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cstr/
octen-0.6b-GGUF

Name: octen-0.6b-GGUF
Availability: InStock

Octen/Octen-Embedding-0.6B

quantized

apache-2.0

endpoints_compatible

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octen-0.6b GGUF

GGUF format of Octen/Octen-Embedding-0.6B for use with CrispEmbed and Ollama.

Files

File	Quantization	Size
octen-0.6b-q4_k.gguf	Q4_K	0 MB
octen-0.6b-q8_0.gguf	Q8_0	0 MB
octen-0.6b.gguf	F32	0 MB

Recommended: Q8_0 for quality (cos vs HF: L2=1.0), Q4_K for size (L2=1.0).

Quick Start

CrispEmbed

bash

./crispembed -m octen-0.6b "Hello world"
./crispembed-server -m octen-0.6b --port 8080

Ollama (with CrispStrobe fork)

bash

echo "FROM octen-0.6b-q8_0.gguf" > Modelfile
ollama create octen-0.6b -f Modelfile
curl http://localhost:11434/api/embed -d '{"model":"octen-0.6b","input":["Hello world"]}'

Python (CrispEmbed)

python

from crispembed import CrispEmbed
model = CrispEmbed("octen-0.6b-q8_0.gguf")
vectors = model.encode(["Hello world", "Goodbye world"])

Model Details

Property	Value
Architecture	Qwen3
Parameters	600M
Embedding Dimension	1024
Layers	28
Pooling	last-token
Tokenizer	BPE
Language	multilingual
Q8_0 vs HuggingFace	L2=1.0
Q4_K vs HuggingFace	L2=1.0

Server API

CrispEmbed server supports four API dialects:

POST /embed -- native
POST /v1/embeddings -- OpenAI-compatible
POST /api/embed -- Ollama-compatible
POST /api/embeddings -- Ollama legacy

Credits

Original model: Octen/Octen-Embedding-0.6B
Inference: CrispEmbed (MIT, ggml-based)

Provenance and EU AI Act Art. 53 note

Upstream model: Octen/Octen-Embedding-0.6B — published by Octen.
Upstream licence: apache-2.0. This repository redistributes under the same terms; it grants no rights the upstream licence does not.
What was done here: format conversion and/or quantisation only (GGUF/GGML). No training, no fine-tuning, no merging, no distillation, no change to architecture, vocabulary or capability. Only the numeric representation of the upstream weights differs.
Training data: documented — where it is documented at all — by the upstream provider; see the upstream model card. No training data was used, added or selected by this repository. No training-content summary was found on the upstream model card at the time of writing; that documentation gap is upstream's and is not filled here.
Provider status: under Regulation (EU) 2024/1689 the upstream authors remain the provider of this model. Converting the serialisation format does not make this repository the provider of a new general-purpose AI model, and no such claim is made. Questions about training content, copyright policy or model capability belong upstream.

cstr/octen-0.6b-GGUF