# shhossain/opus-mt-en-to-bn

Model from Hugging Face for translation: shhossain/opus-mt-en-to-bn · transformers

## Facts

- Type: LLM
- Task: translation
- 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/shhossain/opus-mt-en-to-bn
- Hosting: hosted (7 files)
- Files: 7 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: 7 files, 305.1 MB
- Full repo upstream: 610.5 MB
- Recommended file: 303.3 MB · model.safetensors
- Download: https://huggingbay.xyz/artifact/hf-model-shhossain-opus-mt-en-to-bn/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-shhossain-opus-mt-en-to-bn/download-plan)
- Per-file SHA-256: available for 7 of 7 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-shhossain-opus-mt-en-to-bn/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: 312
- Stars: 4
- Card completeness: 96%

## Description

External Hugging Face catalog record for shhossain/opus-mt-en-to-bn. Task: translation. Library: transformers. Languages: bn, en. Datasets referenced by card metadata: opus100. Includes 3 model-card evaluation signals. Popularity signal at import: 599 downloads and 4 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: translation
- Library: transformers
- Task categories: translation
- Languages: bn, en
- Referenced datasets: opus100
- Metrics: sacrebleu
- Model-index entries: shhossain/opus-mt-en-to-bn
- Evaluation signals: 3 model-card eval results
- File hints: 12 upstream file samples

## Evaluation Signals

- opus100: Bleu = 12.5374 (Translation)
- opus100: Validation Loss = 2.120669 (Translation)
- opus100: Training Loss = 1.7712 (Translation)

## Referenced Data

- Dataset: opus100

## File Hints

- .gitattributes (1.5 KB)
- README.md (1.2 KB)
- config.json (1.4 KB)
- generation_config.json (288 B)
- model.safetensors (289 MB) LFS
- pytorch_model.bin (289 MB) LFS
- source.spm (783 KB)
- special_tokens_map.json (74 B)
- target.spm (947 KB)
- tokenizer_config.json (282 B)
- training_args.bin (4.1 KB) LFS
- vocab.json (2.0 MB)

## 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 2026-09-22T22:44:12.940Z.
- Open license detected as apache-2.0.
- Model-index metadata found for shhossain/opus-mt-en-to-bn.
- Model card references dataset context: opus100.
- 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-shhossain-opus-mt-en-to-bn
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-shhossain-opus-mt-en-to-bn/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-shhossain-opus-mt-en-to-bn/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-shhossain-opus-mt-en-to-bn/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-shhossain-opus-mt-en-to-bn
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-shhossain-opus-mt-en-to-bn/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-shhossain-opus-mt-en-to-bn&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-shhossain-opus-mt-en-to-bn/decentralized-fallbacks