TheBloke/PULI-GPT-3SX-GGML warn
Weights only ship in a format that can run code when loaded; its architecture doesn't match its claimed base model.
claims base: NYTK/PULI-GPT-3SX · chat template: not found · view on Hugging Face ↗
Scan coverageStatic battery2026-08-25Weights batteryqueuedBehavioral batterynot rundetails
| Battery | Looks at | Status |
|---|---|---|
| Static battery | Metadata & packaging | complete 2026-08-25 |
| Weights battery | Weights forensics — no GPU, no download | queued |
| Behavioral battery | Live-inference differentials | not run |
Ingot runs three batteries against a model. What each one checks →
Findings
Scanned 2026-08-25 · published from a community scan.
medium Pickle-serialized weights, no safetensors
Weights ship only as pickle-based files (puli-gpt-3sx.ggmlv1.q4_0.bin, puli-gpt-3sx.ggmlv1.q4_1.bin, puli-gpt-3sx.ggmlv1.q5_0.bin, …). Loading pickle executes arbitrary code from the file — prefer a safetensors release or load in a sandbox.
How to fix
Convert the weights to safetensors before loading them anywhere that matters.
- Do not load the pickle files in-process — pickle deserialization executes arbitrary code from the file.
- Convert locally in a sandbox: `pip install safetensors` and use `safetensors.torch.save_file` on a state dict loaded with `torch.load(..., weights_only=True)` (refuses most code-execution payloads), or use Hugging Face's `convert.py` space/script.
- Pin the exact revision hash you converted from, and load only your converted safetensors artifact from then on.
medium Architecture differs from claimed parent (gpt-neox vs gpt_neox)
This model declares NYTK/PULI-GPT-3SX as its base, but its config declares architecture 'gpt-neox' while the parent is 'gpt_neox'. A finetune, merge, or quantization cannot change the architecture family — the lineage label is wrong or misleading, so treat provenance claims (training data, safety posture, licensing) as unverified.
How to fix
Fix or verify the `base_model` declaration so lineage checks can run.
- If you own the repo: correct the `base_model` field in the model card metadata to the real, public parent.
- If you don't: identify the true parent (config architecture + weight shapes narrow it fast) and re-scan with that lineage in mind.
Remediation guidance addresses the documented findings only. It is evidence-driven repair, not a safety certification of the model.
Fingerprint
The durable profile of this model: measured weights-and-metadata facts, rebuilt on every scan and battery run. Updated 2026-08-25.
| architecture | gpt-neox |
| license | cc-by-nc-4.0 |
| serialization | no safetensors pickle |
| chat template | none |
| claimed lineage | NYTK/PULI-GPT-3SX |
| lineage verified | unverified — weights battery pending |
Full measured fingerprint
| library | transformers |
| pipeline | text-generation |
| repo files | 8 — pickle: puli-gpt-3sx.ggmlv1.q4_0.bin, puli-gpt-3sx.ggmlv1.q4_1.bin, puli-gpt-3sx.ggmlv1.q5_0.bin, puli-gpt-3sx.ggmlv1.q5_1.bin, puli-gpt-3sx.ggmlv1.q8_0.bin |
| revision | cbaed5c9fa1b |
| HF snapshot | 18 downloads · 5 likes · updated 2023-09-27 · captured 2026-08-25 |
Battery runs (1)the run trace behind the findings — what each job measured
| battery | status | queued | duration | attempts |
|---|---|---|---|---|
| weights | queued | 2026-08-25 22:19 | — | 0 |
Verdict badge
Ship the verdict in your README — it always shows the latest published analysis:
[](https://ingot.tools/models/TheBloke/PULI-GPT-3SX-GGML)