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BGE · Embedding · cci3-hq-classifier

CCI3-HQ-Classifier: Specs, GPU requirements, hosting & deployment

CCI3-HQ-Classifier is a recent Embedding release in the BGE family, certified from its immutable official source revision.

Reference only Compare this model
Technical deployment reference illustration for CCI3-HQ-Classifier
Reference deployment flow; exact architecture facts are listed separately.
Total parametersThe manufacturer has not published this information.
Active parametersDense model
Context windowN/A / Not directly comparable
Release statusRecent · Recent
Architecture
ModalitiesText
Licenseapache-2.0
Deployment stateReference only
Commercial stateCommercial Use Allowed
Release date

Architecture, strengths and use cases

CCI3-HQ-Classifier is an official self-hostable BAAI release in the BGE Embedding track. It uses The manufacturer has not published this information., carries The manufacturer has not published this information., supports a verified context window of 0 tokens, and exposes only source-certified checkpoints and runtime combinations. Its release, license and deployment facts are tied to the official repository revision rather than inferred from the family name.

CCI3-HQ-Classifier uses The manufacturer has not published this information. with The manufacturer has not published this information.. The stored architecture profile records layers, hidden width , attention heads and a 0 token context ceiling where the official configuration publishes those fields.

Verified The manufacturer has not published this information. architecture
Official checkpoint and pipeline evidence
Official Unknown checkpoint coverage
Private LLM inference
Agentic workflows
Long-context document processing

Certified checkpoints and quantizations

Only exact, source-certified variants attached to this release are shown.

CCI3-HQ-Classifier

BAAI/CCI3-HQ-Classifier

Official · Unknown · safetensors

Precision / quantizationFormatBitsPublisher trustDeployment state

Recommended hardware

Use only the listed certified runtime configuration with the exact checkpoint precision. The recommendation engine checks weight memory, KV cache, runtime overhead, safety headroom, GPU architecture and topology before ranking rentable and reference hardware.

Reference only

The official license permits commercial use; its obligations still apply.

License and self-hosting considerations

The full 0B resident weight set must fit across the selected GPUs. Context and concurrency add KV-cache memory; MoE active parameters do not replace resident-weight memory.

CCI3-HQ-Classifier is published under apache-2.0. The release-scoped official license link and verification date are retained with the catalogue record.

Commercial Use Allowed. The official license permits commercial use; its obligations still apply.

Alternatives and sibling variants

bge-m3, IndustryCorpus2_DataRater, IndustryCorpus2_Classifier, BGE-M3

Release timeline

baai/bge/cci3-hq-classifier @ 69fd74e73f6550209a0912484b5321745e530be7ef134537a4c590d0b43558f2

Official source

Frequently asked questions

How much VRAM does CCI3-HQ-Classifier require?

The exact estimate depends on checkpoint precision, context and concurrency; the page recommendation uses the certified memory engine and compatible runtime configurations.

Which runtimes support CCI3-HQ-Classifier?

No runtime is presented as supported until upstream evidence is verified.

Can CCI3-HQ-Classifier be used commercially?

The stored commercial classification is Commercial Use Allowed. Consult the official apache-2.0 terms for the final obligations.

Official references

Last verified: 2026-09-03