# SupraLabs/Supra-50M-Reasoning

Model from Hugging Face for text generation: SupraLabs/Supra-50M-Reasoning · transformers

## Facts

- Type: LLM
- Task: text-generation
- Framework: transformers
- License: apache-2.0 — Permissive open license: commercial use, modification, and redistribution are permitted. (https://spdx.org/licenses/Apache-2.0.html)
- Source: https://huggingface.co/SupraLabs/Supra-50M-Reasoning
- Hosting: hosted (5 files)
- Files: 5 hosted of 12 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, 105.9 MB
- Full repo upstream: 107 MB
- Recommended file: 103.6 MB (2 files)
- Parameters: 50M
- Download: https://huggingbay.xyz/artifact/hf-model-supralabs-supra-50m-reasoning/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-supralabs-supra-50m-reasoning/download-plan)
- Per-file SHA-256: available for 5 of 5 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-supralabs-supra-50m-reasoning/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: 3862
- Stars: 63
- Card completeness: 96%

## Description

External Hugging Face catalog record for SupraLabs/Supra-50M-Reasoning. Task: text generation. Library: transformers. Languages: en. Datasets referenced by card metadata: HuggingFaceFW/fineweb-edu, SupraLabs/SupraThink-Dataset-500x. Popularity signal at import: 485 downloads and 63 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: text-generation
- Library: transformers
- Task categories: text-generation
- Languages: en
- Referenced datasets: HuggingFaceFW/fineweb-edu, SupraLabs/SupraThink-Dataset-500x
- File hints: 12 upstream file samples

## Referenced Data

- Dataset: HuggingFaceFW/fineweb-edu
- Dataset: SupraLabs/SupraThink-Dataset-500x

## File Hints

- .gitattributes (1.5 KB)
- README.md (15 KB)
- config.json (718 B)
- create-reasoning-dataset.py (34 KB)
- data.jsonl (1008 KB)
- generation_config.json (215 B)
- inf-reasoning.py (2.4 KB)
- model.safetensors (99 MB) LFS
- sft.py (6.8 KB)
- tokenizer.json (2.2 MB)
- tokenizer_config.json (220 B)
- training_args.bin (5.2 KB) LFS

## 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 2026-09-23T00:35:51.325Z.
- Open license detected as apache-2.0.
- Model card references dataset context: HuggingFaceFW/fineweb-edu, SupraLabs/SupraThink-Dataset-500x.
- 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-supralabs-supra-50m-reasoning
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-supralabs-supra-50m-reasoning/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-supralabs-supra-50m-reasoning/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-supralabs-supra-50m-reasoning/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-supralabs-supra-50m-reasoning
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-supralabs-supra-50m-reasoning/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-supralabs-supra-50m-reasoning&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-supralabs-supra-50m-reasoning/decentralized-fallbacks