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llm-semantic-router/mmbert-embed-32k-2d-matryoshka

llm-semantic-router/mmbert-embed-32k-2d-matryoshka is an embedding model for sentence similarity and retrieval under the apache-2.0 license (4.9 GB), added to Hugging Bay Jun 30, 2026.

About this download

mmbert-embed-32k-2d-matryoshka. 1 file. Published by llm-semantic-router

How this works

To run a downloaded model you need the file and a runner program to open it. Searching and reading need no account.

Downloadable — the files passed our public gates and the download button is here today. That’s all it means — not safe, not guaranteed to run.

Checked on this Mac — the file’s fingerprint matches the published one, byte for byte. That proves it arrived unchanged — not that the model is safe.

Running locally — this device did the work: a real first reply was produced here — not on a server.

Keep the file

Download · 614 MB (1 file) saves to your Downloads folder

Run on a computer

On this page you get the files to download, a plain explanation of the model, and the checks that prove the files arrived unchanged.

To run a downloaded model you need the file and a runner app to open it.

What happens next
  1. Download the file (614 MB).
  2. To run a downloaded model you need the file and a runner program to open it.
  3. Then type a question.

model.safetensors · 614 MB

DETAILS

Checked. Ready to download.

Make sure it arrived whole. Usually under a minute

If the string it prints matches this one, you're holding exactly what we published:

173e...3391

Think of the fingerprint below as the file's ID photo: a string unique to its exact bytes.

What this step does: it only prints an ID string so you can compare; it doesn't run anything or install anything.

On a Mac, the Terminal line below prints this file's SHA-256 fingerprint; it already contains your file's name and assumes the file is in your Downloads folder.

After the download finishes, paste it into Terminal and press Return.

Terminal shasum -a 256 ~/Downloads/model.safetensors

On a different computer?

On Windows, the PowerShell line below prints this file's SHA-256 fingerprint; it already contains your file's name and assumes the file is in your Downloads folder.

After the download finishes, paste it into PowerShell and press Enter.

PowerShell Get-FileHash -Algorithm SHA256 "$HOME\Downloads\model.safetensors"

From Command Prompt instead: certutil -hashfile "%USERPROFILE%\Downloads\model.safetensors" SHA256

PowerShell prints the same SHA-256 fingerprint in capital letters.

On Linux, the terminal line below prints this file's SHA-256 fingerprint; it already contains your file's name and assumes the file is in your Downloads folder.

After the download finishes, paste it into a terminal and press Enter.

Terminal sha256sum ~/Downloads/model.safetensors

File fingerprint (for experts)

173eb71beab911ddccf5c23d46129890894f1b741bedbf15e6d0f46084da3391

This check proves the file arrived unchanged. Not that the model is safe.

What we've checked:

  • License. Passed (apache-2.0)
  • Files hosted. 7 of 27 from the repository
What does ‘Checked’ mean?

Checked on this Mac — the file’s fingerprint matches the published one, byte for byte. That proves it arrived unchanged — not that the model is safe.

Other files (for experts)
  • .gitattributes · 2 KB
  • config.json · 312 bytes
  • README.md · 12 KB
  • config.json · 1 KB
  • config_sentence_transformers.json · 293 bytes
  • modules.json · 229 bytes
  • config.json · 61 bytes
  • model.onnx · 1.1 MB
  • model.onnx.data · 504 MB
  • model_fa_fp16.onnx · 504 MB
  • config.json · 61 bytes
  • model.onnx · 1.5 MB
  • model.onnx.data · 554 MB
  • model_fa_fp16.onnx · 555 MB
  • config.json · 61 bytes
  • model.onnx · 2.1 MB
  • model.onnx.data · 614 MB
  • model_fa_fp16.onnx · 615 MB
  • config.json · 60 bytes
  • model.onnx · 602 KB
  • model.onnx.data · 453 MB
  • model_fa_fp16.onnx · 454 MB
  • model_config.json · 940 bytes
  • sentence_bert_config.json · 59 bytes
Task
sentence similarity and retrieval
Size
614 MB hosted here (full repository: 4.9 GB)
Files
7 hosted of 27 listed
Added to Hugging Bay
Updated at source

FAQ

What is this model?

llm-semantic-router/mmbert-embed-32k-2d-matryoshka is an embedding model for sentence similarity and retrieval published by llm-semantic-router, added to Hugging Bay Jun 30, 2026. Model from Hugging Face for sentence similarity: llm-semantic-router/mmbert-embed-32k-2d-matryoshka · sentence transformers

Can I use it commercially?

It is released under the apache-2.0 license. Commercial use is allowed. Permissive open license: commercial use, modification, and redistribution are permitted.

How big is it?

The total download is 4.9 GB across 27 files.

What can I download here?

Hugging Bay hosts 7 of 27 files for this model, each with a published SHA-256 checksum. Hosted download size: 614 MB (full repository: 4.9 GB). The original release is at https://huggingface.co/llm-semantic-router/mmbert-embed-32k-2d-matryoshka.

File checks and computer fit
File pattern scans

Automated file-pattern scans flagged nothing — not a safety guarantee. 7 hosted files carry a published SHA-256 you can re-hash. The machine-readable verdict is at /api/artifacts/hf-model-llm-semantic-router-mmbert-embed-32k-2d-matryoshka/safety on Hugging Bay.

Will llm-semantic-router/mmbert-embed-32k-2d-matryoshka run on my computer?

We can’t check the fit — we don’t know your machine. We don’t have your machine’s specs, so no check ran and no verdict is shown. Answer two quick questions and we’ll estimate, from the memory you tell us, whether it fits your machine. Or skip it — you can still download; fit isn’t checked.

About this artifact

External Hugging Face catalog record for llm-semantic-router/mmbert-embed-32k-2d-matryoshka. Task: sentence similarity. Library: sentence transformers. Languages: multilingual. Datasets referenced by card metadata: BAAI/bge-m3-data. Base model: llm-semantic-router/mmbert-32k-yarn. Includes 1 model-card evaluation signal. Popularity signal at import: 15,702 downloads and 18 likes.

Hosted file inventory

Hosted file — the exact bytes are complete.. The immutable selected representation is byte-complete; runtime compatibility is not established.

Hosted files
7 of 27
Reviewed peer-assisted fallbacks
0
Trust bundle
Trust-bundle JSON
Review summary
Review-summary JSON
Distribution
Reviewed peer-fallback JSON

    Run status

    Detailed evidence for the selected file set

    This detail applies to the selected file set, not every file in the repository.

    Executable state
    complete-bytes
    Evidence timestamp
    2026-08-27T23:24:10.986Z
    Selected representation
    rep-4b1fa4dc80f602934a8874d1313c5a54d2a36a47a9cb03f82ce9181457455de7
    Complete bytes
    yes
    Complete kit
    no
    Byte-integrity check
    not established — the hosted bytes are not yet matched to a signed upstream manifest
    Run ready
    not established
    Files
    View file metadata

    Bay Run

    Bay Run pins; Try It Now unavailable

    Bay Run does not publish a serving contract for this exact artifact and Hugging Bay will not invent one.

    Mint a Pin unavailable

    Bay Run does not publish a serving contract for this exact artifact and Hugging Bay will not invent one.

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    This handoff wraps your caller-owned generator. It does not run this catalog artifact, make it a Bay Run Pin, or change its serving or verification state.

    Download exact selected bytes

    • License: pass - apache-2.0
    • Provenance: pass - llm-semantic-router/mmbert-embed-32k-2d-matryoshka
    • Scan: pass - passed
    • Hosted files: warn - 10/25 repository files hosted; selected representation evaluated separately
    • Byte manifest integrity: pass - selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)

    Machine-readable card

    Open interactive artifact page

    Evidence details

    Demand
    5.7K upstream downloads
    Trust
    Unknown
    Download completeness
    Hosted file — the exact bytes are complete.
    Run fit
    Exact selected bytes complete; runtime not established
    Scan status
    passed
    Executable state
    complete-bytes
    Evidence timestamp
    2026-08-27T23:24:10.986Z
    Declared license
    apache-2.0
    Pipeline
    sentence-similarity
    Library
    sentence-transformers
    Base model
    llm-semantic-router/mmbert-32k-yarn
    Task categories
    sentence-similarity
    Languages
    multilingual
    Referenced datasets
    BAAI/bge-m3-data
    Model-index entries
    mmbert-embed-32k-2d-matryoshka