farbodtavakkoli/OTel-LLM-20B-IT warn
Weights only ship in a format that can run code when loaded.
claims base: openai/gpt-oss-20b · chat template: present · view on Hugging Face ↗
Scan coverageStatic battery2026-08-25Weights batteryfailedBehavioral batterynot rundetails
| Battery | Looks at | Status |
|---|---|---|
| Static battery | Metadata & packaging | complete 2026-08-25 |
| Weights battery | Weights forensics — no GPU, no download | failed429 Too Many Requests for https://huggingface.co/api/models/farbodtavakkoli/OTel-LLM-20B-IT |
| 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 (pytorch_model-00001-of-00025.bin, pytorch_model-00002-of-00025.bin, pytorch_model-00003-of-00025.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.
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_oss · 24 layers · 2880-dim |
| vocabulary | 201,088 tokens |
| license | apache-2.0 |
| serialization | no safetensors pickle |
| chat template | present (chat_template.jinja) · sha256:a4c9919cbbd4acdd |
| claimed lineage | openai/gpt-oss-20b |
| lineage verified | unverified — weights battery pending |
Full measured fingerprint
| architectures | GptOssForCausalLM |
| pipeline | text-generation |
| repo files | 34 — pickle: pytorch_model-00001-of-00025.bin, pytorch_model-00002-of-00025.bin, pytorch_model-00003-of-00025.bin, pytorch_model-00004-of-00025.bin, pytorch_model-00005-of-00025.bin, pytorch_model-00006-of-00025.bin, pytorch_model-00007-of-00025.bin, pytorch_model-00008-of-00025.bin, pytorch_model-00009-of-00025.bin, pytorch_model-00010-of-00025.bin |
| revision | 78b580f6ad18 |
| HF snapshot | 85 downloads · 1 likes · updated 2026-06-23 · captured 2026-08-25 |
Verdict badge
Ship the verdict in your README — it always shows the latest published analysis:
[](https://ingot.tools/models/farbodtavakkoli/OTel-LLM-20B-IT)