cstr / qwen3-embed-0.6b-GGUF

huggingface.co
Total runs: 354
24-hour runs: 9
7-day runs: -268
30-day runs: -479
Model's Last Updated: August 02 2026
feature-extraction

Introduction of qwen3-embed-0.6b-GGUF

Model Details of qwen3-embed-0.6b-GGUF

qwen3-embed-0.6b GGUF

GGUF format of Alibaba-NLP/Qwen3-Embedding-0.6B for use with CrispEmbed .

Qwen3 Embedding 0.6B. Official Alibaba embedding model.

Files
File Quantization Size
qwen3-embed-0.6b-q4_k.gguf Q4_K 399 MB
qwen3-embed-0.6b-q8_0.gguf Q8_0 609 MB
qwen3-embed-0.6b.gguf F32 2278 MB
Quick Start
# Download
huggingface-cli download cstr/qwen3-embed-0.6b-GGUF qwen3-embed-0.6b-q4_k.gguf --local-dir .

# Run with CrispEmbed
./crispembed -m qwen3-embed-0.6b-q4_k.gguf "Hello world"

# Or with auto-download
./crispembed -m qwen3-embed-0.6b "Hello world"
Model Details
Property Value
Architecture Qwen3
Parameters 600M
Embedding Dimension 1024
Layers 28
Pooling last-token
Tokenizer GPT-2 BPE
Base Model Alibaba-NLP/Qwen3-Embedding-0.6B
Verification

Verified bit-identical to HuggingFace sentence-transformers (cosine similarity >= 0.999 on test texts).

Usage with CrispEmbed

CrispEmbed is a lightweight C/C++ text embedding inference engine using ggml. No Python runtime, no ONNX. Supports BERT, XLM-R, Qwen3, and Gemma3 architectures.

# Build CrispEmbed
git clone https://github.com/CrispStrobe/CrispEmbed
cd CrispEmbed
cmake -S . -B build && cmake --build build -j

# Encode
./build/crispembed -m qwen3-embed-0.6b-q4_k.gguf "query text"

# Server mode
./build/crispembed-server -m qwen3-embed-0.6b-q4_k.gguf --port 8080
curl -X POST http://localhost:8080/v1/embeddings \
    -d '{"input": ["Hello world"], "model": "qwen3-embed-0.6b"}'
Credits

Runs of cstr qwen3-embed-0.6b-GGUF on huggingface.co

354
Total runs
9
24-hour runs
-200
3-day runs
-268
7-day runs
-479
30-day runs

More Information About qwen3-embed-0.6b-GGUF huggingface.co Model

More qwen3-embed-0.6b-GGUF license Visit here:

https://choosealicense.com/licenses/apache-2.0

qwen3-embed-0.6b-GGUF huggingface.co

qwen3-embed-0.6b-GGUF huggingface.co is an AI model on huggingface.co that provides qwen3-embed-0.6b-GGUF's model effect (), which can be used instantly with this cstr qwen3-embed-0.6b-GGUF model. huggingface.co supports a free trial of the qwen3-embed-0.6b-GGUF model, and also provides paid use of the qwen3-embed-0.6b-GGUF. Support call qwen3-embed-0.6b-GGUF model through api, including Node.js, Python, http.

qwen3-embed-0.6b-GGUF huggingface.co Url

https://huggingface.co/cstr/qwen3-embed-0.6b-GGUF

cstr qwen3-embed-0.6b-GGUF online free

qwen3-embed-0.6b-GGUF huggingface.co is an online trial and call api platform, which integrates qwen3-embed-0.6b-GGUF's modeling effects, including api services, and provides a free online trial of qwen3-embed-0.6b-GGUF, you can try qwen3-embed-0.6b-GGUF online for free by clicking the link below.

cstr qwen3-embed-0.6b-GGUF online free url in huggingface.co:

https://huggingface.co/cstr/qwen3-embed-0.6b-GGUF

qwen3-embed-0.6b-GGUF install

qwen3-embed-0.6b-GGUF is an open source model from GitHub that offers a free installation service, and any user can find qwen3-embed-0.6b-GGUF on GitHub to install. At the same time, huggingface.co provides the effect of qwen3-embed-0.6b-GGUF install, users can directly use qwen3-embed-0.6b-GGUF installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

qwen3-embed-0.6b-GGUF install url in huggingface.co:

https://huggingface.co/cstr/qwen3-embed-0.6b-GGUF

Url of qwen3-embed-0.6b-GGUF

qwen3-embed-0.6b-GGUF huggingface.co Url

Provider of qwen3-embed-0.6b-GGUF huggingface.co

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