license: apache-2.0
library_name: mlx
pipeline_tag: feature-extraction
base_model: Qwen/Qwen3-Embedding-0.6B
tags:
- mlx
- embeddings
- feature-extraction
- sentence-similarity
- quantization
- omlx
Qwen3-Embedding-0.6B — MLX BF16
BF16 reference checkpoint for this matched local sweep.
This is the BF16 MLX conversion checkpoint from a matched local embedding-quantization experiment. It is published with explicit lineage, calibration evidence where applicable, and the bounded evaluation result that accompanied the conversion.
Provenance and lineage
- Upstream model:
Qwen/Qwen3-Embedding-0.6B - Upstream revision recorded for publication:
97b0c614be4d77ee51c0cef4e5f07c00f9eb65b3 - Revision evidence: exact source snapshot retained in the local Hugging Face download metadata
- Direct parent:
Qwen/Qwen3-Embedding-0.6B - Conversion rule: every quantized checkpoint branches directly from the family MLX BF16 checkpoint; no lossy checkpoint was used to create another.
- Quantization: BF16 MLX conversion
- Local conversion stack: oMLX 0.5.3, mlx-lm 0.31.3, MLX 0.32.0
- Full collection: MLX Embedding Quantization Matrix
PROVENANCE.json contains machine-readable lineage and SHA-256 hashes for the published weight files. No importance matrix was used for this checkpoint.
Bounded local evaluation
| Role | Retrieval smoke |
|---|---|
| BF16 reference | 24/24 top-1, MRR 1.0 |
The evaluation used 24 frozen query/document pairs, the upstream query instruction recipe, last-token pooling, L2 normalization, and direct comparison with vectors from the family BF16 checkpoint. This is an engineering smoke test, not MTEB and not a claim of universal quality. Retrieval success and representation fidelity are reported separately.
Runtime scope
This checkpoint targets Apple Silicon through MLX/oMLX. CUDA and PyTorch results are a separate control lane and must not be interpreted as measurements of MLX/Metal kernel performance.
License and attribution
Apache-2.0, following the upstream model card. The original model authors retain attribution for the upstream model; this repository contains a local MLX conversion or quantized derivative prepared by TiGa-RCE for reproducibility research.