# minishlab/potion-code-16M-v2

Model from Hugging Face for llm: minishlab/potion-code-16M-v2 · model2vec

## Facts

- Type: LLM
- Task: general
- Framework: model2vec
- License: mit — Permissive open license: commercial use, modification, and redistribution are permitted. (https://spdx.org/licenses/MIT.html)
- Source: https://huggingface.co/minishlab/potion-code-16M-v2
- Hosting: hosted (5 files)
- Files: 5 hosted of 6 listed
- File counts: "listed" is every file in the source repository; only hosted files download from Hugging Bay, and the download plan lists the files it selects for one download, so its count can differ.
- Hosted here: 5 files, 33.5 MB
- Full repo upstream: 33.5 MB
- Recommended file: 32.5 MB · model.safetensors
- Parameters: 16M
- Download: https://huggingbay.xyz/artifact/hf-model-minishlab-potion-code-16m-v2/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-minishlab-potion-code-16m-v2/download-plan)
- Per-file SHA-256: available for 4 of 5 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-minishlab-potion-code-16m-v2/files?limit=100
- Run-ready: no (Hugging Bay has not certified a run path for this model; hosted bytes are downloadable and hash-checkable only)
- Peer-assisted fallbacks: 0 verified, 0 pending review
- Downloads: 34787
- Stars: 15
- Card completeness: 91%

## Description

External Hugging Face catalog record for minishlab/potion-code-16M-v2. Library: model2vec. Languages: code. Datasets referenced by card metadata: minishlab/tokenlearn-cornstack-queries-coderankembed, minishlab/tokenlearn-cornstack-docs-coderankembed, nomic-ai/cornstack-python-v1, nomic-ai/cornstack-java-v1, nomic-ai/cornstack-php-v1, nomic-ai/cornstack-go-v1. Popularity signal at import: 34,787 downloads and 15 likes.

## Model Card Facts

- Declared license: mit
- Pipeline: general
- Library: model2vec
- Task categories: general
- Languages: code
- Referenced datasets: minishlab/tokenlearn-cornstack-queries-coderankembed, minishlab/tokenlearn-cornstack-docs-coderankembed, nomic-ai/cornstack-python-v1, nomic-ai/cornstack-java-v1, nomic-ai/cornstack-php-v1, nomic-ai/cornstack-go-v1, nomic-ai/cornstack-javascript-v1, nomic-ai/cornstack-ruby-v1
- File hints: 6 upstream file samples

## Referenced Data

- Dataset: minishlab/tokenlearn-cornstack-queries-coderankembed
- Dataset: minishlab/tokenlearn-cornstack-docs-coderankembed
- Dataset: nomic-ai/cornstack-python-v1
- Dataset: nomic-ai/cornstack-java-v1
- Dataset: nomic-ai/cornstack-php-v1
- Dataset: nomic-ai/cornstack-go-v1
- Dataset: nomic-ai/cornstack-javascript-v1
- Dataset: nomic-ai/cornstack-ruby-v1

## File Hints

- .gitattributes (1.5 KB)
- README.md (5.2 KB)
- config.json (59 B)
- model.safetensors (31 MB) LFS
- modules.json (278 B)
- tokenizer.json (1000 KB)

## Quality Checklist

- Summary: passed
- Description: passed
- Model card metadata: passed
- License: passed
- Provenance: passed
- File inventory: passed
- Hosted bytes: passed
- Scan result: passed
- Manifest signature: passed

## Safety Notes

- External catalog metadata imported from Hugging Face public API on 2026-09-21T07:27:26.664Z.
- Upstream license: mit. Mirror admission policy: permissive (owner policy; no license rights inferred).
- Model card references dataset context: minishlab/tokenlearn-cornstack-queries-coderankembed, minishlab/tokenlearn-cornstack-docs-coderankembed, nomic-ai/cornstack-python-v1, nomic-ai/cornstack-java-v1.
- Not a run kit: hosted, hash-checked bytes only; run readiness is not certified for this model yet.

## Actions

- Web: https://huggingbay.xyz/artifact/hf-model-minishlab-potion-code-16m-v2
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-minishlab-potion-code-16m-v2/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-minishlab-potion-code-16m-v2/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-minishlab-potion-code-16m-v2/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-minishlab-potion-code-16m-v2
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-minishlab-potion-code-16m-v2/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-minishlab-potion-code-16m-v2&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-minishlab-potion-code-16m-v2/decentralized-fallbacks