14
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340540ae40 of size 1536, name 'buf_15', 
+handle 15
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340540b930 of size 1536, name 'buf_16', 
+handle 16
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340540ab20 of size 1536, name 'buf_17', 
+handle 17
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x13404f9e770 of size 2359296, name 
+'buf_18', handle 18
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x13404f9f0d0 of size 6144, name 'buf_19', 
+handle 19
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x13404f9dc80 of size 2359296, name 
+'buf_20', handle 20
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x13404f9f710 of size 1536, name 'buf_21', 
+handle 21
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x13404f9e900 of size 1536, name 'buf_22', 
+handle 22
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x13404f9ef40 of size 1536, name 'buf_23', 
+handle 23
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x13404f9ea90 of size 1536, name 'buf_24', 
+handle 24
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x13404f9dfa0 of size 589824, name 
+'buf_25', handle 25
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x13404f9e2c0 of size 1536, name 'buf_26', 
+handle 26
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x13404f9de10 of size 589824, name 
+'buf_27', handle 27
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x13404f9edb0 of size 589824, name 
+'buf_28', handle 28
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x13404f9e450 of size 1536, name 'buf_29', 
+handle 29
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x13404f9e130 of size 589824, name 
+'buf_30', handle 30
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x13404f9daf0 of size 1536, name 'buf_31', 
+handle 31
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x13404f9e5e0 of size 1536, name 'buf_32', 
+handle 32
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x13404f9d960 of size 1536, name 'buf_33', 
+handle 33
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x13404f9ec20 of size 1536, name 'buf_34', 
+handle 34
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x13404f9f580 of size 2359296, name 
+'buf_35', handle 35
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x13404f9f260 of size 6144, name 'buf_36', 
+handle 36
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x13404f9f3f0 of size 2359296, name 
+'buf_37', handle 37
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405038f90 of size 1536, name 'buf_38', 
+handle 38
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x134050398f0 of size 1536, name 'buf_39', 
+handle 39
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340503a700 of size 1536, name 'buf_40', 
+handle 40
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x134050392b0 of size 1536, name 'buf_41', 
+handle 41
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340503a0c0 of size 589824, name 
+'buf_42', handle 42
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405038c70 of size 1536, name 'buf_43', 
+handle 43
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405039a80 of size 589824, name 
+'buf_44', handle 44
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x134050395d0 of size 589824, name 
+'buf_45', handle 45
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405038ae0 of size 1536, name 'buf_46', 
+handle 46
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405038e00 of size 589824, name 
+'buf_47', handle 47
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405039c10 of size 1536, name 'buf_48', 
+handle 48
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405039120 of size 1536, name 'buf_49', 
+handle 49
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405039f30 of size 1536, name 'buf_50', 
+handle 50
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405038950 of size 1536, name 'buf_51', 
+handle 51
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405039440 of size 2359296, name 
+'buf_52', handle 52
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405039da0 of size 6144, name 'buf_53', 
+handle 53
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405039760 of size 2359296, name 
+'buf_54', handle 54
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340503a250 of size 1536, name 'buf_55', 
+handle 55
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340503a3e0 of size 1536, name 'buf_56', 
+handle 56
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340503a570 of size 1536, name 'buf_57', 
+handle 57
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340504e1e0 of size 1536, name 'buf_58', 
+handle 58
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340504dd30 of size 308736, name 
+'buf_59', handle 59
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340504d240 of size 308736, name 
+'buf_60', handle 60
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340504da10 of size 308736, name 
+'buf_61', handle 61
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340504e9b0 of size 308736, name 
+'buf_62', handle 62
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340504d0b0 of size 308736, name 
+'buf_63', handle 63
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340504dba0 of size 308736, name 
+'buf_64', handle 64
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340504d880 of size 308736, name 
+'buf_65', handle 65
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340504dec0 of size 1234944, name 
+'buf_66', handle 66
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340504e050 of size 308736, name 
+'buf_67', handle 67
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340504d3d0 of size 1234944, name 
+'buf_68', handle 68
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340504e370 of size 308736, name 
+'buf_69', handle 69
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340504e500 of size 308736, name 
+'buf_70', handle 70
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340504eb40 of size 308736, name 
+'buf_71', handle 71
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340504e690 of size 308736, name 
+'buf_72', handle 72
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340504e820 of size 308736, name 
+'buf_73', handle 73
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340504cd90 of size 154368, name 
+'buf_74', handle 74
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340504cf20 of size 154368, name 
+'buf_75', handle 75
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::descriptor] Creating a descriptor pool for at most 16 sets
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405059750 of size 1048576, name 
+'_scratch', handle 76
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::descriptor] Creating a descriptor pool for at most 16 sets
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405059a70 of size 1048576, name 
+'_scratch', handle 77
+[2026-08-02T02:15:26Z INFO  dinovision::bench] session build: 0.0 s (cache off)
+[2026-08-02T02:15:26Z INFO  meganeura::data::safetensors] loaded 211 tensors from 
+C:\tmp\dinovision-assets\model.safetensors
+[2026-08-02T02:15:26Z INFO  dinovision::weights] checkpoint layer prefix: "layer."
+[2026-08-02T02:15:26Z INFO  dinovision::weights] loaded DINOv3 weights: 3 layers, hidden 384
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::descriptor] Creating a descriptor pool for at most 16 sets
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::descriptor] Creating a descriptor pool for at most 256 sets
+[2026-08-02T02:15:26Z INFO  train_decoder]   0/2500 (0s)
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::descriptor] Creating a descriptor pool for at most 16 sets
+[2026-08-02T02:15:26Z INFO  blade_graphics::hal::descriptor] Creating a descriptor pool for at most 256 sets
+[2026-08-02T02:15:36Z INFO  train_decoder]   500/2500 (10s)
+[2026-08-02T02:15:50Z INFO  train_decoder]   1000/2500 (24s)
+[2026-08-02T02:16:05Z INFO  train_decoder]   1500/2500 (39s)
+[2026-08-02T02:16:20Z INFO  train_decoder]   2000/2500 (54s)
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405059a70, handle 77
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405059750, handle 76
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13404298db0, handle 0
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340436e550, handle 1
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1342fff6520, handle 2
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340504a8c0, handle 3
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340504aa50, handle 4
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340453ee60, handle 5
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134042d5d20, handle 6
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340530d690, handle 7
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340540b2f0, handle 8
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340540b160, handle 9
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340540b480, handle 10
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340540afd0, handle 11
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340540acb0, handle 12
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340540b610, handle 13
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340540b7a0, handle 14
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340540ae40, handle 15
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340540b930, handle 16
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340540ab20, handle 17
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13404f9e770, handle 18
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13404f9f0d0, handle 19
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13404f9dc80, handle 20
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13404f9f710, handle 21
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13404f9e900, handle 22
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13404f9ef40, handle 23
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13404f9ea90, handle 24
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13404f9dfa0, handle 25
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13404f9e2c0, handle 26
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13404f9de10, handle 27
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13404f9edb0, handle 28
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13404f9e450, handle 29
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13404f9e130, handle 30
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13404f9daf0, handle 31
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13404f9e5e0, handle 32
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13404f9d960, handle 33
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13404f9ec20, handle 34
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13404f9f580, handle 35
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13404f9f260, handle 36
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13404f9f3f0, handle 37
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405038f90, handle 38
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134050398f0, handle 39
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340503a700, handle 40
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134050392b0, handle 41
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340503a0c0, handle 42
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405038c70, handle 43
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405039a80, handle 44
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134050395d0, handle 45
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405038ae0, handle 46
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405038e00, handle 47
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405039c10, handle 48
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405039120, handle 49
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405039f30, handle 50
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405038950, handle 51
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405039440, handle 52
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405039da0, handle 53
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405039760, handle 54
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340503a250, handle 55
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340503a3e0, handle 56
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340503a570, handle 57
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340504e1e0, handle 58
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340504dd30, handle 59
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340504d240, handle 60
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340504da10, handle 61
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340504e9b0, handle 62
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340504d0b0, handle 63
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340504dba0, handle 64
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340504d880, handle 65
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340504dec0, handle 66
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340504e050, handle 67
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340504d3d0, handle 68
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340504e370, handle 69
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340504e500, handle 70
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340504eb40, handle 71
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340504e690, handle 72
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340504e820, handle 73
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340504cd90, handle 74
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340504cf20, handle 75
+[2026-08-02T02:16:34Z INFO  train_decoder] encoded 2500 images in 68s (1129 MB cached)
+[2026-08-02T02:16:34Z INFO  meganeura::train] building Training session
+[2026-08-02T02:16:34Z INFO  meganeura::train] forward graph:
+    %0 = Input { name: "feat" }() : F32<[602112]>
+    %1 = Parameter { name: "dec.0.weight" }() : F32<[256, 384, 3, 3]>
+    %2 = Conv2d { in_channels: 384, in_h: 14, in_w: 14, out_channels: 256, kernel_h: 3, kernel_w: 3, stride: 1, 
+padding_h: 1, padding_w: 1 }(%0, %1) : F32<[401408]>
+    %3 = Parameter { name: "dec.0.bias" }() : F32<[256]>
+    %4 = AddPerChannel { channels: 256, spatial: 196 }(%2, %3) : F32<[401408]>
+    %5 = Parameter { name: "dec.0.norm.weight" }() : F32<[256]>
+    %6 = Parameter { name: "dec.0.norm.bias" }() : F32<[256]>
+    %7 = GroupNorm { num_groups: 16, eps: 1e-5, channels: 256, spatial: 196 }(%4, %5, %6) : F32<[401408]>
+    %8 = Silu(%7) : F32<[401408]>
+    %9 = Parameter { name: "dec.0b.weight" }() : F32<[256, 256, 3, 3]>
+    %10 = Conv2d { in_channels: 256, in_h: 14, in_w: 14, out_channels: 256, kernel_h: 3, kernel_w: 3, stride: 1, 
+padding_h: 1, padding_w: 1 }(%8, %9) : F32<[401408]>
+    %11 = Parameter { name: "dec.0b.bias" }() : F32<[256]>
+    %12 = AddPerChannel { channels: 256, spatial: 196 }(%10, %11) : F32<[401408]>
+    %13 = Parameter { name: "dec.0b.norm.weight" }() : F32<[256]>
+    %14 = Parameter { name: "dec.0b.norm.bias" }() : F32<[256]>
+    %15 = GroupNorm { num_groups: 16, eps: 1e-5, channels: 256, spatial: 196 }(%12, %13, %14) : F32<[401408]>
+    %16 = Silu(%15) : F32<[401408]>
+    %17 = Upsample2x { channels: 256, in_h: 14, in_w: 14 }(%16) : F32<[1605632]>
+    %18 = Parameter { name: "dec.1.weight" }() : F32<[128, 256, 3, 3]>
+    %19 = Conv2d { in_channels: 256, in_h: 28, in_w: 28, out_channels: 128, kernel_h: 3, kernel_w: 3, stride: 1, 
+padding_h: 1, padding_w: 1 }(%17, %18) : F32<[802816]>
+    %20 = Parameter { name: "dec.1.bias" }() : F32<[128]>
+    %21 = AddPerChannel { channels: 128, spatial: 784 }(%19, %20) : F32<[802816]>
+    %22 = Parameter { name: "dec.1.norm.weight" }() : F32<[128]>
+    %23 = Parameter { name: "dec.1.norm.bias" }() : F32<[128]>
+    %24 = GroupNorm { num_groups: 8, eps: 1e-5, channels: 128, spatial: 784 }(%21, %22, %23) : F32<[802816]>
+    %25 = Silu(%24) : F32<[802816]>
+    %26 = Parameter { name: "dec.1b.weight" }() : F32<[128, 128, 3, 3]>
+    %27 = Conv2d { in_channels: 128, in_h: 28, in_w: 28, out_channels: 128, kernel_h: 3, kernel_w: 3, stride: 1, 
+padding_h: 1, padding_w: 1 }(%25, %26) : F32<[802816]>
+    %28 = Parameter { name: "dec.1b.bias" }() : F32<[128]>
+    %29 = AddPerChannel { channels: 128, spatial: 784 }(%27, %28) : F32<[802816]>
+    %30 = Parameter { name: "dec.1b.norm.weight" }() : F32<[128]>
+    %31 = Parameter { name: "dec.1b.norm.bias" }() : F32<[128]>
+    %32 = GroupNorm { num_groups: 8, eps: 1e-5, channels: 128, spatial: 784 }(%29, %30, %31) : F32<[802816]>
+    %33 = Silu(%32) : F32<[802816]>
+    %34 = Upsample2x { channels: 128, in_h: 28, in_w: 28 }(%33) : F32<[3211264]>
+    %35 = Parameter { name: "dec.2.weight" }() : F32<[64, 128, 3, 3]>
+    %36 = Conv2d { in_channels: 128, in_h: 56, in_w: 56, out_channels: 64, kernel_h: 3, kernel_w: 3, stride: 1, 
+padding_h: 1, padding_w: 1 }(%34, %35) : F32<[1605632]>
+    %37 = Parameter { name: "dec.2.bias" }() : F32<[64]>
+    %38 = AddPerChannel { channels: 64, spatial: 3136 }(%36, %37) : F32<[1605632]>
+    %39 = Parameter { name: "dec.2.norm.weight" }() : F32<[64]>
+    %40 = Parameter { name: "dec.2.norm.bias" }() : F32<[64]>
+    %41 = GroupNorm { num_groups: 4, eps: 1e-5, channels: 64, spatial: 3136 }(%38, %39, %40) : F32<[1605632]>
+    %42 = Silu(%41) : F32<[1605632]>
+    %43 = Upsample2x { channels: 64, in_h: 56, in_w: 56 }(%42) : F32<[6422528]>
+    %44 = Parameter { name: "dec.3.weight" }() : F32<[32, 64, 3, 3]>
+    %45 = Conv2d { in_channels: 64, in_h: 112, in_w: 112, out_channels: 32, kernel_h: 3, kernel_w: 3, stride: 1, 
+padding_h: 1, padding_w: 1 }(%43, %44) : F32<[3211264]>
+    %46 = Parameter { name: "dec.3.bias" }() : F32<[32]>
+    %47 = AddPerChannel { channels: 32, spatial: 12544 }(%45, %46) : F32<[3211264]>
+    %48 = Parameter { name: "dec.3.norm.weight" }() : F32<[32]>
+    %49 = Parameter { name: "dec.3.norm.bias" }() : F32<[32]>
+    %50 = GroupNorm { num_groups: 2, eps: 1e-5, channels: 32, spatial: 12544 }(%47, %48, %49) : F32<[3211264]>
+    %51 = Silu(%50) : F32<[3211264]>
+    %52 = Upsample2x { channels: 32, in_h: 112, in_w: 112 }(%51) : F32<[12845056]>
+    %53 = Parameter { name: "dec.out.weight" }() : F32<[3, 32, 3, 3]>
+    %54 = Conv2d { in_channels: 32, in_h: 224, in_w: 224, out_channels: 3, kernel_h: 3, kernel_w: 3, stride: 1, 
+padding_h: 1, padding_w: 1 }(%52, %53) : F32<[1204224]>
+    %55 = Parameter { name: "dec.out.bias" }() : F32<[3]>
+    %56 = AddPerChannel { channels: 3, spatial: 50176 }(%54, %55) : F32<[1204224]>
+    %57 = Sigmoid(%56) : F32<[1204224]>
+    %58 = Input { name: "target" }() : F32<[1204224]>
+    %59 = Neg(%58) : F32<[1204224]>
+    %60 = Add(%57, %59) : F32<[1204224]>
+    %61 = Abs(%60) : F32<[1204224]>
+    %62 = MeanAll(%61) : F32<[1]>
+    outputs: %62, %57
+    
+[2026-08-02T02:16:34Z INFO  meganeura::train] optimized forward: 63 nodes
+[2026-08-02T02:16:34Z INFO  meganeura::train] full graph (forward + backward): 167 nodes
+[2026-08-02T02:16:34Z INFO  meganeura::train] execution plan: 149 buffers, 108 dispatches
+[2026-08-02T02:16:34Z INFO  meganeura::runtime] coop caps: f16_tile=16, f32_tile=0
+[2026-08-02T02:16:34Z WARN  meganeura::runtime] only f16 cooperative-matrix tiles available; using scalar matmul (f16 
+coop overflows f32 models with large activations). Set MEGANEURA_COOP_F16=1 to force f16 coop.
+[2026-08-02T02:16:34Z WARN  meganeura::runtime] cooperative matrix not available on NVIDIA GeForce RTX 3050 (NVIDIA) 
+(f32_tile=0, f16_tile=16); using naive matmul
+[2026-08-02T02:16:34Z INFO  meganeura::runtime] 108 dispatches → 61 barrier groups
+[2026-08-02T02:16:34Z INFO  meganeura::runtime] buffer aliasing: 149 logical buffers (562.9 MB) -> 92 allocations 
+(315.6 MB, 229.6 MB device-local)
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340504dec0 of size 2408448, name 
+'buf_0', handle 75
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340504cd90 of size 3538944, name 
+'buf_1', handle 74
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340504e820 of size 1024, name 'buf_2', 
+handle 73
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340504dd30 of size 1024, name 'buf_3', 
+handle 72
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340504e9b0 of size 1024, name 'buf_4', 
+handle 71
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340504d3d0 of size 2359296, name 
+'buf_5', handle 70
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340504d560 of size 1024, name 'buf_6', 
+handle 69
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340504d6f0 of size 1024, name 'buf_7', 
+handle 68
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340504d880 of size 1024, name 'buf_8', 
+handle 67
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340504e690 of size 1179648, name 
+'buf_9', handle 66
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340504da10 of size 512, name 'buf_10', 
+handle 65
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340504eb40 of size 512, name 'buf_11', 
+handle 64
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340504cf20 of size 512, name 'buf_12', 
+handle 63
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340504d0b0 of size 589824, name 
+'buf_13', handle 62
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340504dba0 of size 512, name 'buf_14', 
+handle 61
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340504e050 of size 512, name 'buf_15', 
+handle 60
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340504e1e0 of size 512, name 'buf_16', 
+handle 59
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340504e500 of size 294912, name 
+'buf_17', handle 58
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340504e370 of size 256, name 'buf_18', 
+handle 57
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340504d240 of size 256, name 'buf_19', 
+handle 56
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134051ee160 of size 256, name 'buf_20', 
+handle 55
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134051ecb80 of size 73728, name 'buf_21', 
+handle 54
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134051ee2f0 of size 128, name 'buf_22', 
+handle 53
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134051edcb0 of size 128, name 'buf_23', 
+handle 52
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134051ee480 of size 128, name 'buf_24', 
+handle 51
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134051ed030 of size 3456, name 'buf_25', 
+handle 50
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134051ed4e0 of size 12, name 'buf_26', 
+handle 49
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134051ecea0 of size 4816896, name 
+'buf_27', handle 48
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134051ecd10 of size 4, name 'buf_28', 
+handle 47
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134051ed800 of size 4816896, name 
+'buf_29', handle 46
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134051edb20 of size 4816896, name 
+'buf_30', handle 45
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134051ed1c0 of size 4816896, name 
+'buf_31', handle 44
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134051ed350 of size 4816896, name 
+'buf_32', handle 43
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134051edfd0 of size 4816896, name 
+'buf_33', handle 42
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134051ec6d0 of size 4816896, name 
+'buf_34', handle 41
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134051ede40 of size 4816896, name 
+'buf_35', handle 40
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134051ed670 of size 4816896, name 
+'buf_36', handle 39
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134051ed990 of size 4816896, name 
+'buf_37', handle 38
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134051ec860 of size 4816896, name 
+'buf_38', handle 37
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134051ec9f0 of size 4816896, name 
+'buf_39', handle 36
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134050668d0 of size 4816896, name 
+'buf_40', handle 35
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405065f70 of size 4816896, name 
+'buf_41', handle 34
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134050665b0 of size 4, name 'buf_42', 
+handle 33
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134050676e0 of size 3456, name 'buf_43', 
+handle 32
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405066100 of size 12, name 'buf_44', 
+handle 31
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405066a60 of size 73728, name 'buf_45', 
+handle 30
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405066f10 of size 128, name 'buf_46', 
+handle 29
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405066d80 of size 128, name 'buf_47', 
+handle 28
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405066bf0 of size 128, name 'buf_48', 
+handle 27
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405066420 of size 294912, name 
+'buf_49', handle 26
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134050670a0 of size 256, name 'buf_50', 
+handle 25
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405067230 of size 256, name 'buf_51', 
+handle 24
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134050673c0 of size 256, name 'buf_52', 
+handle 23
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405067550 of size 589824, name 
+'buf_53', handle 22
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405065930 of size 512, name 'buf_54', 
+handle 21
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405065ac0 of size 512, name 'buf_55', 
+handle 20
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405065c50 of size 1179648, name 
+'buf_56', handle 19
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405066290 of size 512, name 'buf_57', 
+handle 18
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405065de0 of size 512, name 'buf_58', 
+handle 17
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405052260 of size 512, name 'buf_59', 
+handle 16
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405053200 of size 512, name 'buf_60', 
+handle 15
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405052ee0 of size 2359296, name 
+'buf_61', handle 14
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134050536b0 of size 1024, name 'buf_62', 
+handle 13
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405051f40 of size 1024, name 'buf_63', 
+handle 12
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405051db0 of size 3538944, name 
+'buf_64', handle 11
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405053070 of size 1024, name 'buf_65', 
+handle 10
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405053390 of size 1024, name 'buf_66', 
+handle 9
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134050523f0 of size 1024, name 'buf_67', 
+handle 8
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405053520 of size 1024, name 'buf_68', 
+handle 7
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405053b60 of size 4816896, name 
+'buf_69', handle 6
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405052580 of size 1605632, name 
+'buf_70', handle 5
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134050520d0 of size 1605632, name 
+'buf_71', handle 4
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405052710 of size 1605632, name 
+'buf_72', handle 3
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405052a30 of size 1605632, name 
+'buf_73', handle 2
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405053840 of size 1605632, name 
+'buf_74', handle 1
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134050539d0 of size 3211264, name 
+'buf_75', handle 0
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134050528a0 of size 6422528, name 
+'buf_76', handle 76
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405052bc0 of size 3211264, name 
+'buf_77', handle 77
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405052d50 of size 3211264, name 
+'buf_78', handle 78
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340537b390 of size 3211264, name 
+'buf_79', handle 79
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340537be80 of size 3211264, name 
+'buf_80', handle 80
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340537bb60 of size 6422528, name 
+'buf_81', handle 81
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340537abc0 of size 12845056, name 
+'buf_82', handle 82
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340537c010 of size 6422528, name 
+'buf_83', handle 83
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340537aee0 of size 12845056, name 
+'buf_84', handle 84
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340537b070 of size 25690112, name 
+'buf_85', handle 85
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340537a8a0 of size 12845056, name 
+'buf_86', handle 86
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340537aa30 of size 51380224, name 
+'buf_87', handle 87
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340537b840 of size 51380224, name 
+'buf_88', handle 88
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340537c1a0 of size 4816896, name 
+'buf_89', handle 89
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340537b200 of size 4816896, name 
+'buf_90', handle 90
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340537ad50 of size 4816896, name 
+'buf_91', handle 91
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::descriptor] Creating a descriptor pool for at most 16 sets
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134054baac0 of size 1048576, name 
+'_scratch', handle 92
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::descriptor] Creating a descriptor pool for at most 16 sets
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134054bac50 of size 1048576, name 
+'_scratch', handle 93
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134054ba480 of size 3538944, name 
+'adam_m_0', handle 94
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134054b9350 of size 3538944, name 
+'adam_v_0', handle 95
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134054b9cb0 of size 1024, name 
+'adam_m_1', handle 96
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134054b9e40 of size 1024, name 
+'adam_v_1', handle 97
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x13404f5c8e0 of size 1024, name 
+'adam_m_2', handle 98
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340509b9e0 of size 1024, name 
+'adam_v_2', handle 99
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340509b530 of size 1024, name 
+'adam_m_3', handle 100
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340509a0e0 of size 1024, name 
+'adam_v_3', handle 101
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340509b3a0 of size 2359296, name 
+'adam_m_4', handle 102
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340509bb70 of size 2359296, name 
+'adam_v_4', handle 103
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340509b080 of size 1024, name 
+'adam_m_5', handle 104
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340509a270 of size 1024, name 
+'adam_v_5', handle 105
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340509abd0 of size 1024, name 
+'adam_m_6', handle 106
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340509a400 of size 1024, name 
+'adam_v_6', handle 107
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340509bd00 of size 1024, name 
+'adam_m_7', handle 108
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x13405099f50 of size 1024, name 
+'adam_v_7', handle 109
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340509a8b0 of size 1179648, name 
+'adam_m_8', handle 110
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340509ad60 of size 1179648, name 
+'adam_v_8', handle 111
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340509b6c0 of size 512, name 'adam_m_9', 
+handle 112
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340509aef0 of size 512, name 'adam_v_9', 
+handle 113
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340509b210 of size 512, name 
+'adam_m_10', handle 114
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340509b850 of size 512, name 
+'adam_v_10', handle 115
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340509a590 of size 512, name 
+'adam_m_11', handle 116
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340509a720 of size 512, name 
+'adam_v_11', handle 117
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x1340509aa40 of size 589824, name 
+'adam_m_12', handle 118
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134052cecd0 of size 589824, name 
+'adam_v_12', handle 119
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134052ce9b0 of size 512, name 
+'adam_m_13', handle 120
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134052cd560 of size 512, name 
+'adam_v_13', handle 121
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134052cdd30 of size 512, name 
+'adam_m_14', handle 122
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134052ce1e0 of size 512, name 
+'adam_v_14', handle 123
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134052ce370 of size 512, name 
+'adam_m_15', handle 124
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134052cd0b0 of size 512, name 
+'adam_v_15', handle 125
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134052cee60 of size 294912, name 
+'adam_m_16', handle 126
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134052cd6f0 of size 294912, name 
+'adam_v_16', handle 127
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134052cdec0 of size 256, name 
+'adam_m_17', handle 128
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134052cd240 of size 256, name 
+'adam_v_17', handle 129
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134052cd3d0 of size 256, name 
+'adam_m_18', handle 130
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134052ce500 of size 256, name 
+'adam_v_18', handle 131
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134052cd880 of size 256, name 
+'adam_m_19', handle 132
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134052cda10 of size 256, name 
+'adam_v_19', handle 133
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134052cdba0 of size 73728, name 
+'adam_m_20', handle 134
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134052ce050 of size 73728, name 
+'adam_v_20', handle 135
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134052ce690 of size 128, name 
+'adam_m_21', handle 136
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134052ce820 of size 128, name 
+'adam_v_21', handle 137
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134052ceb40 of size 128, name 
+'adam_m_22', handle 138
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134050e6f90 of size 128, name 
+'adam_v_22', handle 139
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134050e3430 of size 128, name 
+'adam_m_23', handle 140
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134050e67c0 of size 128, name 
+'adam_v_23', handle 141
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134050e5e60 of size 3456, name 
+'adam_m_24', handle 142
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134050e38e0 of size 3456, name 
+'adam_v_24', handle 143
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134050e59b0 of size 12, name 'adam_m_25', 
+handle 144
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134050e6ae0 of size 12, name 'adam_v_25', 
+handle 145
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::resource] Creating buffer 0x134050e40b0 of size 4, name 
+'grad_clip_acc', handle 146
+[2026-08-02T02:16:34Z INFO  train_decoder] training 2012547 decoder parameters for 12000 steps, batch 8, encoder depth 
+3, resolution 224, seed 1
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::descriptor] Creating a descriptor pool for at most 16 sets
+[2026-08-02T02:16:34Z INFO  blade_graphics::hal::descriptor] Creating a descriptor pool for at most 256 sets
+[2026-08-02T02:16:35Z INFO  train_decoder] step     0  L1 0.27328  (0s)
+[2026-08-02T02:16:35Z INFO  blade_graphics::hal::descriptor] Creating a descriptor pool for at most 16 sets
+[2026-08-02T02:16:35Z INFO  blade_graphics::hal::descriptor] Creating a descriptor pool for at most 256 sets
+[2026-08-02T02:16:43Z INFO  train_decoder] step   100  L1 0.14149  (9s)
+[2026-08-02T02:16:52Z INFO  train_decoder] step   200  L1 0.11762  (17s)
+[2026-08-02T02:17:00Z INFO  train_decoder] step   300  L1 0.10961  (25s)
+[2026-08-02T02:17:08Z INFO  train_decoder] step   400  L1 0.10846  (34s)
+[2026-08-02T02:17:17Z INFO  train_decoder] step   500  L1 0.08453  (42s)
+[2026-08-02T02:17:25Z INFO  train_decoder] step   600  L1 0.08353  (51s)
+[2026-08-02T02:17:34Z INFO  train_decoder] step   700  L1 0.08291  (59s)
+[2026-08-02T02:17:42Z INFO  train_decoder] step   800  L1 0.08590  (67s)
+[2026-08-02T02:17:50Z INFO  train_decoder] step   900  L1 0.07205  (76s)
+[2026-08-02T02:17:59Z INFO  train_decoder] step  1000  L1 0.08095  (84s)
+[2026-08-02T02:18:07Z INFO  train_decoder] step  1100  L1 0.07737  (93s)
+[2026-08-02T02:18:16Z INFO  train_decoder] step  1200  L1 0.07447  (101s)
+[2026-08-02T02:18:24Z INFO  train_decoder] step  1300  L1 0.06446  (110s)
+[2026-08-02T02:18:33Z INFO  train_decoder] step  1400  L1 0.07722  (118s)
+[2026-08-02T02:18:41Z INFO  train_decoder] step  1500  L1 0.07351  (127s)
+[2026-08-02T02:18:49Z INFO  train_decoder] step  1600  L1 0.07167  (135s)
+[2026-08-02T02:18:58Z INFO  train_decoder] step  1700  L1 0.06296  (143s)
+[2026-08-02T02:19:06Z INFO  train_decoder] step  1800  L1 0.06621  (152s)
+[2026-08-02T02:19:15Z INFO  train_decoder] step  1900  L1 0.06910  (160s)
+[2026-08-02T02:19:23Z INFO  train_decoder] step  2000  L1 0.07379  (169s)
+[2026-08-02T02:19:32Z INFO  train_decoder] step  2100  L1 0.06423  (177s)
+[2026-08-02T02:19:40Z INFO  train_decoder] step  2200  L1 0.06905  (186s)
+[2026-08-02T02:19:49Z INFO  train_decoder] step  2300  L1 0.06778  (194s)
+[2026-08-02T02:19:57Z INFO  train_decoder] step  2400  L1 0.05807  (203s)
+[2026-08-02T02:20:05Z INFO  train_decoder] step  2500  L1 0.06585  (211s)
+[2026-08-02T02:20:14Z INFO  train_decoder] step  2600  L1 0.05780  (219s)
+[2026-08-02T02:20:22Z INFO  train_decoder] step  2700  L1 0.05791  (228s)
+[2026-08-02T02:20:31Z INFO  train_decoder] step  2800  L1 0.05794  (236s)
+[2026-08-02T02:20:39Z INFO  train_decoder] step  2900  L1 0.05991  (245s)
+[2026-08-02T02:20:48Z INFO  train_decoder] step  3000  L1 0.04864  (253s)
+[2026-08-02T02:20:56Z INFO  train_decoder] step  3100  L1 0.05897  (262s)
+[2026-08-02T02:21:05Z INFO  train_decoder] step  3200  L1 0.05328  (270s)
+[2026-08-02T02:21:13Z INFO  train_decoder] step  3300  L1 0.06412  (279s)
+[2026-08-02T02:21:22Z INFO  train_decoder] step  3400  L1 0.06438  (287s)
+[2026-08-02T02:21:30Z INFO  train_decoder] step  3500  L1 0.06515  (296s)
+[2026-08-02T02:21:38Z INFO  train_decoder] step  3600  L1 0.06572  (304s)
+[2026-08-02T02:21:47Z INFO  train_decoder] step  3700  L1 0.06021  (312s)
+[2026-08-02T02:21:55Z INFO  train_decoder] step  3800  L1 0.05683  (321s)
+[2026-08-02T02:22:04Z INFO  train_decoder] step  3900  L1 0.05931  (329s)
+[2026-08-02T02:22:12Z INFO  train_decoder] step  4000  L1 0.04786  (338s)
+[2026-08-02T02:22:21Z INFO  train_decoder] step  4100  L1 0.05683  (346s)
+[2026-08-02T02:22:29Z INFO  train_decoder] step  4200  L1 0.05404  (355s)
+[2026-08-02T02:22:38Z INFO  train_decoder] step  4300  L1 0.05491  (363s)
+[2026-08-02T02:22:46Z INFO  train_decoder] step  4400  L1 0.06362  (372s)
+[2026-08-02T02:22:55Z INFO  train_decoder] step  4500  L1 0.04761  (380s)
+[2026-08-02T02:23:03Z INFO  train_decoder] step  4600  L1 0.05778  (388s)
+[2026-08-02T02:23:11Z INFO  train_decoder] step  4700  L1 0.05517  (397s)
+[2026-08-02T02:23:20Z INFO  train_decoder] step  4800  L1 0.05033  (405s)
+[2026-08-02T02:23:28Z INFO  train_decoder] step  4900  L1 0.05907  (414s)
+[2026-08-02T02:23:37Z INFO  train_decoder] step  5000  L1 0.05686  (422s)
+[2026-08-02T02:23:45Z INFO  train_decoder] step  5100  L1 0.05964  (431s)
+[2026-08-02T02:23:54Z INFO  train_decoder] step  5200  L1 0.05713  (439s)
+[2026-08-02T02:24:02Z INFO  train_decoder] step  5300  L1 0.05229  (448s)
+[2026-08-02T02:24:11Z INFO  train_decoder] step  5400  L1 0.05774  (456s)
+[2026-08-02T02:24:19Z INFO  train_decoder] step  5500  L1 0.06784  (464s)
+[2026-08-02T02:24:27Z INFO  train_decoder] step  5600  L1 0.06194  (473s)
+[2026-08-02T02:24:36Z INFO  train_decoder] step  5700  L1 0.06308  (481s)
+[2026-08-02T02:24:44Z INFO  train_decoder] step  5800  L1 0.03714  (490s)
+[2026-08-02T02:24:53Z INFO  train_decoder] step  5900  L1 0.04704  (498s)
+[2026-08-02T02:25:01Z INFO  train_decoder] step  6000  L1 0.05461  (507s)
+[2026-08-02T02:25:10Z INFO  train_decoder] step  6100  L1 0.05530  (515s)
+[2026-08-02T02:25:18Z INFO  train_decoder] step  6200  L1 0.05668  (524s)
+[2026-08-02T02:25:27Z INFO  train_decoder] step  6300  L1 0.05256  (532s)
+[2026-08-02T02:25:35Z INFO  train_decoder] step  6400  L1 0.06250  (541s)
+[2026-08-02T02:25:44Z INFO  train_decoder] step  6500  L1 0.05397  (549s)
+[2026-08-02T02:25:52Z INFO  train_decoder] step  6600  L1 0.04223  (557s)
+[2026-08-02T02:26:00Z INFO  train_decoder] step  6700  L1 0.04833  (566s)
+[2026-08-02T02:26:09Z INFO  train_decoder] step  6800  L1 0.04190  (574s)
+[2026-08-02T02:26:17Z INFO  train_decoder] step  6900  L1 0.05351  (583s)
+[2026-08-02T02:26:26Z INFO  train_decoder] step  7000  L1 0.05261  (591s)
+[2026-08-02T02:26:34Z INFO  train_decoder] step  7100  L1 0.05036  (599s)
+[2026-08-02T02:26:42Z INFO  train_decoder] step  7200  L1 0.05678  (608s)
+[2026-08-02T02:26:51Z INFO  train_decoder] step  7300  L1 0.06182  (616s)
+[2026-08-02T02:26:59Z INFO  train_decoder] step  7400  L1 0.04731  (625s)
+[2026-08-02T02:27:08Z INFO  train_decoder] step  7500  L1 0.05197  (633s)
+[2026-08-02T02:27:16Z INFO  train_decoder] step  7600  L1 0.05434  (641s)
+[2026-08-02T02:27:24Z INFO  train_decoder] step  7700  L1 0.05159  (650s)
+[2026-08-02T02:27:33Z INFO  train_decoder] step  7800  L1 0.05021  (658s)
+[2026-08-02T02:27:42Z INFO  train_decoder] step  7900  L1 0.05383  (667s)
+[2026-08-02T02:27:50Z INFO  train_decoder] step  8000  L1 0.04694  (675s)
+[2026-08-02T02:27:58Z INFO  train_decoder] step  8100  L1 0.05492  (684s)
+[2026-08-02T02:28:07Z INFO  train_decoder] step  8200  L1 0.04716  (692s)
+[2026-08-02T02:28:15Z INFO  train_decoder] step  8300  L1 0.04532  (701s)
+[2026-08-02T02:28:24Z INFO  train_decoder] step  8400  L1 0.04989  (709s)
+[2026-08-02T02:28:32Z INFO  train_decoder] step  8500  L1 0.04807  (718s)
+[2026-08-02T02:28:41Z INFO  train_decoder] step  8600  L1 0.04286  (726s)
+[2026-08-02T02:28:49Z INFO  train_decoder] step  8700  L1 0.04385  (735s)
+[2026-08-02T02:28:58Z INFO  train_decoder] step  8800  L1 0.04614  (743s)
+[2026-08-02T02:29:06Z INFO  train_decoder] step  8900  L1 0.06413  (751s)
+[2026-08-02T02:29:14Z INFO  train_decoder] step  9000  L1 0.04587  (760s)
+[2026-08-02T02:29:23Z INFO  train_decoder] step  9100  L1 0.05070  (768s)
+[2026-08-02T02:29:31Z INFO  train_decoder] step  9200  L1 0.04788  (777s)
+[2026-08-02T02:29:40Z INFO  train_decoder] step  9300  L1 0.04039  (785s)
+[2026-08-02T02:29:48Z INFO  train_decoder] step  9400  L1 0.04722  (794s)
+[2026-08-02T02:29:57Z INFO  train_decoder] step  9500  L1 0.05271  (802s)
+[2026-08-02T02:30:05Z INFO  train_decoder] step  9600  L1 0.04732  (811s)
+[2026-08-02T02:30:14Z INFO  train_decoder] step  9700  L1 0.05054  (819s)
+[2026-08-02T02:30:22Z INFO  train_decoder] step  9800  L1 0.05393  (827s)
+[2026-08-02T02:30:31Z INFO  train_decoder] step  9900  L1 0.04926  (836s)
+[2026-08-02T02:30:39Z INFO  train_decoder] step 10000  L1 0.06067  (844s)
+[2026-08-02T02:30:47Z INFO  train_decoder] step 10100  L1 0.05249  (853s)
+[2026-08-02T02:30:56Z INFO  train_decoder] step 10200  L1 0.05248  (861s)
+[2026-08-02T02:31:04Z INFO  train_decoder] step 10300  L1 0.05022  (870s)
+[2026-08-02T02:31:13Z INFO  train_decoder] step 10400  L1 0.04160  (878s)
+[2026-08-02T02:31:21Z INFO  train_decoder] step 10500  L1 0.05192  (887s)
+[2026-08-02T02:31:30Z INFO  train_decoder] step 10600  L1 0.03953  (895s)
+[2026-08-02T02:31:38Z INFO  train_decoder] step 10700  L1 0.04258  (904s)
+[2026-08-02T02:31:47Z INFO  train_decoder] step 10800  L1 0.04120  (912s)
+[2026-08-02T02:31:55Z INFO  train_decoder] step 10900  L1 0.05601  (920s)
+[2026-08-02T02:32:04Z INFO  train_decoder] step 11000  L1 0.04491  (929s)
+[2026-08-02T02:32:12Z INFO  train_decoder] step 11100  L1 0.04376  (937s)
+[2026-08-02T02:32:20Z INFO  train_decoder] step 11200  L1 0.05356  (946s)
+[2026-08-02T02:32:29Z INFO  train_decoder] step 11300  L1 0.04454  (954s)
+[2026-08-02T02:32:37Z INFO  train_decoder] step 11400  L1 0.03835  (963s)
+[2026-08-02T02:32:46Z INFO  train_decoder] step 11500  L1 0.03611  (971s)
+[2026-08-02T02:32:54Z INFO  train_decoder] step 11600  L1 0.04384  (980s)
+[2026-08-02T02:33:03Z INFO  train_decoder] step 11700  L1 0.04823  (988s)
+[2026-08-02T02:33:11Z INFO  train_decoder] step 11800  L1 0.04324  (996s)
+[2026-08-02T02:33:20Z INFO  train_decoder] step 11900  L1 0.05730  (1005s)
+[2026-08-02T02:33:28Z INFO  train_decoder] step 11999  L1 0.04654  (1013s)
+[2026-08-02T02:33:28Z INFO  train_decoder] wrote C:\tmp\dinovision-runs-corrected-v2\3l224-seed1\decoder.bin
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134054baac0, handle 92
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134054bac50, handle 93
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340504dec0, handle 75
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340504cd90, handle 74
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340504e820, handle 73
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340504dd30, handle 72
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340504e9b0, handle 71
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340504d3d0, handle 70
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340504d560, handle 69
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340504d6f0, handle 68
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340504d880, handle 67
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340504e690, handle 66
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340504da10, handle 65
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340504eb40, handle 64
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340504cf20, handle 63
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340504d0b0, handle 62
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340504dba0, handle 61
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340504e050, handle 60
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340504e1e0, handle 59
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340504e500, handle 58
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340504e370, handle 57
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340504d240, handle 56
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134051ee160, handle 55
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134051ecb80, handle 54
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134051ee2f0, handle 53
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134051edcb0, handle 52
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134051ee480, handle 51
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134051ed030, handle 50
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134051ed4e0, handle 49
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134051ecea0, handle 48
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134051ecd10, handle 47
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134051ed800, handle 46
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134051edb20, handle 45
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134051ed1c0, handle 44
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134051ed350, handle 43
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134051edfd0, handle 42
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134051ec6d0, handle 41
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134051ede40, handle 40
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134051ed670, handle 39
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134051ed990, handle 38
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134051ec860, handle 37
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134051ec9f0, handle 36
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134050668d0, handle 35
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405065f70, handle 34
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134050665b0, handle 33
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134050676e0, handle 32
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405066100, handle 31
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405066a60, handle 30
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405066f10, handle 29
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405066d80, handle 28
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405066bf0, handle 27
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405066420, handle 26
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134050670a0, handle 25
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405067230, handle 24
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134050673c0, handle 23
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405067550, handle 22
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405065930, handle 21
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405065ac0, handle 20
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405065c50, handle 19
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405066290, handle 18
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405065de0, handle 17
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405052260, handle 16
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405053200, handle 15
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405052ee0, handle 14
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134050536b0, handle 13
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405051f40, handle 12
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405051db0, handle 11
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405053070, handle 10
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405053390, handle 9
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134050523f0, handle 8
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405053520, handle 7
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405053b60, handle 6
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405052580, handle 5
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134050520d0, handle 4
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405052710, handle 3
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405052a30, handle 2
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405053840, handle 1
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134050539d0, handle 0
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134050528a0, handle 76
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405052bc0, handle 77
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405052d50, handle 78
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340537b390, handle 79
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340537be80, handle 80
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340537bb60, handle 81
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340537abc0, handle 82
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340537c010, handle 83
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340537aee0, handle 84
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340537b070, handle 85
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340537a8a0, handle 86
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340537aa30, handle 87
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340537b840, handle 88
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340537c1a0, handle 89
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340537b200, handle 90
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340537ad50, handle 91
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134054ba480, handle 94
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134054b9350, handle 95
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134054b9cb0, handle 96
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134054b9e40, handle 97
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13404f5c8e0, handle 98
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340509b9e0, handle 99
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340509b530, handle 100
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340509a0e0, handle 101
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340509b3a0, handle 102
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340509bb70, handle 103
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340509b080, handle 104
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340509a270, handle 105
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340509abd0, handle 106
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340509a400, handle 107
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340509bd00, handle 108
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x13405099f50, handle 109
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340509a8b0, handle 110
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340509ad60, handle 111
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340509b6c0, handle 112
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340509aef0, handle 113
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340509b210, handle 114
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340509b850, handle 115
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340509a590, handle 116
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340509a720, handle 117
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x1340509aa40, handle 118
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134052cecd0, handle 119
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134052ce9b0, handle 120
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134052cd560, handle 121
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134052cdd30, handle 122
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134052ce1e0, handle 123
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134052ce370, handle 124
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134052cd0b0, handle 125
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134052cee60, handle 126
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134052cd6f0, handle 127
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134052cdec0, handle 128
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134052cd240, handle 129
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134052cd3d0, handle 130
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134052ce500, handle 131
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134052cd880, handle 132
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134052cda10, handle 133
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134052cdba0, handle 134
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134052ce050, handle 135
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134052ce690, handle 136
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134052ce820, handle 137
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134052ceb40, handle 138
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134050e6f90, handle 139
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134050e3430, handle 140
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134050e67c0, handle 141
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134050e5e60, handle 142
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134050e38e0, handle 143
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134050e59b0, handle 144
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134050e6ae0, handle 145
+[2026-08-02T02:33:28Z INFO  blade_graphics::hal::resource] Destroying buffer 0x134050e40b0, handle 146

replicates/3l224-seed1/training.stdout.log

@@ -0,0 +1,2 @@
+wrote C:\tmp\dinovision-runs-corrected-v2\3l224-seed1\decoder_samples.png and C:\tmp\dinovision-runs-corrected-v2\3l224-seed1\training.json
+in-sample diagnostic mean PSNR 22.20 dB

replicates/3l224-seed2/decoder.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2085a6923760c0266c4f965db2014afd7cf4b7fcbde2c203d9e399c37fe2af67
+size 8050188

replicates/3l224-seed2/decoder.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:82d5178115a6251e69f72061d0ec5907c4968e89ee9f8d3fe53b32a26e9f7bfc
+size 8052700

replicates/3l224-seed2/evaluation.stderr.log

@@ -0,0 +1,19 @@
+cargo.exe :     Finished `release` profile [optimized] target(s) in 0.43s
+At C:\Code\dinovision\tools\run_decoder_matrix.ps1:40 char:9
++         & $cargo @Arguments 1> $Stdout 2> $Stderr
++         ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+    + CategoryInfo          : NotSpecified: (    Finished `r...get(s) in 0.43s:String) [], RemoteException
+    + FullyQualifiedErrorId : NativeCommandError
+ 
+     Running `target\release\examples\evaluate_decoder.exe --manifest 
+C:\tmp\dinovision-data\manifests\imagenette2-320.json --model C:\tmp\dinovision-assets\model.safetensors --decoder 
+C:\tmp\dinovision-runs-corrected-v2\3l224-seed2\decoder.bin --split validation --layers 3 --size 224 --output 
+C:\tmp\dinovision-runs-corrected-v2\3l224-seed2\quality-imagenette-validation.json --samples 12`
+[2026-08-02T03:35:55Z WARN  meganeura::runtime] only f16 cooperative-matrix tiles available; using scalar matmul (f16 
+coop overflows f32 models with large activations). Set MEGANEURA_COOP_F16=1 to force f16 coop.
+[2026-08-02T03:35:55Z WARN  meganeura::runtime] cooperative matrix not available on NVIDIA GeForce RTX 3050 (NVIDIA) 
+(f32_tile=0, f16_tile=16); using naive matmul
+[2026-08-02T03:35:55Z WARN  meganeura::runtime] only f16 cooperative-matrix tiles available; using scalar matmul (f16 
+coop overflows f32 models with large activations). Set MEGANEURA_COOP_F16=1 to force f16 coop.
+[2026-08-02T03:35:55Z WARN  meganeura::runtime] cooperative matrix not available on NVIDIA GeForce RTX 3050 (NVIDIA) 
+(f32_tile=0, f16_tile=16); using naive matmul

replicates/3l224-seed2/evaluation.stdout.log

@@ -0,0 +1 @@
+wrote C:\tmp\dinovision-runs-corrected-v2\3l224-seed2\quality-imagenette-validation.json: 3925 images, global PSNR 21.82 dB, median SSIM 0.6388

replicates/3l224-seed2/run-notes.json

@@ -0,0 +1,5 @@
+{
+  "schema_version": 1,
+  "training_timing_valid": false,
+  "reason": "Interactive development host; clocks, background workload, and power state were not controlled. The log has a host-suspension gap from 2026-08-02T02:47:58Z after step 6500 to 2026-08-02T03:28:17Z before step 6600."
+}

replicates/3l224-seed2/training.json

@@ -0,0 +1,29 @@
+{
+  "schema_version": 1,
+  "completed_unix_seconds": 1785641754,
+  "dataset": "C:/tmp/dinovision-data/manifests/imagenette2-320.json",
+  "dataset_manifest_sha256": "2071f89b2a7b077d7729641fc858e1225d057d11a797d16198c0d195d989bb89",
+  "requested_images": 2500,
+  "training_images": 2500,
+  "model": "C:/tmp/dinovision-assets/model.safetensors",
+  "model_sha256": "4610ad75edef83e75afdebf162d148dc628045ea6cbb83d67d4708c709c4f91d",
+  "initialization": "random",
+  "initialization_sha256": null,
+  "seed": 2,
+  "image_size": 224,
+  "encoder_layers": 3,
+  "batch_size": 8,
+  "steps": 12000,
+  "data_order": "seeded Fisher-Yates; reshuffled after every complete pass",
+  "objective": "mean absolute error (L1)",
+  "optimizer": "Adam(beta1=0.9,beta2=0.999,epsilon=1e-8), linear learning-rate decay",
+  "initial_learning_rate": 0.002,
+  "final_learning_rate": 0.000100000005,
+  "decoder_parameters": 2012547,
+  "encoding_seconds": 42.3708473,
+  "training_seconds": 3423.3525456,
+  "final_l1": 0.055102963,
+  "decoder": "C:/tmp/dinovision-runs-corrected-v2/3l224-seed2/decoder.bin",
+  "decoder_sha256": "2085a6923760c0266c4f965db2014afd7cf4b7fcbde2c203d9e399c37fe2af67",
+  "diagnostic_samples": "C:/tmp/dinovision-runs-corrected-v2/3l224-seed2/decoder_samples.png"
+}

replicates/3l224-seed2/training.stderr.log

@@ -0,0 +1,1130 @@
+cargo.exe :     Finished `release` profile [optimized] target(s) in 0.36s
+At C:\Code\dinovision\tools\run_decoder_matrix.ps1:40 char:9
++         & $cargo @Arguments 1> $Stdout 2> $Stderr
++         ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+    + CategoryInfo          : NotSpecified: (    Finished `r...get(s) in 0.36s:String) [], RemoteException
+    + FullyQualifiedErrorId : NativeCommandError
+ 
+     Running `target\release\examples\train_decoder.exe C:\tmp\dinovision-data\manifests\imagenette2-320.json 
+C:\tmp\dinovision-assets\model.safetensors 12000 2500 3 224 2 C:\tmp\dinovision-runs-corrected-v2\3l224-seed2`
+[2026-08-02T02:38:07Z INFO  blade_graphics::hal::init] Enabling Vulkan Portability
+[2026-08-02T02:38:07Z INFO  blade_graphics::hal::init] Adapter: "NVIDIA GeForce RTX 3050"
+[2026-08-02T02:38:07Z INFO  blade_graphics::hal::init] Inline uniform blocks enabled (max size per binding: 256 bytes)
+[2026-08-02T02:38:07Z INFO  blade_graphics::hal::init] Ray tracing disabled by configuration
+[2026-08-02T02:38:07Z INFO  blade_graphics::hal::init] Cooperative matrix: f32 tile=0, f16 tile=16
+[2026-08-02T02:38:07Z INFO  dinovision] GPU: NVIDIA GeForce RTX 3050 (NVIDIA), driver 591.86
+[2026-08-02T02:38:08Z INFO  train_decoder] encoding 2500 images
+[2026-08-02T02:38:08Z INFO  meganeura::train] building Inference session
+[2026-08-02T02:38:08Z INFO  meganeura::train] forward graph:
+    %0 = Input { name: "patches" }() : F32<[196, 768]>
+    %1 = Parameter { name: "embeddings.patch_embeddings.weight" }() : F32<[768, 384]>
+    %2 = Parameter { name: "embeddings.patch_embeddings.bias" }() : F32<[384]>
+    %3 = MatMul(%0, %1) : F32<[196, 384]>
+    %4 = BiasAdd(%3, %2) : F32<[196, 384]>
+    %5 = Parameter { name: "prefix_tokens" }() : F32<[5, 384]>
+    %6 = Concat { channels_a: 1920, channels_b: 75264, spatial: 1 }(%5, %4) : F32<[77184]>
+    %7 = Identity(%6) : F32<[201, 384]>
+    %8 = Constant { 77184 values }() : F32<[201, 384]>
+    %9 = Constant { 77184 values }() : F32<[201, 384]>
+    %10 = Parameter { name: "layer.0.norm1.weight" }() : F32<[384]>
+    %11 = Parameter { name: "layer.0.norm1.bias" }() : F32<[384]>
+    %12 = LayerNorm { eps: 1e-5 }(%7, %10, %11) : F32<[201, 384]>
+    %13 = Parameter { name: "layer.0.attention.q_proj.weight" }() : F32<[384, 384]>
+    %14 = Parameter { name: "layer.0.attention.q_proj.bias" }() : F32<[384]>
+    %15 = Parameter { name: "layer.0.attention.k_proj.weight" }() : F32<[384, 384]>
+    %16 = Parameter { name: "layer.0.attention.v_proj.weight" }() : F32<[384, 384]>
+    %17 = Parameter { name: "layer.0.attention.v_proj.bias" }() : F32<[384]>
+    %18 = MatMul(%12, %13) : F32<[201, 384]>
+    %19 = BiasAdd(%18, %14) : F32<[201, 384]>
+    %20 = MatMul(%12, %15) : F32<[201, 384]>
+    %21 = MatMul(%12, %16) : F32<[201, 384]>
+    %22 = BiasAdd(%21, %17) : F32<[201, 384]>
+    %23 = SplitA { channels_a: 32, channels_b: 32, spatial: 1 }(%19) : F32<[38592]>
+    %24 = SplitB { channels_a: 32, channels_b: 32, spatial: 1 }(%19) : F32<[38592]>
+    %25 = Neg(%24) : F32<[38592]>
+    %26 = Concat { channels_a: 32, channels_b: 32, spatial: 1 }(%25, %23) : F32<[77184]>
+    %27 = Identity(%26) : F32<[201, 384]>
+    %28 = Mul(%19, %8) : F32<[201, 384]>
+    %29 = Mul(%27, %9) : F32<[201, 384]>
+    %30 = Add(%28, %29) : F32<[201, 384]>
+    %31 = SplitA { channels_a: 32, channels_b: 32, spatial: 1 }(%20) : F32<[38592]>
+    %32 = SplitB { channels_a: 32, channels_b: 32, spatial: 1 }(%20) : F32<[38592]>
+    %33 = Neg(%32) : F32<[38592]>
+    %34 = Concat { channels_a: 32, channels_b: 32, spatial: 1 }(%33, %31) : F32<[77184]>
+    %35 = Identity(%34) : F32<[201, 384]>
+    %36 = Mul(%20, %8) : F32<[201, 384]>
+    %37 = Mul(%35, %9) : F32<[201, 384]>
+    %38 = Add(%36, %37) : F32<[201, 384]>
+    %39 = FullAttention { num_heads: 6, num_kv_heads: 6, head_dim: 64 }(%30, %38, %22) : F32<[201, 384]>
+    %40 = Parameter { name: "layer.0.attention.o_proj.weight" }() : F32<[384, 384]>
+    %41 = Parameter { name: "layer.0.attention.o_proj.bias" }() : F32<[384]>
+    %42 = MatMul(%39, %40) : F32<[201, 384]>
+    %43 = BiasAdd(%42, %41) : F32<[201, 384]>
+    %44 = Parameter { name: "layer.0.layer_scale1.lambda1" }() : F32<[384]>
+    %45 = Transpose(%43) : F32<[384, 201]>
+    %46 = Identity(%45) : F32<[77184]>
+    %47 = MulPerChannel { channels: 384, spatial: 201 }(%46, %44) : F32<[77184]>
+    %48 = Identity(%47) : F32<[384, 201]>
+    %49 = Transpose(%48) : F32<[201, 384]>
+    %50 = Add(%7, %49) : F32<[201, 384]>
+    %51 = Parameter { name: "layer.0.norm2.weight" }() : F32<[384]>
+    %52 = Parameter { name: "layer.0.norm2.bias" }() : F32<[384]>
+    %53 = LayerNorm { eps: 1e-5 }(%50, %51, %52) : F32<[201, 384]>
+    %54 = Parameter { name: "layer.0.mlp.up_proj.weight" }() : F32<[384, 1536]>
+    %55 = Parameter { name: "layer.0.mlp.up_proj.bias" }() : F32<[1536]>
+    %56 = Parameter { name: "layer.0.mlp.down_proj.weight" }() : F32<[1536, 384]>
+    %57 = Parameter { name: "layer.0.mlp.down_proj.bias" }() : F32<[384]>
+    %58 = MatMul(%53, %54) : F32<[201, 1536]>
+    %59 = BiasAdd(%58, %55) : F32<[201, 1536]>
+    %60 = Gelu(%59) : F32<[201, 1536]>
+    %61 = MatMul(%60, %56) : F32<[201, 384]>
+    %62 = BiasAdd(%61, %57) : F32<[201, 384]>
+    %63 = Parameter { name: "layer.0.layer_scale2.lambda1" }() : F32<[384]>
+    %64 = Transpose(%62) : F32<[384, 201]>
+    %65 = Identity(%64) : F32<[77184]>
+    %66 = MulPerChannel { channels: 384, spatial: 201 }(%65, %63) : F32<[77184]>
+    %67 = Identity(%66) : F32<[384, 201]>
+    %68 = Transpose(%67) : F32<[201, 384]>
+    %69 = Add(%50, %68) : F32<[201, 384]>
+    %70 = Parameter { name: "layer.1.norm1.weight" }() : F32<[384]>
+    %71 = Parameter { name: "layer.1.norm1.bias" }() : F32<[384]>
+    %72 = LayerNorm { eps: 1e-5 }(%69, %70, %71) : F32<[201, 384]>
+    %73 = Parameter { name: "layer.1.attention.q_proj.weight" }() : F32<[384, 384]>
+    %74 = Parameter { name: "layer.1.attention.q_proj.bias" }() : F32<[384]>
+    %75 = Parameter { name: "layer.1.attention.k_proj.weight" }() : F32<[384, 384]>
+    %76 = Parameter { name: "layer.1.attention.v_proj.weight" }() : F32<[384, 384]>
+    %77 = Parameter { name: "layer.1.attention.v_proj.bias" }() : F32<[384]>
+    %78 = MatMul(%72, %73) : F32<[201, 384]>
+    %79 = BiasAdd(%78, %74) : F32<[201, 384]>
+    %80 = MatMul(%72, %75) : F32<[201, 384]>
+    %81 = MatMul(%72, %76) : F32<[201, 384]>
+    %82 = BiasAdd(%81, %77) : F32<[201, 384]>
+    %83 = SplitA { channels_a: 32, channels_b: 32, spatial: 1 }(%79) : F32<[38592]>
+    %84 = SplitB { channels_a: 32, channels_b: 32, spatial: 1 }(%79) : F32<[38592]>
+    %85 = Neg(%84) : F32<[38592]>
+    %86 = Concat { channels_a: 32, channels_b: 32, spatial: 1 }(%85, %83) : F32<[77184]>
+    %87 = Identity(%86) : F32<[201, 384]>
+    %88 = Mul(%79, %8) : F32<[201, 384]>
+    %89 = Mul(%87, %9) : F32<[201, 384]>
+    %90 = Add(%88, %89) : F32<[201, 384]>
+    %91 = SplitA { channels_a: 32, channels_b: 32, spatial: 1 }(%80) : F32<[38592]>
+    %92 = SplitB { channels_a: 32, channels_b: 32, spatial: 1 }(%80) : F32<[38592]>
+    %93 = Neg(%92) : F32<[38592]>
+    %94 = Concat { channels_a: 32, channels_b: 32, spatial: 1 }(%93, %91) : F32<[77184]>
+    %95 = Identity(%94) : F32<[201, 384]>
+    %96 = Mul(%80, %8) : F32<[201, 384]>
+    %97 = Mul(%95, %9) : F32<[201, 384]>
+    %98 = Add(%96, %97) : F32<[201, 384]>
+    %99 = FullAttention { num_heads: 6, num_kv_heads: 6, head_dim: 64 }(%90, %98, %82) : F32<[201, 384]>
+    %100 = Parameter { name: "layer.1.attention.o_proj.weight" }() : F32<[384, 384]>
+    %101 = Parameter { name: "layer.1.attention.o_proj.bias" }() : F32<[384]>
+    %102 = MatMul(%99, %100) : F32<[201, 384]>
+    %103 = BiasAdd(%102, %101) : F32<[201, 384]>
+    %104 = Parameter { name: "layer.1.layer_scale1.lambda1" }() : F32<[384]>
+    %105 = Transpose(%103) : F32<[384, 201]>
+    %106 = Identity(%105) : F32<[77184]>
+    %107 = MulPerChannel { channels: 384, spatial: 201 }(%106, %104) : F32<[77184]>
+    %108 = Identity(%107) : F32<[384, 201]>
+    %109 = Transpose(%108) : F32<[201, 384]>
+    %110 = Add(%69, %109) : F32<[201, 384]>
+    %111 = Parameter { name: "layer.1.norm2.weight" }() : F32<[384]>
+    %112 = Parameter { name: "layer.1.norm2.bias" }() : F32<[384]>
+    %113 = LayerNorm { eps: 1e-5 }(%110, %111, %112) : F32<[201, 384]>
+    %114 = Parameter { name: "layer.1.mlp.up_proj.weight" }() : F32<[384, 1536]>
+    %115 = Parameter { name: "layer.1.mlp.up_proj.bias" }() : F32<[1536]>
+    %116 = Parameter { name: "layer.1.mlp.down_proj.weight" }() : F32<[1536, 384]>
+    %117 = Parameter { name: "layer.1.mlp.down_proj.bias" }() : F32<[384]>
+    %118 = MatMul(%113, %114) : F32<[201, 1536]>
+    %119 = BiasAdd(%118, %115) : F32<[201, 1536]>
+    %120 = Gelu(%119) : F32<[201, 1536]>
+    %121 = MatMul(%120, %116) : F32<[201, 384]>
+    %122 = BiasAdd(%121, %117) : F32<[201, 384]>
+    %123 = Parameter { name: "layer.1.layer_scale2.lambda1" }() : F32<[384]>
+    %124 = Transpose(%122) : F32<[384, 201]>
+    %125 = Identity(%124) : F32<[77184]>
+    %126 = MulPerChannel { channels: 384, spatial: 201 }(%125, %123) : F32<[77184]>
+    %127 = Identity(%126) : F32<[384, 201]>
+    %128 = Transpose(%127) : F32<[201, 384]>
+    %129 = Add(%110, %128) : F32<[201, 384]>
+    %130 = Parameter { name: "layer.2.norm1.weight" }() : F32<[384]>
+    %131 = Parameter { name: "layer.2.norm1.bias" }() : F32<[384]>
+    %132 = LayerNorm { eps: 1e-5 }(%129, %130, %131) : F32<[201, 384]>
+    %133 = Parameter { name: "layer.2.attention.q_proj.weight" }() : F32<[384, 384]>
+    %134 = Parameter { name: "layer.2.attention.q_proj.bias" }() : F32<[384]>
+    %135 = Parameter { name: "layer.2.attention.k_proj.weight" }() : F32<[384, 384]>
+    %136 = Parameter { name: "layer.2.attention.v_proj.weight" }() : F32<[384, 384]>
+    %137 = Parameter { name: "layer.2.attention.v_proj.bias" }() : F32<[384]>
+    %138 = MatMul(%132, %133) : F32<[201, 384]>
+    %139 = BiasAdd(%138, %134) : F32<[201, 384]>
+    %140 = MatMul(%132, %135) : F32<[201, 384]>
+    %141 = MatMul(%132, %136) : F32<[201, 384]>
+    %142 = BiasAdd(%141, %137) : F32<[201, 384]>
+    %143 = SplitA { channels_a: 32, channels_b: 32, spatial: 1 }(%139) : F32<[38592]>
+    %144 = SplitB { channels_a: 32, channels_b: 32, spatial: 1 }(%139) : F32<[38592]>
+    %145 = Neg(%144) : F32<[38592]>
+    %146 = Concat { channels_a: 32, channels_b: 32, spatial: 1 }(%145, %143) : F32<[77184]>
+    %147 = Identity(%146) : F32<[201, 384]>
+    %148 = Mul(%139, %8) : F32<[201, 384]>
+    %149 = Mul(%147, %9) : F32<[201, 384]>
+    %150 = Add(%148, %149) : F32<[201, 384]>
+    %151 = SplitA { channels_a: 32, channels_b: 32, spatial: 1 }(%140) : F32<[38592]>
+    %152 = SplitB { channels_a: 32, channels_b: 32, spatial: 1 }(%140) : F32<[38592]>
+    %153 = Neg(%152) : F32<[38592]>
+    %154 = Concat { channels_a: 32, channels_b: 32, spatial: 1 }(%153, %151) : F32<[77184]>
+    %155 = Identity(%154) : F32<[201, 384]>
+    %156 = Mul(%140, %8) : F32<[201, 384]>
+    %157 = Mul(%155, %9) : F32<[201, 384]>
+    %158 = Add(%156, %157) : F32<[201, 384]>
+    %159 = FullAttention { num_heads: 6, num_kv_heads: 6, head_dim: 64 }(%150, %158, %142) : F32<[201, 384]>
+    %160 = Parameter { name: "layer.2.attention.o_proj.weight" }() : F32<[384, 384]>
+    %161 = Parameter { name: "layer.2.attention.o_proj.bias" }() : F32<[384]>
+    %162 = MatMul(%159, %160) : F32<[201, 384]>
+    %163 = BiasAdd(%162, %161) : F32<[201, 384]>
+    %164 = Parameter { name: "layer.2.layer_scale1.lambda1" }() : F32<[384]>
+    %165 = Transpose(%163) : F32<[384, 201]>
+    %166 = Identity(%165) : F32<[77184]>
+    %167 = MulPerChannel { channels: 384, spatial: 201 }(%166, %164) : F32<[77184]>
+    %168 = Identity(%167) : F32<[384, 201]>
+    %169 = Transpose(%168) : F32<[201, 384]>
+    %170 = Add(%129, %169) : F32<[201, 384]>
+    %171 = Parameter { name: "layer.2.norm2.weight" }() : F32<[384]>
+    %172 = Parameter { name: "layer.2.norm2.bias" }() : F32<[384]>
+    %173 = LayerNorm { eps: 1e-5 }(%170, %171, %172) : F32<[201, 384]>
+    %174 = Parameter { name: "layer.2.mlp.up_proj.weight" }() : F32<[384, 1536]>
+    %175 = Parameter { name: "layer.2.mlp.up_proj.bias" }() : F32<[1536]>
+    %176 = Parameter { name: "layer.2.mlp.down_proj.weight" }() : F32<[1536, 384]>
+    %177 = Parameter { name: "layer.2.mlp.down_proj.bias" }() : F32<[384]>
+    %178 = MatMul(%173, %174) : F32<[201, 1536]>
+    %179 = BiasAdd(%178, %175) : F32<[201, 1536]>
+    %180 = Gelu(%179) : F32<[201, 1536]>
+    %181 = MatMul(%180, %176) : F32<[201, 384]>
+    %182 = BiasAdd(%181, %177) : F32<[201, 384]>
+    %183 = Parameter { name: "layer.2.layer_scale2.lambda1" }() : F32<[384]>
+    %184 = Transpose(%182) : F32<[384, 201]>
+    %185 = Identity(%184) : F32<[77184]>
+    %186 = MulPerChannel { channels: 384, spatial: 201 }(%185, %183) : F32<[77184]>
+    %187 = Identity(%186) : F32<[384, 201]>
+    %188 = Transpose(%187) : F32<[201, 384]>
+    %189 = Add(%170, %188) : F32<[201, 384]>
+    %190 = Parameter { name: "norm.weight" }() : F32<[384]>
+    %191 = Parameter { name: "norm.bias" }() : F32<[384]>
+    %192 = LayerNorm { eps: 1e-5 }(%189, %190, %191) : F32<[201, 384]>
+    outputs: %192
+    
+[2026-08-02T02:38:08Z INFO  meganeura::train] optimized forward: 193 nodes
+[2026-08-02T02:38:08Z INFO  meganeura::train] execution plan: 177 buffers, 109 dispatches
+[2026-08-02T02:38:08Z INFO  meganeura::runtime] coop caps: f16_tile=16, f32_tile=0
+[2026-08-02T02:38:08Z WARN  meganeura::runtime] only f16 cooperative-matrix tiles available; using scalar matmul (f16 
+coop overflows f32 models with large activations). Set MEGANEURA_COOP_F16=1 to force f16 coop.
+[2026-08-02T02:38:08Z WARN  meganeura::runtime] cooperative matrix not available on NVIDIA GeForce RTX 3050 (NVIDIA) 
+(f32_tile=0, f16_tile=16); using naive matmul
+[2026-08-02T02:38:08Z INFO  meganeura::runtime] 109 dispatches → 79 barrier groups
+[2026-08-02T02:38:08Z INFO  meganeura::runtime] buffer aliasing: 177 logical buffers (64.8 MB) -> 76 allocations (30.5 
+MB, 4.6 MB device-local)
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b1ee99b60 of size 602112, name 'buf_0', 
+handle 0
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b1ee99070 of size 1179648, name 
+'buf_1', handle 1
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b1ee99200 of size 1536, name 'buf_2', 
+handle 2
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b1ee99390 of size 7680, name 'buf_3', 
+handle 3
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b1ee996b0 of size 308736, name 'buf_4', 
+handle 4
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b1ee99840 of size 308736, name 'buf_5', 
+handle 5
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b1ee999d0 of size 1536, name 'buf_6', 
+handle 6
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b053eb8a0 of size 1536, name 'buf_7', 
+handle 7
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b053ec840 of size 589824, name 'buf_8', 
+handle 8
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b053ec390 of size 1536, name 'buf_9', 
+handle 9
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b053eba30 of size 589824, name 
+'buf_10', handle 10
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b053eb580 of size 589824, name 
+'buf_11', handle 11
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b053ec200 of size 1536, name 'buf_12', 
+handle 12
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b053eccf0 of size 589824, name 
+'buf_13', handle 13
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b053ec520 of size 1536, name 'buf_14', 
+handle 14
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b053ec6b0 of size 1536, name 'buf_15', 
+handle 15
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b053ebd50 of size 1536, name 'buf_16', 
+handle 16
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b053eb710 of size 1536, name 'buf_17', 
+handle 17
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b053eb3f0 of size 2359296, name 
+'buf_18', handle 18
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b053ece80 of size 6144, name 'buf_19', 
+handle 19
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b053ec9d0 of size 2359296, name 
+'buf_20', handle 20
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b053eb0d0 of size 1536, name 'buf_21', 
+handle 21
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b053ebbc0 of size 1536, name 'buf_22', 
+handle 22
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b053eb260 of size 1536, name 'buf_23', 
+handle 23
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b053ebee0 of size 1536, name 'buf_24', 
+handle 24
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b053ec070 of size 589824, name 
+'buf_25', handle 25
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b053ecb60 of size 1536, name 'buf_26', 
+handle 26
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b1ee99520 of size 589824, name 
+'buf_27', handle 27
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04fed160 of size 589824, name 
+'buf_28', handle 28
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04fed480 of size 1536, name 'buf_29', 
+handle 29
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04feea60 of size 589824, name 
+'buf_30', handle 30
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04fed7a0 of size 1536, name 'buf_31', 
+handle 31
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04fee740 of size 1536, name 'buf_32', 
+handle 32
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04fedde0 of size 1536, name 'buf_33', 
+handle 33
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04fed930 of size 1536, name 'buf_34', 
+handle 34
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04fedf70 of size 2359296, name 
+'buf_35', handle 35
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04fecfd0 of size 6144, name 'buf_36', 
+handle 36
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04fed2f0 of size 2359296, name 
+'buf_37', handle 37
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04fedac0 of size 1536, name 'buf_38', 
+handle 38
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04fee8d0 of size 1536, name 'buf_39', 
+handle 39
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04feccb0 of size 1536, name 'buf_40', 
+handle 40
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04fee100 of size 1536, name 'buf_41', 
+handle 41
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04fee290 of size 589824, name 
+'buf_42', handle 42
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04fed610 of size 1536, name 'buf_43', 
+handle 43
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04fedc50 of size 589824, name 
+'buf_44', handle 44
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04fee420 of size 589824, name 
+'buf_45', handle 45
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04fece40 of size 1536, name 'buf_46', 
+handle 46
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04fee5b0 of size 589824, name 
+'buf_47', handle 47
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0434ad60 of size 1536, name 'buf_48', 
+handle 48
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0434a8b0 of size 1536, name 'buf_49', 
+handle 49
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0434b6c0 of size 1536, name 'buf_50', 
+handle 50
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0434aa40 of size 1536, name 'buf_51', 
+handle 51
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0434bb70 of size 2359296, name 
+'buf_52', handle 52
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0434b9e0 of size 6144, name 'buf_53', 
+handle 53
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0434a590 of size 2359296, name 
+'buf_54', handle 54
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0434abd0 of size 1536, name 'buf_55', 
+handle 55
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0434a720 of size 1536, name 'buf_56', 
+handle 56
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0434b530 of size 1536, name 'buf_57', 
+handle 57
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04349dc0 of size 1536, name 'buf_58', 
+handle 58
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0434aef0 of size 308736, name 
+'buf_59', handle 59
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0434a0e0 of size 308736, name 
+'buf_60', handle 60
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0434b080 of size 308736, name 
+'buf_61', handle 61
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0434b850 of size 308736, name 
+'buf_62', handle 62
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0434b3a0 of size 308736, name 
+'buf_63', handle 63
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0434b210 of size 308736, name 
+'buf_64', handle 64
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04349f50 of size 308736, name 
+'buf_65', handle 65
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0434a270 of size 1234944, name 
+'buf_66', handle 66
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0434a400 of size 308736, name 
+'buf_67', handle 67
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04351230 of size 1234944, name 
+'buf_68', handle 68
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04350100 of size 308736, name 
+'buf_69', handle 69
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0434fde0 of size 308736, name 
+'buf_70', handle 70
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04350420 of size 308736, name 
+'buf_71', handle 71
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b043505b0 of size 308736, name 
+'buf_72', handle 72
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b043513c0 of size 308736, name 
+'buf_73', handle 73
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04351550 of size 154368, name 
+'buf_74', handle 74
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04350740 of size 154368, name 
+'buf_75', handle 75
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::descriptor] Creating a descriptor pool for at most 16 sets
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0554b2c0 of size 1048576, name 
+'_scratch', handle 76
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::descriptor] Creating a descriptor pool for at most 16 sets
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0554cd50 of size 1048576, name 
+'_scratch', handle 77
+[2026-08-02T02:38:08Z INFO  dinovision::bench] session build: 0.1 s (cache off)
+[2026-08-02T02:38:08Z INFO  meganeura::data::safetensors] loaded 211 tensors from 
+C:\tmp\dinovision-assets\model.safetensors
+[2026-08-02T02:38:08Z INFO  dinovision::weights] checkpoint layer prefix: "layer."
+[2026-08-02T02:38:08Z INFO  dinovision::weights] loaded DINOv3 weights: 3 layers, hidden 384
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::descriptor] Creating a descriptor pool for at most 16 sets
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::descriptor] Creating a descriptor pool for at most 256 sets
+[2026-08-02T02:38:08Z INFO  train_decoder]   0/2500 (0s)
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::descriptor] Creating a descriptor pool for at most 16 sets
+[2026-08-02T02:38:08Z INFO  blade_graphics::hal::descriptor] Creating a descriptor pool for at most 256 sets
+[2026-08-02T02:38:14Z INFO  train_decoder]   500/2500 (6s)
+[2026-08-02T02:38:22Z INFO  train_decoder]   1000/2500 (14s)
+[2026-08-02T02:38:32Z INFO  train_decoder]   1500/2500 (24s)
+[2026-08-02T02:38:41Z INFO  train_decoder]   2000/2500 (33s)
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0554cd50, handle 77
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0554b2c0, handle 76
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b1ee99b60, handle 0
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b1ee99070, handle 1
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b1ee99200, handle 2
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b1ee99390, handle 3
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b1ee996b0, handle 4
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b1ee99840, handle 5
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b1ee999d0, handle 6
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b053eb8a0, handle 7
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b053ec840, handle 8
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b053ec390, handle 9
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b053eba30, handle 10
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b053eb580, handle 11
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b053ec200, handle 12
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b053eccf0, handle 13
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b053ec520, handle 14
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b053ec6b0, handle 15
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b053ebd50, handle 16
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b053eb710, handle 17
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b053eb3f0, handle 18
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b053ece80, handle 19
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b053ec9d0, handle 20
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b053eb0d0, handle 21
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b053ebbc0, handle 22
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b053eb260, handle 23
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b053ebee0, handle 24
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b053ec070, handle 25
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b053ecb60, handle 26
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b1ee99520, handle 27
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04fed160, handle 28
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04fed480, handle 29
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04feea60, handle 30
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04fed7a0, handle 31
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04fee740, handle 32
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04fedde0, handle 33
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04fed930, handle 34
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04fedf70, handle 35
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04fecfd0, handle 36
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04fed2f0, handle 37
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04fedac0, handle 38
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04fee8d0, handle 39
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04feccb0, handle 40
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04fee100, handle 41
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04fee290, handle 42
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04fed610, handle 43
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04fedc50, handle 44
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04fee420, handle 45
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04fece40, handle 46
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04fee5b0, handle 47
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0434ad60, handle 48
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0434a8b0, handle 49
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0434b6c0, handle 50
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0434aa40, handle 51
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0434bb70, handle 52
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0434b9e0, handle 53
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0434a590, handle 54
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0434abd0, handle 55
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0434a720, handle 56
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0434b530, handle 57
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04349dc0, handle 58
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0434aef0, handle 59
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0434a0e0, handle 60
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0434b080, handle 61
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0434b850, handle 62
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0434b3a0, handle 63
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0434b210, handle 64
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04349f50, handle 65
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0434a270, handle 66
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0434a400, handle 67
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04351230, handle 68
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04350100, handle 69
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0434fde0, handle 70
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04350420, handle 71
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b043505b0, handle 72
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b043513c0, handle 73
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04351550, handle 74
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04350740, handle 75
+[2026-08-02T02:38:50Z INFO  train_decoder] encoded 2500 images in 42s (1129 MB cached)
+[2026-08-02T02:38:50Z INFO  meganeura::train] building Training session
+[2026-08-02T02:38:50Z INFO  meganeura::train] forward graph:
+    %0 = Input { name: "feat" }() : F32<[602112]>
+    %1 = Parameter { name: "dec.0.weight" }() : F32<[256, 384, 3, 3]>
+    %2 = Conv2d { in_channels: 384, in_h: 14, in_w: 14, out_channels: 256, kernel_h: 3, kernel_w: 3, stride: 1, 
+padding_h: 1, padding_w: 1 }(%0, %1) : F32<[401408]>
+    %3 = Parameter { name: "dec.0.bias" }() : F32<[256]>
+    %4 = AddPerChannel { channels: 256, spatial: 196 }(%2, %3) : F32<[401408]>
+    %5 = Parameter { name: "dec.0.norm.weight" }() : F32<[256]>
+    %6 = Parameter { name: "dec.0.norm.bias" }() : F32<[256]>
+    %7 = GroupNorm { num_groups: 16, eps: 1e-5, channels: 256, spatial: 196 }(%4, %5, %6) : F32<[401408]>
+    %8 = Silu(%7) : F32<[401408]>
+    %9 = Parameter { name: "dec.0b.weight" }() : F32<[256, 256, 3, 3]>
+    %10 = Conv2d { in_channels: 256, in_h: 14, in_w: 14, out_channels: 256, kernel_h: 3, kernel_w: 3, stride: 1, 
+padding_h: 1, padding_w: 1 }(%8, %9) : F32<[401408]>
+    %11 = Parameter { name: "dec.0b.bias" }() : F32<[256]>
+    %12 = AddPerChannel { channels: 256, spatial: 196 }(%10, %11) : F32<[401408]>
+    %13 = Parameter { name: "dec.0b.norm.weight" }() : F32<[256]>
+    %14 = Parameter { name: "dec.0b.norm.bias" }() : F32<[256]>
+    %15 = GroupNorm { num_groups: 16, eps: 1e-5, channels: 256, spatial: 196 }(%12, %13, %14) : F32<[401408]>
+    %16 = Silu(%15) : F32<[401408]>
+    %17 = Upsample2x { channels: 256, in_h: 14, in_w: 14 }(%16) : F32<[1605632]>
+    %18 = Parameter { name: "dec.1.weight" }() : F32<[128, 256, 3, 3]>
+    %19 = Conv2d { in_channels: 256, in_h: 28, in_w: 28, out_channels: 128, kernel_h: 3, kernel_w: 3, stride: 1, 
+padding_h: 1, padding_w: 1 }(%17, %18) : F32<[802816]>
+    %20 = Parameter { name: "dec.1.bias" }() : F32<[128]>
+    %21 = AddPerChannel { channels: 128, spatial: 784 }(%19, %20) : F32<[802816]>
+    %22 = Parameter { name: "dec.1.norm.weight" }() : F32<[128]>
+    %23 = Parameter { name: "dec.1.norm.bias" }() : F32<[128]>
+    %24 = GroupNorm { num_groups: 8, eps: 1e-5, channels: 128, spatial: 784 }(%21, %22, %23) : F32<[802816]>
+    %25 = Silu(%24) : F32<[802816]>
+    %26 = Parameter { name: "dec.1b.weight" }() : F32<[128, 128, 3, 3]>
+    %27 = Conv2d { in_channels: 128, in_h: 28, in_w: 28, out_channels: 128, kernel_h: 3, kernel_w: 3, stride: 1, 
+padding_h: 1, padding_w: 1 }(%25, %26) : F32<[802816]>
+    %28 = Parameter { name: "dec.1b.bias" }() : F32<[128]>
+    %29 = AddPerChannel { channels: 128, spatial: 784 }(%27, %28) : F32<[802816]>
+    %30 = Parameter { name: "dec.1b.norm.weight" }() : F32<[128]>
+    %31 = Parameter { name: "dec.1b.norm.bias" }() : F32<[128]>
+    %32 = GroupNorm { num_groups: 8, eps: 1e-5, channels: 128, spatial: 784 }(%29, %30, %31) : F32<[802816]>
+    %33 = Silu(%32) : F32<[802816]>
+    %34 = Upsample2x { channels: 128, in_h: 28, in_w: 28 }(%33) : F32<[3211264]>
+    %35 = Parameter { name: "dec.2.weight" }() : F32<[64, 128, 3, 3]>
+    %36 = Conv2d { in_channels: 128, in_h: 56, in_w: 56, out_channels: 64, kernel_h: 3, kernel_w: 3, stride: 1, 
+padding_h: 1, padding_w: 1 }(%34, %35) : F32<[1605632]>
+    %37 = Parameter { name: "dec.2.bias" }() : F32<[64]>
+    %38 = AddPerChannel { channels: 64, spatial: 3136 }(%36, %37) : F32<[1605632]>
+    %39 = Parameter { name: "dec.2.norm.weight" }() : F32<[64]>
+    %40 = Parameter { name: "dec.2.norm.bias" }() : F32<[64]>
+    %41 = GroupNorm { num_groups: 4, eps: 1e-5, channels: 64, spatial: 3136 }(%38, %39, %40) : F32<[1605632]>
+    %42 = Silu(%41) : F32<[1605632]>
+    %43 = Upsample2x { channels: 64, in_h: 56, in_w: 56 }(%42) : F32<[6422528]>
+    %44 = Parameter { name: "dec.3.weight" }() : F32<[32, 64, 3, 3]>
+    %45 = Conv2d { in_channels: 64, in_h: 112, in_w: 112, out_channels: 32, kernel_h: 3, kernel_w: 3, stride: 1, 
+padding_h: 1, padding_w: 1 }(%43, %44) : F32<[3211264]>
+    %46 = Parameter { name: "dec.3.bias" }() : F32<[32]>
+    %47 = AddPerChannel { channels: 32, spatial: 12544 }(%45, %46) : F32<[3211264]>
+    %48 = Parameter { name: "dec.3.norm.weight" }() : F32<[32]>
+    %49 = Parameter { name: "dec.3.norm.bias" }() : F32<[32]>
+    %50 = GroupNorm { num_groups: 2, eps: 1e-5, channels: 32, spatial: 12544 }(%47, %48, %49) : F32<[3211264]>
+    %51 = Silu(%50) : F32<[3211264]>
+    %52 = Upsample2x { channels: 32, in_h: 112, in_w: 112 }(%51) : F32<[12845056]>
+    %53 = Parameter { name: "dec.out.weight" }() : F32<[3, 32, 3, 3]>
+    %54 = Conv2d { in_channels: 32, in_h: 224, in_w: 224, out_channels: 3, kernel_h: 3, kernel_w: 3, stride: 1, 
+padding_h: 1, padding_w: 1 }(%52, %53) : F32<[1204224]>
+    %55 = Parameter { name: "dec.out.bias" }() : F32<[3]>
+    %56 = AddPerChannel { channels: 3, spatial: 50176 }(%54, %55) : F32<[1204224]>
+    %57 = Sigmoid(%56) : F32<[1204224]>
+    %58 = Input { name: "target" }() : F32<[1204224]>
+    %59 = Neg(%58) : F32<[1204224]>
+    %60 = Add(%57, %59) : F32<[1204224]>
+    %61 = Abs(%60) : F32<[1204224]>
+    %62 = MeanAll(%61) : F32<[1]>
+    outputs: %62, %57
+    
+[2026-08-02T02:38:50Z INFO  meganeura::train] optimized forward: 63 nodes
+[2026-08-02T02:38:50Z INFO  meganeura::train] full graph (forward + backward): 167 nodes
+[2026-08-02T02:38:50Z INFO  meganeura::train] execution plan: 149 buffers, 108 dispatches
+[2026-08-02T02:38:50Z INFO  meganeura::runtime] coop caps: f16_tile=16, f32_tile=0
+[2026-08-02T02:38:50Z WARN  meganeura::runtime] only f16 cooperative-matrix tiles available; using scalar matmul (f16 
+coop overflows f32 models with large activations). Set MEGANEURA_COOP_F16=1 to force f16 coop.
+[2026-08-02T02:38:50Z WARN  meganeura::runtime] cooperative matrix not available on NVIDIA GeForce RTX 3050 (NVIDIA) 
+(f32_tile=0, f16_tile=16); using naive matmul
+[2026-08-02T02:38:50Z INFO  meganeura::runtime] 108 dispatches → 61 barrier groups
+[2026-08-02T02:38:50Z INFO  meganeura::runtime] buffer aliasing: 149 logical buffers (562.9 MB) -> 92 allocations 
+(315.6 MB, 229.6 MB device-local)
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b1ee996b0 of size 2408448, name 
+'buf_0', handle 75
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b1ee99840 of size 3538944, name 
+'buf_1', handle 74
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b1ee999d0 of size 1024, name 'buf_2', 
+handle 73
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b1ee99b60 of size 1024, name 'buf_3', 
+handle 72
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b1ee99070 of size 1024, name 'buf_4', 
+handle 71
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b1ee99520 of size 2359296, name 
+'buf_5', handle 70
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b1ee99200 of size 1024, name 'buf_6', 
+handle 69
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b1ee99390 of size 1024, name 'buf_7', 
+handle 68
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0541af90 of size 1024, name 'buf_8', 
+handle 67
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0541b760 of size 1179648, name 
+'buf_9', handle 66
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0541b8f0 of size 512, name 'buf_10', 
+handle 65
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0541c0c0 of size 512, name 'buf_11', 
+handle 64
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0541ba80 of size 512, name 'buf_12', 
+handle 63
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0541bc10 of size 589824, name 
+'buf_13', handle 62
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0541b2b0 of size 512, name 'buf_14', 
+handle 61
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0541ac70 of size 512, name 'buf_15', 
+handle 60
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0541c250 of size 512, name 'buf_16', 
+handle 59
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0541c3e0 of size 294912, name 
+'buf_17', handle 58
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0541c570 of size 256, name 'buf_18', 
+handle 57
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0541b120 of size 256, name 'buf_19', 
+handle 56
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0541c700 of size 256, name 'buf_20', 
+handle 55
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0541a950 of size 73728, name 'buf_21', 
+handle 54
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0541aae0 of size 128, name 'buf_22', 
+handle 53
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0541ae00 of size 128, name 'buf_23', 
+handle 52
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0541bda0 of size 128, name 'buf_24', 
+handle 51
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0541b440 of size 3456, name 'buf_25', 
+handle 50
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0541bf30 of size 12, name 'buf_26', 
+handle 49
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0541b5d0 of size 4816896, name 
+'buf_27', handle 48
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b051fd090 of size 4, name 'buf_28', 
+handle 47
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b051fbdd0 of size 4816896, name 
+'buf_29', handle 46
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b051fc410 of size 4816896, name 
+'buf_30', handle 45
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b051fbab0 of size 4816896, name 
+'buf_31', handle 44
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b051fb2e0 of size 4816896, name 
+'buf_32', handle 43
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b051fca50 of size 4816896, name 
+'buf_33', handle 42
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b051fbf60 of size 4816896, name 
+'buf_34', handle 41
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b051fc280 of size 4816896, name 
+'buf_35', handle 40
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b051fc5a0 of size 4816896, name 
+'buf_36', handle 39
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b051fb470 of size 4816896, name 
+'buf_37', handle 38
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b051fb790 of size 4816896, name 
+'buf_38', handle 37
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b051fc730 of size 4816896, name 
+'buf_39', handle 36
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b051fc8c0 of size 4816896, name 
+'buf_40', handle 35
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b051fcd70 of size 4816896, name 
+'buf_41', handle 34
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b051fb920 of size 4, name 'buf_42', 
+handle 33
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b051fcf00 of size 3456, name 'buf_43', 
+handle 32
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b051fb600 of size 12, name 'buf_44', 
+handle 31
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b051fbc40 of size 73728, name 'buf_45', 
+handle 30
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b051fc0f0 of size 128, name 'buf_46', 
+handle 29
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b043577d0 of size 128, name 'buf_47', 
+handle 28
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04357af0 of size 128, name 'buf_48', 
+handle 27
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04356830 of size 294912, name 
+'buf_49', handle 26
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04357000 of size 256, name 'buf_50', 
+handle 25
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b043569c0 of size 256, name 'buf_51', 
+handle 24
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04357fa0 of size 256, name 'buf_52', 
+handle 23
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04356b50 of size 589824, name 
+'buf_53', handle 22
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04357c80 of size 512, name 'buf_54', 
+handle 21
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04357960 of size 512, name 'buf_55', 
+handle 20
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04356510 of size 1179648, name 
+'buf_56', handle 19
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04357320 of size 512, name 'buf_57', 
+handle 18
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04357e10 of size 512, name 'buf_58', 
+handle 17
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04357640 of size 512, name 'buf_59', 
+handle 16
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04357190 of size 512, name 'buf_60', 
+handle 15
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b043561f0 of size 2359296, name 
+'buf_61', handle 14
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04356ce0 of size 1024, name 'buf_62', 
+handle 13
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04356380 of size 1024, name 'buf_63', 
+handle 12
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b04356e70 of size 3538944, name 
+'buf_64', handle 11
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b043574b0 of size 1024, name 'buf_65', 
+handle 10
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b043566a0 of size 1024, name 'buf_66', 
+handle 9
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b053eb260 of size 1024, name 'buf_67', 
+handle 8
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b053ecb60 of size 1024, name 'buf_68', 
+handle 7
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b053ec200 of size 4816896, name 
+'buf_69', handle 6
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b053ec390 of size 1605632, name 
+'buf_70', handle 5
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b053ec520 of size 1605632, name 
+'buf_71', handle 4
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b053ebee0 of size 1605632, name 
+'buf_72', handle 3
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b053eb3f0 of size 1605632, name 
+'buf_73', handle 2
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b053eb580 of size 1605632, name 
+'buf_74', handle 1
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b053eba30 of size 3211264, name 
+'buf_75', handle 0
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b053ec6b0 of size 6422528, name 
+'buf_76', handle 76
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b053eb710 of size 3211264, name 
+'buf_77', handle 77
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b053ec840 of size 3211264, name 
+'buf_78', handle 78
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b053ec9d0 of size 3211264, name 
+'buf_79', handle 79
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b053eccf0 of size 3211264, name 
+'buf_80', handle 80
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b053eb8a0 of size 6422528, name 
+'buf_81', handle 81
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b053ece80 of size 12845056, name 
+'buf_82', handle 82
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b053ebbc0 of size 6422528, name 
+'buf_83', handle 83
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b053eb0d0 of size 12845056, name 
+'buf_84', handle 84
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b053ebd50 of size 25690112, name 
+'buf_85', handle 85
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b053ec070 of size 12845056, name 
+'buf_86', handle 86
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b05455620 of size 51380224, name 
+'buf_87', handle 87
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b05454fe0 of size 51380224, name 
+'buf_88', handle 88
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b05454e50 of size 4816896, name 
+'buf_89', handle 89
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b054557b0 of size 4816896, name 
+'buf_90', handle 90
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b05456750 of size 4816896, name 
+'buf_91', handle 91
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::descriptor] Creating a descriptor pool for at most 16 sets
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b051f32e0 of size 1048576, name 
+'_scratch', handle 92
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::descriptor] Creating a descriptor pool for at most 16 sets
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b051f45a0 of size 1048576, name 
+'_scratch', handle 93
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b051f3f60 of size 3538944, name 
+'adam_m_0', handle 94
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b051f40f0 of size 3538944, name 
+'adam_v_0', handle 95
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b051f4730 of size 1024, name 
+'adam_m_1', handle 96
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b051f2fc0 of size 1024, name 
+'adam_v_1', handle 97
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b051f4410 of size 1024, name 
+'adam_m_2', handle 98
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b051f48c0 of size 1024, name 
+'adam_v_2', handle 99
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b051f2b10 of size 1024, name 
+'adam_m_3', handle 100
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b051f3920 of size 1024, name 
+'adam_v_3', handle 101
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b051f2ca0 of size 2359296, name 
+'adam_m_4', handle 102
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b051f3150 of size 2359296, name 
+'adam_v_4', handle 103
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b051f3470 of size 1024, name 
+'adam_m_5', handle 104
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b051f3790 of size 1024, name 
+'adam_v_5', handle 105
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b051f3ab0 of size 1024, name 
+'adam_m_6', handle 106
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b050dec60 of size 1024, name 
+'adam_v_6', handle 107
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b050de300 of size 1024, name 
+'adam_m_7', handle 108
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b050de940 of size 1024, name 
+'adam_v_7', handle 109
+[2026-08-02T02:38:50Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b050df750 of size 1179648, name 
+'adam_m_8', handle 110
+[2026-08-02T02:38:51Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b050def80 of size 1179648, name 
+'adam_v_8', handle 111
+[2026-08-02T02:38:51Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b050de490 of size 512, name 'adam_m_9', 
+handle 112
+[2026-08-02T02:38:51Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b050df110 of size 512, name 'adam_v_9', 
+handle 113
+[2026-08-02T02:38:51Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b050de620 of size 512, name 
+'adam_m_10', handle 114
+[2026-08-02T02:38:51Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b050df2a0 of size 512, name 
+'adam_v_10', handle 115
+[2026-08-02T02:38:51Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b050df8e0 of size 512, name 
+'adam_m_11', handle 116
+[2026-08-02T02:38:51Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b050dde50 of size 512, name 
+'adam_v_11', handle 117
+[2026-08-02T02:38:51Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b050ddb30 of size 589824, name 
+'adam_m_12', handle 118
+[2026-08-02T02:38:51Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b050ddcc0 of size 589824, name 
+'adam_v_12', handle 119
+[2026-08-02T02:38:51Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b050de7b0 of size 512, name 
+'adam_m_13', handle 120
+[2026-08-02T02:38:51Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b050dead0 of size 512, name 
+'adam_v_13', handle 121
+[2026-08-02T02:38:51Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b050df430 of size 512, name 
+'adam_m_14', handle 122
+[2026-08-02T02:38:51Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b050ddfe0 of size 512, name 
+'adam_v_14', handle 123
+[2026-08-02T02:38:51Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b050df5c0 of size 512, name 
+'adam_m_15', handle 124
+[2026-08-02T02:38:51Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b050dedf0 of size 512, name 
+'adam_v_15', handle 125
+[2026-08-02T02:38:51Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b050de170 of size 294912, name 
+'adam_m_16', handle 126
+[2026-08-02T02:38:51Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0d0f4d00 of size 294912, name 
+'adam_v_16', handle 127
+[2026-08-02T02:38:51Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0d0f54d0 of size 256, name 
+'adam_m_17', handle 128
+[2026-08-02T02:38:51Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0d0f5340 of size 256, name 
+'adam_v_17', handle 129
+[2026-08-02T02:38:51Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0d0f5660 of size 256, name 
+'adam_m_18', handle 130
+[2026-08-02T02:38:51Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0d0f57f0 of size 256, name 
+'adam_v_18', handle 131
+[2026-08-02T02:38:51Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0d0f6ab0 of size 256, name 
+'adam_m_19', handle 132
+[2026-08-02T02:38:51Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0d0f6470 of size 256, name 
+'adam_v_19', handle 133
+[2026-08-02T02:38:51Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0d0f5980 of size 73728, name 
+'adam_m_20', handle 134
+[2026-08-02T02:38:51Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0d0f6790 of size 73728, name 
+'adam_v_20', handle 135
+[2026-08-02T02:38:51Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0d0f4850 of size 128, name 
+'adam_m_21', handle 136
+[2026-08-02T02:38:51Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0d0f43a0 of size 128, name 
+'adam_v_21', handle 137
+[2026-08-02T02:38:51Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0d0f6150 of size 128, name 
+'adam_m_22', handle 138
+[2026-08-02T02:38:51Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0d0f62e0 of size 128, name 
+'adam_v_22', handle 139
+[2026-08-02T02:38:51Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0d0f6920 of size 128, name 
+'adam_m_23', handle 140
+[2026-08-02T02:38:51Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0d0f5b10 of size 128, name 
+'adam_v_23', handle 141
+[2026-08-02T02:38:51Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0d0f38b0 of size 3456, name 
+'adam_m_24', handle 142
+[2026-08-02T02:38:51Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0d0f49e0 of size 3456, name 
+'adam_v_24', handle 143
+[2026-08-02T02:38:51Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0d0f4b70 of size 12, name 'adam_m_25', 
+handle 144
+[2026-08-02T02:38:51Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0d0f3a40 of size 12, name 'adam_v_25', 
+handle 145
+[2026-08-02T02:38:51Z INFO  blade_graphics::hal::resource] Creating buffer 0x23b0d0f6c40 of size 4, name 
+'grad_clip_acc', handle 146
+[2026-08-02T02:38:51Z INFO  train_decoder] training 2012547 decoder parameters for 12000 steps, batch 8, encoder depth 
+3, resolution 224, seed 2
+[2026-08-02T02:38:51Z INFO  blade_graphics::hal::descriptor] Creating a descriptor pool for at most 16 sets
+[2026-08-02T02:38:51Z INFO  blade_graphics::hal::descriptor] Creating a descriptor pool for at most 256 sets
+[2026-08-02T02:38:51Z INFO  train_decoder] step     0  L1 0.26013  (0s)
+[2026-08-02T02:38:51Z INFO  blade_graphics::hal::descriptor] Creating a descriptor pool for at most 16 sets
+[2026-08-02T02:38:51Z INFO  blade_graphics::hal::descriptor] Creating a descriptor pool for at most 256 sets
+[2026-08-02T02:38:59Z INFO  train_decoder] step   100  L1 0.15269  (9s)
+[2026-08-02T02:39:07Z INFO  train_decoder] step   200  L1 0.12359  (17s)
+[2026-08-02T02:39:16Z INFO  train_decoder] step   300  L1 0.11093  (25s)
+[2026-08-02T02:39:24Z INFO  train_decoder] step   400  L1 0.09722  (34s)
+[2026-08-02T02:39:33Z INFO  train_decoder] step   500  L1 0.09023  (42s)
+[2026-08-02T02:39:41Z INFO  train_decoder] step   600  L1 0.09150  (50s)
+[2026-08-02T02:39:49Z INFO  train_decoder] step   700  L1 0.08026  (59s)
+[2026-08-02T02:39:58Z INFO  train_decoder] step   800  L1 0.08461  (67s)
+[2026-08-02T02:40:06Z INFO  train_decoder] step   900  L1 0.08797  (76s)
+[2026-08-02T02:40:14Z INFO  train_decoder] step  1000  L1 0.10322  (84s)
+[2026-08-02T02:40:23Z INFO  train_decoder] step  1100  L1 0.07443  (92s)
+[2026-08-02T02:40:31Z INFO  train_decoder] step  1200  L1 0.07697  (101s)
+[2026-08-02T02:40:40Z INFO  train_decoder] step  1300  L1 0.07940  (109s)
+[2026-08-02T02:40:48Z INFO  train_decoder] step  1400  L1 0.07980  (118s)
+[2026-08-02T02:40:56Z INFO  train_decoder] step  1500  L1 0.08284  (126s)
+[2026-08-02T02:41:05Z INFO  train_decoder] step  1600  L1 0.07238  (134s)
+[2026-08-02T02:41:13Z INFO  train_decoder] step  1700  L1 0.07680  (143s)
+[2026-08-02T02:41:22Z INFO  train_decoder] step  1800  L1 0.07264  (151s)
+[2026-08-02T02:41:30Z INFO  train_decoder] step  1900  L1 0.06124  (160s)
+[2026-08-02T02:41:39Z INFO  train_decoder] step  2000  L1 0.08404  (168s)
+[2026-08-02T02:41:47Z INFO  train_decoder] step  2100  L1 0.06673  (176s)
+[2026-08-02T02:41:55Z INFO  train_decoder] step  2200  L1 0.07050  (185s)
+[2026-08-02T02:42:04Z INFO  train_decoder] step  2300  L1 0.07413  (193s)
+[2026-08-02T02:42:12Z INFO  train_decoder] step  2400  L1 0.06771  (202s)
+[2026-08-02T02:42:21Z INFO  train_decoder] step  2500  L1 0.06549  (210s)
+[2026-08-02T02:42:29Z INFO  train_decoder] step  2600  L1 0.06489  (219s)
+[2026-08-02T02:42:38Z INFO  train_decoder] step  2700  L1 0.05823  (227s)
+[2026-08-02T02:42:46Z INFO  train_decoder] step  2800  L1 0.06011  (235s)
+[2026-08-02T02:42:54Z INFO  train_decoder] step  2900  L1 0.05524  (244s)
+[2026-08-02T02:43:03Z INFO  train_decoder] step  3000  L1 0.06232  (252s)
+[2026-08-02T02:43:11Z INFO  train_decoder] step  3100  L1 0.07914  (261s)
+[2026-08-02T02:43:20Z INFO  train_decoder] step  3200  L1 0.06663  (269s)
+[2026-08-02T02:43:28Z INFO  train_decoder] step  3300  L1 0.05794  (278s)
+[2026-08-02T02:43:37Z INFO  train_decoder] step  3400  L1 0.07571  (286s)
+[2026-08-02T02:43:45Z INFO  train_decoder] step  3500  L1 0.06858  (294s)
+[2026-08-02T02:43:53Z INFO  train_decoder] step  3600  L1 0.07009  (303s)
+[2026-08-02T02:44:02Z INFO  train_decoder] step  3700  L1 0.05324  (311s)
+[2026-08-02T02:44:10Z INFO  train_decoder] step  3800  L1 0.05657  (320s)
+[2026-08-02T02:44:19Z INFO  train_decoder] step  3900  L1 0.04740  (328s)
+[2026-08-02T02:44:27Z INFO  train_decoder] step  4000  L1 0.06178  (337s)
+[2026-08-02T02:44:36Z INFO  train_decoder] step  4100  L1 0.05673  (345s)
+[2026-08-02T02:44:44Z INFO  train_decoder] step  4200  L1 0.06157  (353s)
+[2026-08-02T02:44:52Z INFO  train_decoder] step  4300  L1 0.06102  (362s)
+[2026-08-02T02:45:01Z INFO  train_decoder] step  4400  L1 0.06467  (370s)
+[2026-08-02T02:45:09Z INFO  train_decoder] step  4500  L1 0.06802  (379s)
+[2026-08-02T02:45:18Z INFO  train_decoder] step  4600  L1 0.04420  (387s)
+[2026-08-02T02:45:26Z INFO  train_decoder] step  4700  L1 0.05623  (396s)
+[2026-08-02T02:45:35Z INFO  train_decoder] step  4800  L1 0.05305  (404s)
+[2026-08-02T02:45:43Z INFO  train_decoder] step  4900  L1 0.06091  (412s)
+[2026-08-02T02:45:51Z INFO  train_decoder] step  5000  L1 0.07023  (421s)
+[2026-08-02T02:46:00Z INFO  train_decoder] step  5100  L1 0.05447  (429s)
+[2026-08-02T02:46:08Z INFO  train_decoder] step  5200  L1 0.06551  (438s)
+[2026-08-02T02:46:17Z INFO  train_decoder] step  5300  L1 0.07147  (446s)
+[2026-08-02T02:46:25Z INFO  train_decoder] step  5400  L1 0.05772  (455s)
+[2026-08-02T02:46:34Z INFO  train_decoder] step  5500  L1 0.05481  (463s)
+[2026-08-02T02:46:42Z INFO  train_decoder] step  5600  L1 0.05642  (471s)
+[2026-08-02T02:46:50Z INFO  train_decoder] step  5700  L1 0.04046  (480s)
+[2026-08-02T02:46:59Z INFO  train_decoder] step  5800  L1 0.05570  (488s)
+[2026-08-02T02:47:07Z INFO  train_decoder] step  5900  L1 0.06535  (497s)
+[2026-08-02T02:47:16Z INFO  train_decoder] step  6000  L1 0.06039  (505s)
+[2026-08-02T02:47:24Z INFO  train_decoder] step  6100  L1 0.05871  (514s)
+[2026-08-02T02:47:33Z INFO  train_decoder] step  6200  L1 0.05462  (522s)
+[2026-08-02T02:47:41Z INFO  train_decoder] step  6300  L1 0.06344  (530s)
+[2026-08-02T02:47:49Z INFO  train_decoder] step  6400  L1 0.04877  (539s)
+[2026-08-02T02:47:58Z INFO  train_decoder] step  6500  L1 0.06173  (547s)
+[2026-08-02T03:28:17Z INFO  train_decoder] step  6600  L1 0.05182  (2966s)
+[2026-08-02T03:28:25Z INFO  train_decoder] step  6700  L1 0.05312  (2975s)
+[2026-08-02T03:28:34Z INFO  train_decoder] step  6800  L1 0.04934  (2983s)
+[2026-08-02T03:28:42Z INFO  train_decoder] step  6900  L1 0.05791  (2992s)
+[2026-08-02T03:28:51Z INFO  train_decoder] step  7000  L1 0.04920  (3000s)
+[2026-08-02T03:28:59Z INFO  train_decoder] step  7100  L1 0.05876  (3009s)
+[2026-08-02T03:29:08Z INFO  train_decoder] step  7200  L1 0.05408  (3017s)
+[2026-08-02T03:29:16Z INFO  train_decoder] step  7300  L1 0.06215  (3026s)
+[2026-08-02T03:29:24Z INFO  train_decoder] step  7400  L1 0.04822  (3034s)
+[2026-08-02T03:29:33Z INFO  train_decoder] step  7500  L1 0.05205  (3043s)
+[2026-08-02T03:29:41Z INFO  train_decoder] step  7600  L1 0.04842  (3051s)
+[2026-08-02T03:29:50Z INFO  train_decoder] step  7700  L1 0.05612  (3059s)
+[2026-08-02T03:29:58Z INFO  train_decoder] step  7800  L1 0.05601  (3068s)
+[2026-08-02T03:30:07Z INFO  train_decoder] step  7900  L1 0.04041  (3076s)
+[2026-08-02T03:30:15Z INFO  train_decoder] step  8000  L1 0.04334  (3085s)
+[2026-08-02T03:30:23Z INFO  train_decoder] step  8100  L1 0.05362  (3093s)
+[2026-08-02T03:30:32Z INFO  train_decoder] step  8200  L1 0.04997  (3101s)
+[2026-08-02T03:30:40Z INFO  train_decoder] step  8300  L1 0.04715  (3110s)
+[2026-08-02T03:30:49Z INFO  train_decoder] step  8400  L1 0.05513  (3118s)
+[2026-08-02T03:30:57Z INFO  train_decoder] step  8500  L1 0.03536  (3127s)
+[2026-08-02T03:31:06Z INFO  train_decoder] step  8600  L1 0.05201  (3135s)
+[2026-08-02T03:31:14Z INFO  train_decoder] step  8700  L1 0.04387  (3144s)
+[2026-08-02T03:31:23Z INFO  train_decoder] step  8800  L1 0.06422  (3152s)
+[2026-08-02T03:31:31Z INFO  train_decoder] step  8900  L1 0.04281  (3161s)
+[2026-08-02T03:31:39Z INFO  train_decoder] step  9000  L1 0.04988  (3169s)
+[2026-08-02T03:31:48Z INFO  train_decoder] step  9100  L1 0.04553  (3178s)
+[2026-08-02T03:31:56Z INFO  train_decoder] step  9200  L1 0.04453  (3186s)
+[2026-08-02T03:32:05Z INFO  train_decoder] step  9300  L1 0.05053  (3194s)
+[2026-08-02T03:32:13Z INFO  train_decoder] step  9400  L1 0.04335  (3203s)
+[2026-08-02T03:32:22Z INFO  train_decoder] step  9500  L1 0.04871  (3211s)
+[2026-08-02T03:32:30Z INFO  train_decoder] step  9600  L1 0.04935  (3220s)
+[2026-08-02T03:32:39Z INFO  train_decoder] step  9700  L1 0.04840  (3228s)
+[2026-08-02T03:32:47Z INFO  train_decoder] step  9800  L1 0.04570  (3237s)
+[2026-08-02T03:32:56Z INFO  train_decoder] step  9900  L1 0.05421  (3245s)
+[2026-08-02T03:33:04Z INFO  train_decoder] step 10000  L1 0.03895  (3254s)
+[2026-08-02T03:33:12Z INFO  train_decoder] step 10100  L1 0.04962  (3262s)
+[2026-08-02T03:33:21Z INFO  train_decoder] step 10200  L1 0.04485  (3270s)
+[2026-08-02T03:33:29Z INFO  train_decoder] step 10300  L1 0.06306  (3279s)
+[2026-08-02T03:33:38Z INFO  train_decoder] step 10400  L1 0.05146  (3287s)
+[2026-08-02T03:33:46Z INFO  train_decoder] step 10500  L1 0.04702  (3296s)
+[2026-08-02T03:33:55Z INFO  train_decoder] step 10600  L1 0.05348  (3304s)
+[2026-08-02T03:34:03Z INFO  train_decoder] step 10700  L1 0.05453  (3313s)
+[2026-08-02T03:34:12Z INFO  train_decoder] step 10800  L1 0.05178  (3321s)
+[2026-08-02T03:34:20Z INFO  train_decoder] step 10900  L1 0.03767  (3330s)
+[2026-08-02T03:34:29Z INFO  train_decoder] step 11000  L1 0.04068  (3338s)
+[2026-08-02T03:34:37Z INFO  train_decoder] step 11100  L1 0.05561  (3347s)
+[2026-08-02T03:34:46Z INFO  train_decoder] step 11200  L1 0.04619  (3355s)
+[2026-08-02T03:34:54Z INFO  train_decoder] step 11300  L1 0.04130  (3364s)
+[2026-08-02T03:35:03Z INFO  train_decoder] step 11400  L1 0.04752  (3372s)
+[2026-08-02T03:35:11Z INFO  train_decoder] step 11500  L1 0.04413  (3381s)
+[2026-08-02T03:35:20Z INFO  train_decoder] step 11600  L1 0.04392  (3389s)
+[2026-08-02T03:35:28Z INFO  train_decoder] step 11700  L1 0.04527  (3398s)
+[2026-08-02T03:35:37Z INFO  train_decoder] step 11800  L1 0.04289  (3406s)
+[2026-08-02T03:35:45Z INFO  train_decoder] step 11900  L1 0.05464  (3415s)
+[2026-08-02T03:35:54Z INFO  train_decoder] step 11999  L1 0.05510  (3423s)
+[2026-08-02T03:35:54Z INFO  train_decoder] wrote C:\tmp\dinovision-runs-corrected-v2\3l224-seed2\decoder.bin
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b051f32e0, handle 92
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b051f45a0, handle 93
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b1ee996b0, handle 75
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b1ee99840, handle 74
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b1ee999d0, handle 73
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b1ee99b60, handle 72
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b1ee99070, handle 71
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b1ee99520, handle 70
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b1ee99200, handle 69
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b1ee99390, handle 68
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0541af90, handle 67
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0541b760, handle 66
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0541b8f0, handle 65
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0541c0c0, handle 64
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0541ba80, handle 63
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0541bc10, handle 62
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0541b2b0, handle 61
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0541ac70, handle 60
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0541c250, handle 59
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0541c3e0, handle 58
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0541c570, handle 57
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0541b120, handle 56
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0541c700, handle 55
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0541a950, handle 54
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0541aae0, handle 53
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0541ae00, handle 52
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0541bda0, handle 51
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0541b440, handle 50
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0541bf30, handle 49
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0541b5d0, handle 48
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b051fd090, handle 47
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b051fbdd0, handle 46
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b051fc410, handle 45
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b051fbab0, handle 44
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b051fb2e0, handle 43
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b051fca50, handle 42
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b051fbf60, handle 41
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b051fc280, handle 40
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b051fc5a0, handle 39
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b051fb470, handle 38
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b051fb790, handle 37
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b051fc730, handle 36
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b051fc8c0, handle 35
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b051fcd70, handle 34
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b051fb920, handle 33
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b051fcf00, handle 32
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b051fb600, handle 31
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b051fbc40, handle 30
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b051fc0f0, handle 29
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b043577d0, handle 28
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04357af0, handle 27
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04356830, handle 26
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04357000, handle 25
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b043569c0, handle 24
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04357fa0, handle 23
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04356b50, handle 22
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04357c80, handle 21
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04357960, handle 20
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04356510, handle 19
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04357320, handle 18
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04357e10, handle 17
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04357640, handle 16
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04357190, handle 15
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b043561f0, handle 14
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04356ce0, handle 13
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04356380, handle 12
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b04356e70, handle 11
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b043574b0, handle 10
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b043566a0, handle 9
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b053eb260, handle 8
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b053ecb60, handle 7
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b053ec200, handle 6
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b053ec390, handle 5
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b053ec520, handle 4
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b053ebee0, handle 3
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b053eb3f0, handle 2
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b053eb580, handle 1
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b053eba30, handle 0
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b053ec6b0, handle 76
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b053eb710, handle 77
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b053ec840, handle 78
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b053ec9d0, handle 79
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b053eccf0, handle 80
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b053eb8a0, handle 81
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b053ece80, handle 82
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b053ebbc0, handle 83
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b053eb0d0, handle 84
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b053ebd50, handle 85
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b053ec070, handle 86
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b05455620, handle 87
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b05454fe0, handle 88
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b05454e50, handle 89
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b054557b0, handle 90
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b05456750, handle 91
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b051f3f60, handle 94
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b051f40f0, handle 95
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b051f4730, handle 96
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b051f2fc0, handle 97
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b051f4410, handle 98
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b051f48c0, handle 99
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b051f2b10, handle 100
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b051f3920, handle 101
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b051f2ca0, handle 102
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b051f3150, handle 103
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b051f3470, handle 104
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b051f3790, handle 105
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b051f3ab0, handle 106
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b050dec60, handle 107
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b050de300, handle 108
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b050de940, handle 109
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b050df750, handle 110
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b050def80, handle 111
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b050de490, handle 112
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b050df110, handle 113
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b050de620, handle 114
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b050df2a0, handle 115
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b050df8e0, handle 116
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b050dde50, handle 117
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b050ddb30, handle 118
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b050ddcc0, handle 119
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b050de7b0, handle 120
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b050dead0, handle 121
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b050df430, handle 122
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b050ddfe0, handle 123
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b050df5c0, handle 124
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b050dedf0, handle 125
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b050de170, handle 126
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0d0f4d00, handle 127
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0d0f54d0, handle 128
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0d0f5340, handle 129
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0d0f5660, handle 130
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0d0f57f0, handle 131
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0d0f6ab0, handle 132
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0d0f6470, handle 133
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0d0f5980, handle 134
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0d0f6790, handle 135
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0d0f4850, handle 136
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0d0f43a0, handle 137
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0d0f6150, handle 138
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0d0f62e0, handle 139
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0d0f6920, handle 140
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0d0f5b10, handle 141
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0d0f38b0, handle 142
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0d0f49e0, handle 143
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0d0f4b70, handle 144
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0d0f3a40, handle 145
+[2026-08-02T03:35:54Z INFO  blade_graphics::hal::resource] Destroying buffer 0x23b0d0f6c40, handle 146

replicates/3l224-seed2/training.stdout.log

@@ -0,0 +1,2 @@
+wrote C:\tmp\dinovision-runs-corrected-v2\3l224-seed2\decoder_samples.png and C:\tmp\dinovision-runs-corrected-v2\3l224-seed2\training.json
+in-sample diagnostic mean PSNR 22.07 dB

replicates/log-normalization.json

@@ -0,0 +1,114 @@
+{
+    "schema_version":  1,
+    "transform":  "decode UTF-16LE BOM and encode identical Unicode text as UTF-8 without BOM",
+    "logs":  [
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+             ]
+}

reproducibility/determinism.json

@@ -0,0 +1,39 @@
+{
+  "schema_version": 1,
+  "created_utc": "2026-08-02T04:05:46.435112+00:00",
+  "purpose": "short deterministic replay; not a quality or throughput result",
+  "configuration": {
+    "dataset_manifest_sha256": "2071f89b2a7b077d7729641fc858e1225d057d11a797d16198c0d195d989bb89",
+    "requested_images": 16,
+    "training_images": 16,
+    "model_sha256": "4610ad75edef83e75afdebf162d148dc628045ea6cbb83d67d4708c709c4f91d",
+    "initialization": "random",
+    "initialization_sha256": null,
+    "seed": 20260801,
+    "image_size": 224,
+    "encoder_layers": 3,
+    "batch_size": 8,
+    "steps": 20,
+    "data_order": "seeded Fisher-Yates; reshuffled after every complete pass",
+    "objective": "mean absolute error (L1)",
+    "optimizer": "Adam(beta1=0.9,beta2=0.999,epsilon=1e-8), linear decay to a 0.0001 floor at 95% of updates",
+    "initial_learning_rate": 0.002,
+    "final_learning_rate": 0.00010000003,
+    "decoder_parameters": 2012547,
+    "final_l1": 0.16570576
+  },
+  "runs": [
+    {
+      "name": "dinovision-determinism-a",
+      "training_record_sha256": "5c69394e4a3f8e7ce01efb591b850385bca602ff0fee2b931881336dfdf91885",
+      "decoder_sha256": "2959b06784576bb1bc495b4e0a0d2f4aeebb216d56f7fc078843df4b7ec12686"
+    },
+    {
+      "name": "dinovision-determinism-b",
+      "training_record_sha256": "a4d4eac0314145ddfad16c7c3b9d63a0e3690a0613cbc97f1a874178a1ae79c0",
+      "decoder_sha256": "2959b06784576bb1bc495b4e0a0d2f4aeebb216d56f7fc078843df4b7ec12686"
+    }
+  ],
+  "all_decoder_bytes_identical": true,
+  "decoder_sha256": "2959b06784576bb1bc495b4e0a0d2f4aeebb216d56f7fc078843df4b7ec12686"
+}

reproducibility/runs/dinovision-determinism-a/training.json

@@ -0,0 +1,29 @@
+{
+  "schema_version": 1,
+  "completed_unix_seconds": 1785642986,
+  "dataset": "C:/tmp/dinovision-data/manifests/imagenette2-320.json",
+  "dataset_manifest_sha256": "2071f89b2a7b077d7729641fc858e1225d057d11a797d16198c0d195d989bb89",
+  "requested_images": 16,
+  "training_images": 16,
+  "model": "C:/tmp/dinovision-assets/model.safetensors",
+  "model_sha256": "4610ad75edef83e75afdebf162d148dc628045ea6cbb83d67d4708c709c4f91d",
+  "initialization": "random",
+  "initialization_sha256": null,
+  "seed": 20260801,
+  "image_size": 224,
+  "encoder_layers": 3,
+  "batch_size": 8,
+  "steps": 20,
+  "data_order": "seeded Fisher-Yates; reshuffled after every complete pass",
+  "objective": "mean absolute error (L1)",
+  "optimizer": "Adam(beta1=0.9,beta2=0.999,epsilon=1e-8), linear decay to a 0.0001 floor at 95% of updates",
+  "initial_learning_rate": 0.002,
+  "final_learning_rate": 0.00010000003,
+  "decoder_parameters": 2012547,
+  "encoding_seconds": 0.2162939,
+  "training_seconds": 1.6882381,
+  "final_l1": 0.16570576,
+  "decoder": "C:/tmp/dinovision-determinism-a/decoder.bin",
+  "decoder_sha256": "2959b06784576bb1bc495b4e0a0d2f4aeebb216d56f7fc078843df4b7ec12686",
+  "diagnostic_samples": "C:/tmp/dinovision-determinism-a/decoder_samples.png"
+}

reproducibility/runs/dinovision-determinism-b/training.json

@@ -0,0 +1,29 @@
+{
+  "schema_version": 1,
+  "completed_unix_seconds": 1785642989,
+  "dataset": "C:/tmp/dinovision-data/manifests/imagenette2-320.json",
+  "dataset_manifest_sha256": "2071f89b2a7b077d7729641fc858e1225d057d11a797d16198c0d195d989bb89",
+  "requested_images": 16,
+  "training_images": 16,
+  "model": "C:/tmp/dinovision-assets/model.safetensors",
+  "model_sha256": "4610ad75edef83e75afdebf162d148dc628045ea6cbb83d67d4708c709c4f91d",
+  "initialization": "random",
+  "initialization_sha256": null,
+  "seed": 20260801,
+  "image_size": 224,
+  "encoder_layers": 3,
+  "batch_size": 8,
+  "steps": 20,
+  "data_order": "seeded Fisher-Yates; reshuffled after every complete pass",
+  "objective": "mean absolute error (L1)",
+  "optimizer": "Adam(beta1=0.9,beta2=0.999,epsilon=1e-8), linear decay to a 0.0001 floor at 95% of updates",
+  "initial_learning_rate": 0.002,
+  "final_learning_rate": 0.00010000003,
+  "decoder_parameters": 2012547,
+  "encoding_seconds": 0.1637767,
+  "training_seconds": 1.6947035000000001,
+  "final_l1": 0.16570576,
+  "decoder": "C:/tmp/dinovision-determinism-b/decoder.bin",
+  "decoder_sha256": "2959b06784576bb1bc495b4e0a0d2f4aeebb216d56f7fc078843df4b7ec12686",
+  "diagnostic_samples": "C:/tmp/dinovision-determinism-b/decoder_samples.png"
+}

training.json

@@ -0,0 +1,29 @@
+{
+  "schema_version": 1,
+  "completed_unix_seconds": 1785636645,
+  "dataset": "C:/tmp/dinovision-data/manifests/imagenette2-320.json",
+  "dataset_manifest_sha256": "2071f89b2a7b077d7729641fc858e1225d057d11a797d16198c0d195d989bb89",
+  "requested_images": 2500,
+  "training_images": 2500,
+  "model": "C:/tmp/dinovision-assets/model.safetensors",
+  "model_sha256": "4610ad75edef83e75afdebf162d148dc628045ea6cbb83d67d4708c709c4f91d",
+  "initialization": "random",
+  "initialization_sha256": null,
+  "seed": 0,
+  "image_size": 224,
+  "encoder_layers": 3,
+  "batch_size": 8,
+  "steps": 12000,
+  "data_order": "seeded Fisher-Yates; reshuffled after every complete pass",
+  "objective": "mean absolute error (L1)",
+  "optimizer": "Adam(beta1=0.9,beta2=0.999,epsilon=1e-8), linear learning-rate decay",
+  "initial_learning_rate": 0.002,
+  "final_learning_rate": 0.000100000005,
+  "decoder_parameters": 2012547,
+  "encoding_seconds": 33.7236122,
+  "training_seconds": 1011.3873943,
+  "final_l1": 0.034821644,
+  "decoder": "C:/tmp/dinovision-runs-corrected-v2/3l224-seed0/decoder.bin",
+  "decoder_sha256": "d2b34b2133b27c253e353af574d15627f2f7cfd6c87f3130e7541f3122a7ec5c",
+  "diagnostic_samples": "C:/tmp/dinovision-runs-corrected-v2/3l224-seed0/decoder_samples.png"
+}