embed safetensors download (547 MB) | Hugging Bay

Q: What is this model?

FuturoEdu/embed is an embedding model for sentence similarity and retrieval published by FuturoEdu, added to Hugging Bay Jun 30, 2026. Model from Hugging Face: FuturoEdu/embed

Q: 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.

Q: How big is it?

Hosted here: at least 11 listed files; full count and size unknown. The full repository size is not recorded. The recommended download, model.safetensors, is 546.9 MB.

Q: What can I download here?

Hosted here: at least 11 listed files; full count and size unknown. Full repo upstream: unknown. The original release is at https://huggingface.co/FuturoEdu/embed.

Q: File pattern scans

Automated file-pattern scans flagged nothing; not a safety guarantee. 11 hosted files carry a published SHA-256 you can re-hash. The machine-readable verdict is at /api/artifacts/hf-model-futuroedu-embed/safety on Hugging Bay.

Q: Will FuturoEdu/embed 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.

FuturoEdu

embed

FuturoEdu/embed

Model details

sentence similarity and retrievalLicense: apache-2.0SHA-256 recorded for 11 of 15 filessafetensors · ONNX · BIN

Content controls: not assessed.

Listed for comparing sentences; for developers building text similarity tools. Catalog sources: license, task.

View as JSON →

Your next step

Use it from code

This Python snippet downloads the selected file. Running the model needs its own library and setup.

from urllib.request import urlretrieve

urlretrieve(
    "https://huggingbay.xyz/api/downloads/hf-model-futuroedu-embed/model.safetensors",
    "model.safetensors",
)

Other ways

Run it on your computerOpen in Hugging Bay appSend to a computerApp links support one GGUF file.

11 hosted of 15 listed · Hashes recorded. Date not recorded.

Selected downloadmodel.safetensors547 MB · 1 file Download · 547 MB (1 file)

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Content controls: not assessed.

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Compare your file’s SHA-256 with the recorded hash.