Operational (MEASURED laptop-Blackwell)
STATUS: tests PASS.
get_kernelimport-LIVE. Unsloth/LoRA is the wrong tool. Receipted kernels, not silent CUDA.
| Thing | Label | Method / N / date / what-NOT |
|---|---|---|
tests (PYTHONPATH=torch-ext) |
PASS | MEASURED 2026-08-29T15:54:20Z host betterwithage Windows-10-10.0.26200-SP0. torch 2.10.0+cu128. GPU NVIDIA GeForce RTX 5050 Laptop GPU arch Blackwell. pytest 12 passed in 3.80s (after torch-universal refresh). Failed nodes: none. What-NOT: not a leaderboard. torch.compile fullgraph failures on Windows Blackwell (cl is not found) are MEASURED, not hidden. |
Kernel Hub get_kernel |
import-LIVE | kernels 0.16.1. Default: get_kernel("SZLHOLDINGS/szl-maskmod", revision="main", trust_remote_code=True) → True. backend="cpu" → True. trust_remote_code=False → ValueError (SZLHOLDINGS is not a trusted publisher). repo_type=kernel required (kernels 0.16). What-NOT: not a weight load; do not pickle/joblib.load. |
| formula-tax | ADVISORY | locked-8 F1 F4 F7 F11 F12 F18 F19 F22. registry_count=21. Λ geomean 0.316227766016838. uniqueness Conjecture 1 (never a theorem). |
| I1–I8 | catalog | I1 receipt-chain-continuity; I2 ledger-failure-shape; I3 served-run-has-model; I4 signed-columns-atomic; I5 loop-steps-positive; I6 receipt-ed25519-verify; I7 receipt-columns-consistent; I8 flywheel-lineage. Executed by SZLHOLDINGS/szl-invariants. Statuses never coerced. Λ untouched. |
| CUDA speedup / tokens/s / joules | UNAVAILABLE | Not claimed. Receipted kernels, not silent CUDA. |
GitHub source: szl-holdings/szl-maskmod @ 7e9d9e3af892d76fc1c34d280b8f516ac57c3a17. Artifacts: BENCH.laptop-blackwell.json, OPERATIONAL.json.
from kernels import get_kernel
k = get_kernel("SZLHOLDINGS/szl-maskmod", revision="main", trust_remote_code=True)
szl-maskmod
Status
STATUS: import-LIVE on CPU Kernel Hub
get_kernel(kernels0.16.1). GPU attention / Flash / Sage / Flex / Triton is UNAVAILABLE.
| Thing | Label | Method / N / date / what-NOT |
|---|---|---|
Kernel Hub get_kernel |
import-LIVE | MEASURED 2026-08-28 2:28pm ET on kernels 0.16.1. HEAD 1e2ebef (1e2ebef3c3faec7bb9ca178e708eb5d7af8ffe69). Legal name szl-maskmod (Python module szl_maskmod). Variants: build/torch-universal (default get_kernel) and build/torch-cpu (backend="cpu"). Working calls: get_kernel("SZLHOLDINGS/szl-maskmod", revision="main", trust_remote_code=True) and the same with backend="cpu". selfcheck ok=true, chain_ok=true, chain_depth=1, max_abs_vs_sdpa_causal=2.384185791015625e-07. What-NOT: no tokens/s; no joules. CPU torch Flex-silhouette (score_mod + block-mask). GPU/Triton not claimed LIVE. Λ = Conjecture 1 (advisory). |
| GPU attention (Flash / Sage / Flex / Triton) | UNAVAILABLE | MEASURED 2026-08-28 7:01pm ET this session. Host cursor (Linux 6.12.94+ x86_64, Intel Xeon 8-core). torch 2.13.0+cu130 compiled CUDA 13.0. torch.cuda.is_available()=false. nvidia-smi UNAVAILABLE. device_count=0. Triton 3.7.1 present with no CUDA device. No cubin. No timed GPU run. No tokens/s. No joules. CPU torch Flex-silhouette only. |
Canonical source: https://github.com/szl-holdings/szl-maskmod
This Hub repo is the publish mirror. ATELIER owns cards. No CUDA benches. Λ = Conjecture 1. Apache-2.0.
from szl_maskmod import maskmod_attn, ReceiptChain, selfcheck
import torch
q = k = v = torch.randn(1, 2, 8, 16)
y = maskmod_attn(q, k, v, causal=True)
print(selfcheck())
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