# SenseLLM/ReflectionCoder-DS-33B

Model from Hugging Face for text generation: SenseLLM/ReflectionCoder-DS-33B · transformers

## Facts

- Type: LLM
- Task: text-generation
- Framework: transformers
- License: apache-2.0 — Permissive open license: commercial use, modification, and redistribution are permitted. (https://huggingface.co/SenseLLM/ReflectionCoder-DS-33B/blob/main/LICENSE)
- Source: https://huggingface.co/SenseLLM/ReflectionCoder-DS-33B
- Hosting: hosted (21 files)
- Files: 21 hosted of 24 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: 21 files, 66.7 GB
- Full repo upstream: 66.7 GB
- Recommended file: 66.7 GB (14 files)
- Parameters: 33B
- Download: https://huggingbay.xyz/artifact/hf-model-sensellm-reflectioncoder-ds-33b/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-sensellm-reflectioncoder-ds-33b/download-plan)
- Per-file SHA-256: available for 21 of 21 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-sensellm-reflectioncoder-ds-33b/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: 8286
- Stars: 4
- Card completeness: 96%

## Description

External Hugging Face catalog record for SenseLLM/ReflectionCoder-DS-33B. Task: text generation. Library: transformers. Languages: en. Datasets referenced by card metadata: SenseLLM/ReflectionSeq-GPT, SenseLLM/ReflectionSeq-DS. Popularity signal at import: 8,649 downloads and 4 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: text-generation
- Library: transformers
- Task categories: text-generation
- Languages: en
- Referenced datasets: SenseLLM/ReflectionSeq-GPT, SenseLLM/ReflectionSeq-DS
- Paper ids: 2405.17057
- File hints: 16 upstream file samples

## Referenced Data

- Dataset: SenseLLM/ReflectionSeq-GPT
- Dataset: SenseLLM/ReflectionSeq-DS
- Paper: 2405.17057

## File Hints

- .gitattributes (1.5 KB)
- LICENSE (11 KB)
- README.md (4.1 KB)
- config.json (755 B)
- generation_config.json (119 B)
- method.png (388 KB)
- model-00001-of-00014.safetensors (4.6 GB) LFS
- model-00002-of-00014.safetensors (4.5 GB) LFS
- model-00003-of-00014.safetensors (4.4 GB) LFS
- model-00004-of-00014.safetensors (4.5 GB) LFS
- model-00005-of-00014.safetensors (4.4 GB) LFS
- model-00006-of-00014.safetensors (4.5 GB) 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 2026-09-21T21:37:55.318Z.
- Open license detected as apache-2.0.
- Model card references dataset context: SenseLLM/ReflectionSeq-GPT, SenseLLM/ReflectionSeq-DS.
- 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-sensellm-reflectioncoder-ds-33b
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-sensellm-reflectioncoder-ds-33b/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-sensellm-reflectioncoder-ds-33b/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-sensellm-reflectioncoder-ds-33b/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-sensellm-reflectioncoder-ds-33b
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-sensellm-reflectioncoder-ds-33b/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-sensellm-reflectioncoder-ds-33b&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-sensellm-reflectioncoder-ds-33b/decentralized-fallbacks