RDNA 4 validation
Scope
This gate validates a narrow runtime integration:
- original Baidu BF16 checkpoint at one immutable revision;
- direct Hugging Face Transformers inference on one visible AMD GPU;
- no quantization, serving framework, tensor parallelism, custom kernel package, renamed weights, or fine-tuning;
- exact software inventory, model-tree integrity, deterministic output, bounded PDF rendering, and released VRAM.
It is not a new model/checkpoint/kernel port or an OCR-quality benchmark.
Verified host
Validated 31 July 2026 on one GPU in a Tinybox Red v2:
- AMD Radeon RX 9070 XT,
gfx1201, 16 GB; - Ubuntu 24.04.4, kernel
6.17.0-40-generic; - host ROCm 7.2.1 and HIP runtime
7.2.53211-e1a6bc5663; - PyTorch
2.9.1+rocm7.2.1.gitff65f5bc; - torchvision
0.24.0+rocm7.2.1.gitb919bd0c; - Triton
3.5.1+rocm7.2.1.gita272dfa8; - Transformers 4.57.1 and pypdfium2 5.12.1;
- model revision
07dea832e22aefee32ad281d4b80551282e1c168; - weight SHA-256
2bc48a7a110061ea58fff65d3169367eebe3aee371ca6968dc2219c1b2855fc6.
The exact parsed evidence is checked in as validation-gfx1201.json.
Tracked gate
The repository carries one synthetic 1600×2000 document as PNG and one-page PDF. Their bytes are fixed:
| Fixture | SHA-256 |
|---|---|
| PNG | f5099e17be868abfb4213dbdab220deac82a2db93ba87ab22f03219178246972 |
cdd2b484d0ac90bd98b489dd97565a65eb17246f713359524cddd41d78cc10cb |
The gate:
- checksum-verifies both fixtures;
- parses
doctor --jsonand requires exactly one visiblegfx1201, BF16, the exact package/HIP stack, and the pinned prepared model; - proves the root-created systemd
PrivateNetworknamespace cannot make an outbound connection; - runs PNG inference twice in fresh processes and PDF inference once;
- checks heading/table/reading order, euro amount, formula, checksum text, page counts, revision, architecture, and a sub-16-GiB peak;
- requires byte-identical repeated PNG output and the recorded PNG/PDF output hashes;
- parses AMD SMI JSON after completion and rejects a remaining Python GPU process.
Final results:
| Test | Model load | Inference | Peak allocated VRAM | Output SHA-256 |
|---|---|---|---|---|
| PNG process 1 | 9.287 s | 15.275 s | 8.253 GiB | 13df4005…cbc01 |
| PNG process 2 | 9.000 s | 14.995 s | 8.253 GiB | 13df4005…cbc01 |
| One-page PDF, 150 DPI | 8.983 s | 15.368 s | 8.253 GiB | fb17a639…42438 |
AMD SMI reported No running processes detected after the final process. The two PNG results were byte-identical.
Reproduce
Start with no competing owner of the selected GPU, then run:
./scripts/bootstrap-rocm.sh
.venv/bin/unlimited-ocr-rdna4 prepare
VALIDATION_NETWORK_ISOLATED=1 \
UNLIMITED_OCR_DEVICE=GPU-0123456789abcdef \
AMD_SMI_GPU=3 \
./scripts/validate-smoke.sh
VALIDATION_NETWORK_ISOLATED=1 requires non-interactive permission for the script's narrowly scoped root
systemd-run command. Without it, the functional gate still runs but correctly records network_isolated=false.
AMD_SMI_GPU is the physical AMD SMI index used only for the post-run process check.
Transformers reports model.vision_model.embeddings.position_ids as newly initialized. That object is a non-persistent
derived position-index buffer, not a learned checkpoint parameter; the original safetensors file is fully hashed before
every load.
Limits
- Only
gfx1201has passed this exact gate.gfx1200is accepted by the architecture guard but reported as not hardware verified. - The synthetic fixture demonstrates runtime compatibility, deterministic decoding, basic structure recovery, and the PDF path. It does not establish real-document accuracy.
- Generative OCR can omit or hallucinate text. Consequential output must be checked against the source.