devdata-search-noinstruct-small-asym-cmnrl download

Q: What is this model?

ai4data/devdata-search-noinstruct-small-asym-cmnrl is an embedding model for text embeddings published by ai4data, added to Hugging Bay Jun 30, 2026. Model from Hugging Face: ai4data/devdata-search-noinstruct-small-asym-cmnrl

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 133.5 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/ai4data/devdata-search-noinstruct-small-asym-cmnrl.

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-ai4data-devdata-search-noinstruct-small-asym-cmnrl/safety on Hugging Bay.

Q: Will ai4data/devdata-search-noinstruct-small-asym-cmnrl 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.

ai4data

devdata-search-noinstruct-small-asym-cmnrl

Can I run devdata-search-noinstruct-small-asym-cmnrl on my computer?

It depends on your memory, processor, file format and runtime. Hugging Bay offers 11 hosted files; check the file list for the exact selection. A file-size fit is an estimate, not a successful run or speed promise. Read the license before use.

devdata-search-noinstruct-small-asym-cmnrl is an embedding model for text embeddings. Model weights are learned parameters; a runtime loads them. A hosted file is an individual file Hugging Bay can serve. SHA-256 identifies exact file bytes. The availability date above applies to this file record, not the upstream metadata update date.

As of the recorded file availability check on 2026-10-22.

Recorded SHA-256 for model.safetensors: 185af65e0769e230fa6385b55e29e81aa39d1fc57bda336452e04acfd34eaeea. Exact file evidence · Machine-readable source facts · Run evidence and any recorded receipts. A checksum fingerprints only the named file bytes; it does not prove safety, quality, a complete multi-file selection or a successful run.

Updated 2026-10-21 · Page-copy source revision 8871bab84e1cf80aea1686a944ec335078a6c036 · Source files: apps/web/lib/model-page-template.mjs, apps/web/lib/model-page-v3.mjs, apps/web/lib/aeo-page.mjs · Full revision record

Model metadata: As of 2026-08-04 at the model source. Popularity counters are source-reported, not measured by Hugging Bay. Availability checked 2026-10-22.

ai4data/devdata-search-noinstruct-small-asym-cmnrl

Model details

text embeddingsLicense: apache-2.0SHA-256 recorded for 11 of 12 filessafetensors

Content controls: not assessed.

The catalog lists this model for finding useful details in data. Catalog sources: license, task.

Can I run it?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-ai4data-devdata-search-noinstruct-small-asym-cmnrl/model.safetensors",
    "model.safetensors",
)

Other ways

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11 hosted of 12 listed · Hashes recorded. Date not recorded.

Selected downloadmodel.safetensors133 MB · 1 file Download · 133 MB (1 file)

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Check your download →

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

11 hosted of 12 listed

Hashes recorded. Date not recorded.

File	大小	SHA-256	来源	下载
Weights
`model.safetensors` Default	133.5 MB	`185af65e…d34eaeea` `185af65e0769e230fa6385b55e29e81aa39d1fc57bda336452e04acfd34eaeea`	Hosted	下载
Tokenizer & config
`1_Router/document_0_Pooling/config.json`	89 bytes	`1abc6691…5b63129a` `1abc669193fef51cb822e0449ab0094bc3d2dec748248ab9be3337c05b63129a`	Hosted	下载
`1_Router/query_0_Pooling/config.json`	90 bytes	`4fef0a7e…c2580710` `4fef0a7e8c8ee36e74c0fad89bab60ade72324442d43f559ea219bb7c2580710`	Hosted	下载
`1_Router/router_config.json`	497 bytes	`68153158…9fff9f3f` `68153158d8189a4f1defcec5ad1c1214dfcbd3ac37ace0eb6d1e94109fff9f3f`	Hosted	下载
`config.json`	822 bytes	`56710802…11c7f291` `567108022afaed1d34e5780a12d5bd35df1da43501ec5783a8262dd411c7f291`	Hosted	下载
`config_sentence_transformers.json`	284 bytes	`32863f3e…a7dfaf72` `32863f3e17dfc6edb4ea2a8a9d311478627bf6d9b4aa105956c6e36ca7dfaf72`	Hosted	下载
`modules.json`	410 bytes	`3513deee…b6a233f7` `3513deee03896a4e789ea55c1e1b2a0bc0195a3084bceaaf8e9130e1b6a233f7`	Hosted	下载
`sentence_bert_config.json`	241 bytes	`30841640…ad186fc8` `3084164002c0bca01b0259c5327123803fce32e660a57feb93184ffead186fc8`	Hosted	下载
`tokenizer_config.json`	633 bytes	`76f289cf…15523047` `76f289cf6d08d122059207969431fe309b6c7c4ee862fcaa8520599015523047`	Hosted	下载
`tokenizer.json`	711.6 KB	`91f1def9…911a1854` `91f1def9b9391fdabe028cd3f3fcc4efd34e5d1f08c3bf2de513ebb5911a1854`	Hosted	下载
Docs
`README.md`	1.74 KB	`94567a29…46575a16` `94567a291326589b0b16cd5f3c2501e951cea0fdcea9bae4399dff3b46575a16`	Hosted	下载
`.gitattributes`	0 bytes	—	Upstream only	File metadata

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devdata-search-noinstruct-small-asym-cmnrl

Can I run devdata-search-noinstruct-small-asym-cmnrl on my computer?

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