developer-lunark/kaidol-qwen3-14b-korean-rp warn
Weights only ship in a format that can run code when loaded; loading it runs custom code from the repo; the weight files reference unusual code — review before loading.
claims base: Qwen/Qwen3-14B · chat template: present · view on Hugging Face ↗
Scan coverageStatic battery2026-08-27Weights battery2026-08-27Behavioral batterynot rundetails
| Battery | Looks at | Status |
|---|---|---|
| Static battery | Metadata & packaging | complete 2026-08-27 |
| Weights battery | Weights forensics: no GPU, no download | complete 2026-08-27no token vocabulary — pickle audit only · pickle audit: 2 non-standard global(s) |
| Behavioral battery | Live-inference differentials | not run |
Ingot runs three batteries against a model. What each one checks →
Findings
Scanned 2026-08-27 · published from a community scan.
medium Pickle-serialized weights, no safetensors
Weights ship only as pickle-based files (global_step400/bf16_zero_pp_rank_0_mp_rank_00_optim_states.pt, global_step400/bf16_zero_pp_rank_1_mp_rank_00_optim_states.pt, global_step400/bf16_zero_pp_rank_2_mp_rank_00_optim_states.pt, …). 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 Repo ships executable Python (trust_remote_code)
The repository contains custom code files that run in-process when loaded with trust_remote_code=True. Pin the revision hash and review the code before loading.
How to fix
Review and pin the custom code; never float on `main` with trust_remote_code=True.
- Read every `.py` file in the repo before first load — this code runs in your process.
- Pin the revision: `from_pretrained(model_id, revision="<commit sha>", trust_remote_code=True)` so a later push can't swap the code under you.
- Prefer a version of the architecture already in `transformers` if one exists, which removes the remote-code requirement entirely.
medium Pickle references non-standard globals
The pickle imports globals outside the standard torch/numpy/collections set: deepspeed.runtime.zero.config.ZeroStageEnum, deepspeed.runtime.fp16.loss_scaler.LossScaler. Common in full-model (non-state-dict) saves — each is code that runs at load time. Review before loading, or demand a safetensors release.
Remediation guidance addresses the documented findings only. It is evidence-driven repair, not a safety certification of the model.
Check every checkpoint before it ships
Use the web app, API, CLI, or CI gate to scan candidate checkpoints and catch model drift before deployment. Public-model scans publish to the open database; paid plans add the volume needed for continuous checks.
Fingerprint
The durable profile of this model: measured weights-and-metadata facts, rebuilt on every scan and battery run. Updated 2026-08-27.
| architecture | qwen3 · 40 layers · 5120-dim |
| vocabulary | 151,936 tokens |
| license | apache-2.0 |
| serialization | no safetensors pickle custom code |
| chat template | present (chat_template.jinja) · sha256:a55ee1b1660128b7 |
| claimed lineage | Qwen/Qwen3-14B |
| lineage verified | unverified — weights battery pending |
Full measured fingerprint
| architectures | Qwen3ForCausalLM |
| library | transformers |
| pipeline | text-generation |
| repo files | 30 — pickle: global_step400/bf16_zero_pp_rank_0_mp_rank_00_optim_states.pt, global_step400/bf16_zero_pp_rank_1_mp_rank_00_optim_states.pt, global_step400/bf16_zero_pp_rank_2_mp_rank_00_optim_states.pt, global_step400/bf16_zero_pp_rank_3_mp_rank_00_optim_states.pt, global_step400/bf16_zero_pp_rank_4_mp_rank_00_optim_states.pt, global_step400/bf16_zero_pp_rank_5_mp_rank_00_optim_states.pt, global_step400/bf16_zero_pp_rank_6_mp_rank_00_optim_states.pt, global_step400/bf16_zero_pp_rank_7_mp_rank_00_optim_states.pt, global_step400/zero_pp_rank_0_mp_rank_00_model_states.pt, global_step400/zero_pp_rank_1_mp_rank_00_model_states.pt |
| revision | 1955a6e8b246 |
| HF snapshot | 13 downloads · 0 likes · updated 2025-12-08 · captured 2026-08-25 |
| weights battery | token-embedding scan n/a — no token-embedding tensor found in the pickle checkpoint(s) — pickle checkpoint(s) statically analyzed anyway |
| pickle audit | global_step400/bf16_zero_pp_rank_0_mp_rank_00_optim_states.pt, global_step400/bf16_zero_pp_rank_1_mp_rank_00_optim_states.pt, global_step400/bf16_zero_pp_rank_2_mp_rank_00_optim_states.pt, global_step400/bf16_zero_pp_rank_3_mp_rank_00_optim_states.pt — 5 standard global(s), suspicious deepspeed.runtime.zero.config.ZeroStageEnum, deepspeed.runtime.fp16.loss_scaler.LossScaler |
Battery runs (1)the run trace behind the findings — what each job measured
| battery | status | queued | duration | attempts |
|---|---|---|---|---|
| weights | complete | 2026-08-25 22:34 | 10s | 1 |
weights run 2026-08-25 — measurements
| probes run | pickle-static-analysis |
Verdict badge
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[](https://ingot.tools/models/developer-lunark/kaidol-qwen3-14b-korean-rp)