# deepseek-ai/DeepSeek-V3.2

This model is a reasoning and agentic chat model that uses sparse attention optimized for long context scenarios. It also includes revised tool calling and a thinking with tools capability for interactive tool use workflows.

## Cite this

- Page: https://huggingbay.xyz/artifact/hf-model-deepseek-ai-deepseek-v3-2
- Citation: deepseek-ai/DeepSeek-V3.2. The Hugging Bay model record. https://huggingbay.xyz/artifact/hf-model-deepseek-ai-deepseek-v3-2 (retrieved 2026-11-14).
- Check a downloaded file: run `shasum -a 256 <file>` (macOS), `sha256sum <file>` (Linux) or `Get-FileHash -Algorithm SHA256 <file>` (Windows), then compare with that file's SHA-256 at https://huggingbay.xyz/api/artifacts/hf-model-deepseek-ai-deepseek-v3-2/files?limit=100. How checks work: https://huggingbay.xyz/verification

## Facts

- Type: LLM
- Task: text-generation
- Framework: transformers
- License: mit: Permissive open license: commercial use, modification, and redistribution are permitted. (https://huggingface.co/deepseek-ai/DeepSeek-V3.2/blob/main/LICENSE)
- Source: https://huggingface.co/deepseek-ai/DeepSeek-V3.2
- Hosting: hosted (178 files)
- Files: 178 hosted of 190 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: 178 hosted of 190 listed
- Full repo upstream: 689.5 GB
- Recommended file: 689.5 GB (163 files)
- Download: https://huggingbay.xyz/api/artifacts/hf-model-deepseek-ai-deepseek-v3-2/download-plan (download plan: https://huggingbay.xyz/api/artifacts/hf-model-deepseek-ai-deepseek-v3-2/download-plan)
- Per-file SHA-256: available for 178 of 178 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-deepseek-ai-deepseek-v3-2/files?limit=100
- Availability: Ready
- Downloadable: yes
- 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: 2493119
- Stars: 1598
- Card completeness: 85%

## Description

This model is a reasoning and agentic chat model that uses sparse attention optimized for long context scenarios. It also includes revised tool calling and a thinking with tools capability for interactive tool use workflows.

## Model Card Facts

- Declared license: mit
- Pipeline: text-generation
- Library: transformers
- Task categories: text-generation
- File hints: 16 upstream file samples

## File Hints

- .gitattributes
- LICENSE
- README.md
- assets/benchmark.png
- assets/olympiad_cases/CMO2025.jsonl
- assets/olympiad_cases/IMO2025.jsonl
- assets/olympiad_cases/ioi_submissions_final.json
- assets/olympiad_cases/wf_submissions.json
- assets/paper.pdf
- config.json
- encoding/encoding_dsv32.py
- encoding/test_encoding_dsv32.py

## 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

- Mirrored 6 selected Hugging Face files by configured-admin; hashes computed from downloaded bytes and manifest signed.
- External catalog metadata imported from Hugging Face public API on 2026-07-02T00:22:10.011Z.
- Open license detected as mit.
- 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-deepseek-ai-deepseek-v3-2
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- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-deepseek-ai-deepseek-v3-2/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-deepseek-ai-deepseek-v3-2/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-deepseek-ai-deepseek-v3-2
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-deepseek-ai-deepseek-v3-2/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-deepseek-ai-deepseek-v3-2&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-deepseek-ai-deepseek-v3-2/decentralized-fallbacks
